{ "profile": "full", "query": { "language": "TypeScript", "ranking": "browse" }, "projects": [ { "project_id": "anomalyco/opencode", "repo": "anomalyco/opencode", "name": "opencode", "github_url": "https://github.com/anomalyco/opencode", "homepage_url": "https://opencode.ai", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [], "description": "The open source coding agent.", "overview": "Use anomalyco/opencode when the user needs a coding agent project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "earendil-works/pi", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 225629, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 96 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:34.302Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use anomalyco/opencode when the user needs a coding agent project with docker, local, cloud deployment options.", "purpose": "Use anomalyco/opencode when the user needs a coding agent project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "earendil-works/pi", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:34.302Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-09T19:00:34.302Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T19:00:34.302Z" }, { "project_id": "n8n-io/n8n", "repo": "n8n-io/n8n", "name": "n8n", "github_url": "https://github.com/n8n-io/n8n", "homepage_url": "https://n8n.io", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "apis", "automation", "cli", "data-flow", "development", "integration-framework", "integrations", "ipaas", "low-code", "low-code-platform", "mcp", "mcp-client", "mcp-server", "n8n", "no-code", "self-hosted", "typescript", "workflow", "workflow-automation" ], "description": "Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.", "overview": "Use n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: n8n is a workflow automation platform with AI capabilities, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 209992, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T11:30:37.061Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "purpose": "Use n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "repo": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: n8n is a workflow automation platform with AI capabilities, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T11:30:37.061Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T11:30:37.061Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T11:30:37.061Z" }, { "project_id": "earendil-works/pi", "repo": "earendil-works/pi", "name": "pi", "github_url": "https://github.com/earendil-works/pi", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [], "description": "AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI", "overview": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "cline/cline", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 121243, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 64 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 100, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T22:30:17.247Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.", "purpose": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "cline/cline", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T22:30:17.247Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T22:30:17.247Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T22:30:17.247Z" }, { "project_id": "google-gemini/gemini-cli", "repo": "google-gemini/gemini-cli", "name": "gemini-cli", "github_url": "https://github.com/google-gemini/gemini-cli", "homepage_url": "https://geminicli.com", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "cli", "gemini", "gemini-api", "mcp-client", "mcp-server" ], "description": "An open-source AI agent that brings the power of Gemini directly into your terminal.", "overview": "Use google-gemini/gemini-cli when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "QwenLM/qwen-code", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 108747, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 100, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:35.705Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use google-gemini/gemini-cli when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use google-gemini/gemini-cli when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "QwenLM/qwen-code", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:35.705Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-09T19:00:35.705Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T19:00:35.705Z" }, { "project_id": "OpenHands/OpenHands", "repo": "OpenHands/OpenHands", "name": "OpenHands", "github_url": "https://github.com/OpenHands/OpenHands", "homepage_url": "https://openhands.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "artificial-intelligence", "chatgpt", "claude-ai", "cli", "developer-tools", "gpt", "llm", "openai" ], "description": "🙌 OpenHands: AI-Driven Development", "overview": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "ParadevAI/Paradev", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Aider-AI/aider", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"openhands\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 93045, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 58 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 99, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:17.919Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "purpose": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "ParadevAI/Paradev", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "Aider-AI/aider", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"openhands\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:17.919Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-09T19:00:17.919Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T19:00:17.919Z" }, { "project_id": "lobehub/lobehub", "repo": "lobehub/lobehub", "name": "lobehub", "github_url": "https://github.com/lobehub/lobehub", "homepage_url": "https://lobehub.com", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_app_template" ], "tags": [ "agent", "agent-collaboration", "agent-harness", "loop-engineering", "mcp", "personal-assistant", "proactive-agent", "skills", "super-agent", "task-management" ], "description": "🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselves and get better every week.", "overview": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 84762, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 92, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 99, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:18.731Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "purpose": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "starter config", "app requirements" ], "outputs": [ "project scaffold", "starter app", "template structure" ], "good_for": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns", "new AI applications", "starter projects", "reference implementations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "drop-in libraries", "runtime infrastructure" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "repo": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T13:00:18.731Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T13:00:18.731Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T13:00:18.731Z" }, { "project_id": "heygen-com/hyperframes", "repo": "heygen-com/hyperframes", "name": "hyperframes", "github_url": "https://github.com/heygen-com/hyperframes", "homepage_url": "https://hyperframes.heygen.com", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "animation", "claude-code", "ffmpeg", "framework", "gsap", "html", "html-to-video", "mcp", "motion-graphics", "puppeteer", "rendering", "typescript", "video-editor" ], "description": "Write HTML. Render video. Built for agents.", "overview": "Use heygen-com/hyperframes when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 82078, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 98, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:30:17.840Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use heygen-com/hyperframes when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use heygen-com/hyperframes when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T14:30:17.840Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-10T14:30:17.840Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T14:30:17.840Z" }, { "project_id": "ruvnet/ruflo", "repo": "ruvnet/ruflo", "name": "ruflo", "github_url": "https://github.com/ruvnet/ruflo", "homepage_url": "https://cognitum.one", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-memory", "agent-orchestration", "agentic-ai", "agentic-workflow", "ai-agents", "autonomous-agents", "claude", "claude-code", "codex", "hnsw", "mcp", "mcp-server", "multi-agent", "multi-agent-systems", "plugins", "rvf", "swarm", "swarm-intelligence", "typescript", "vector-search" ], "description": "🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated", "overview": "Use ruvnet/ruflo when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 81353, "recent_commits": 100, "contributors": 85, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 84, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 70, "popularity": 98, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T22:30:15.359Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use ruvnet/ruflo when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use ruvnet/ruflo when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T22:30:15.359Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-11-09T22:30:15.359Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T22:30:15.359Z" }, { "project_id": "upstash/context7", "repo": "upstash/context7", "name": "context7", "github_url": "https://github.com/upstash/context7", "homepage_url": "https://context7.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "llm", "mcp", "mcp-server", "vibe-coding" ], "description": "Context7 Platform -- Up-to-date docs for AI agents", "overview": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 64460, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 98 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 96, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T15:00:37.909Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only deployment options.", "purpose": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T15:00:37.909Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T15:00:37.909Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T15:00:37.909Z" }, { "project_id": "can1357/oh-my-pi", "repo": "can1357/oh-my-pi", "name": "oh-my-pi", "github_url": "https://github.com/can1357/oh-my-pi", "homepage_url": "https://omp.sh", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agent", "ai-coding-agent", "anthropic", "bun", "claude", "cli", "coding-assistant", "llm", "mcp", "multi-provider", "openai", "rust", "terminal", "tui", "typescript" ], "description": "⌥ Coding agent with the IDE wired in. Built by Stencil Labs.", "overview": "Use can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "LibreChat-AI/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 38562, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 92, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T21:51:03.241Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "LibreChat-AI/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T21:51:03.241Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T21:51:03.241Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T21:51:03.241Z" }, { "project_id": "langfuse/langfuse", "repo": "langfuse/langfuse", "name": "langfuse", "github_url": "https://github.com/langfuse/langfuse", "homepage_url": "https://langfuse.com", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "analytics", "autogen", "evaluation", "langchain", "large-language-models", "llama-index", "llm", "llm-evaluation", "llm-observability", "llmops", "monitoring", "observability", "open-source", "openai", "playground", "prompt-engineering", "prompt-management", "self-hosted", "ycombinator" ], "description": "🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.", "overview": "Use langfuse/langfuse when the user needs a llm eval project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "langwatch/langwatch", "reason": "Same llm eval intent with observability overlap." }, { "repo": "lmnr-ai/lmnr", "reason": "Same llm eval intent with observability overlap." }, { "repo": "Helicone/helicone", "reason": "Same llm eval intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 37245, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 91, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T10:00:23.964Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use langfuse/langfuse when the user needs a llm eval project with docker, vercel, serverless deployment options.", "purpose": "Use langfuse/langfuse when the user needs a llm eval project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "langwatch/langwatch", "reason": "Same llm eval intent with observability overlap." }, { "repo": "lmnr-ai/lmnr", "reason": "Same llm eval intent with observability overlap." }, { "repo": "Helicone/helicone", "reason": "Same llm eval intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T10:00:23.964Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T10:00:23.964Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T10:00:23.964Z" }, { "project_id": "cline/cline", "repo": "cline/cline", "name": "cline", "github_url": "https://github.com/cline/cline", "homepage_url": "https://cline.bot", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "coding_agent" ], "tags": [], "description": "Autonomous coding agent as an SDK, IDE extension, or CLI assistant.", "overview": "Use cline/cline when the user needs a coding agent project with vercel, serverless, library-only deployment options.", "alternatives": [ { "repo": "earendil-works/pi", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "UditAkhourii/adhd", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" in metadata.", "Matched \"cline\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 71462, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 82, "agent_score": 90, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 97, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:14.866Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use cline/cline when the user needs a coding agent project with vercel, serverless, library-only deployment options.", "purpose": "Use cline/cline when the user needs a coding agent project with vercel, serverless, library-only deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "earendil-works/pi", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "UditAkhourii/adhd", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" in metadata.", "Matched \"cline\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T19:00:14.866Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-09T19:00:14.866Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T19:00:14.866Z" }, { "project_id": "koala73/worldmonitor", "repo": "koala73/worldmonitor", "name": "worldmonitor", "github_url": "https://github.com/koala73/worldmonitor", "homepage_url": "https://worldmonitor.app", "language": "TypeScript", "license": "AGPL-3.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "ai", "dashboard", "geopolitics", "mcp", "mcp-server", "monitoring", "news", "opensource", "osint", "palantir", "situation" ], "description": "Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface", "overview": "Use koala73/worldmonitor when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 90415, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 80, "agent_score": 90, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 100, "popularity": 99, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T20:00:21.530Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use koala73/worldmonitor when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use koala73/worldmonitor when the user needs a mcp server project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T20:00:21.530Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-09T20:00:21.530Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T20:00:21.530Z" }, { "project_id": "microsoft/playwright", "repo": "microsoft/playwright", "name": "playwright", "github_url": "https://github.com/microsoft/playwright", "homepage_url": "https://playwright.dev", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "automation", "chrome", "chromium", "e2e-testing", "electron", "end-to-end-testing", "firefox", "javascript", "playwright", "test", "test-automation", "testing", "testing-tools", "web", "webkit" ], "description": "Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API. ", "overview": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/playwright-python", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 99673, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 79, "agent_score": 86, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 80, "popularity": 100, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T15:30:25.750Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "purpose": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "microsoft/playwright-python", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T15:30:25.750Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-09T15:30:25.750Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T15:30:25.750Z" }, { "project_id": "LibreChat-AI/LibreChat", "repo": "LibreChat-AI/LibreChat", "name": "LibreChat", "github_url": "https://github.com/LibreChat-AI/LibreChat", "homepage_url": "https://librechat.ai/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "anthropic", "artifacts", "aws", "azure", "chatgpt", "chatgpt-clone", "claude", "clone", "deepseek", "gemini", "google", "gpt-5", "librechat", "mcp", "o1", "openai", "responses-api", "vision", "webui" ], "description": "Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active", "overview": "Use LibreChat-AI/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 46918, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 79, "agent_score": 85, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 80, "popularity": 93, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:25.025Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use LibreChat-AI/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use LibreChat-AI/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:25.025Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T07:00:25.025Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T07:00:25.025Z" }, { "project_id": "apify/apify-mcp-server", "repo": "apify/apify-mcp-server", "name": "apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agents", "ai", "mcp", "mcp-server" ], "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "overview": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, serverless, local deployment options.", "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "serverless", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 15391, "recent_commits": 100, "contributors": 54, "issue_response_time_hours": null, "release_frequency_180d": 56 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 79, "agent_score": 86, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 90, "popularity": 84, "community": 99 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T14:00:22.611Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, serverless, local deployment options.", "purpose": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, serverless, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "serverless", "local", "cloud" ], "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T14:00:22.611Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-09T14:00:22.611Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T14:00:22.611Z" }, { "project_id": "Tencent/BrowserSkill", "repo": "Tencent/BrowserSkill", "name": "BrowserSkill", "github_url": "https://github.com/Tencent/BrowserSkill", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "browser_agent" ], "tags": [ "agent", "browser-use", "dsh-plugin" ], "description": "Let AI agents use your real, logged-in browser without interrupting your work. CLI + extension for browser automation across any shell-capable AI agent.", "overview": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "alternatives": [ { "repo": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "huggingface/huggingface.js", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 10209, "recent_commits": 100, "contributors": 48, "issue_response_time_hours": null, "release_frequency_180d": 31 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 78, "agent_score": 79, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 70, "popularity": 80, "community": 93 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T06:51:07.907Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "purpose": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "install": "Run the browser agent with the setup described in the repository README.", "inputs": [ "URL or page task", "browser session", "navigation constraints" ], "outputs": [ "browser actions", "page state", "extracted data" ], "good_for": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows", "web automation", "browser tasks", "UI-driven workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "backend-only jobs", "offline batch processing" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "repo": "huggingface/huggingface.js", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T06:51:07.907Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-09T06:51:07.907Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T06:51:07.907Z" }, { "project_id": "promptfoo/promptfoo", "repo": "promptfoo/promptfoo", "name": "promptfoo", "github_url": "https://github.com/promptfoo/promptfoo", "homepage_url": "https://promptfoo.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "llm_eval" ], "tags": [ "ci", "ci-cd", "cicd", "evaluation", "evaluation-framework", "llm", "llm-eval", "llm-evaluation", "llm-evaluation-framework", "llmops", "pentesting", "prompt-engineering", "prompt-testing", "prompts", "rag", "red-teaming", "testing", "vulnerability-scanners" ], "description": "Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.", "overview": "Use promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." }, { "repo": "promptfoo/promptfoo-action", "reason": "Same llm eval intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 27012, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 75, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 89, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T08:30:16.035Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.", "purpose": "Use promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompts", "model outputs", "test cases" ], "outputs": [ "scores", "benchmarks", "eval reports" ], "good_for": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality", "model evaluation", "benchmarking", "regression testing" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "production inference serving", "end-user chat apps" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "comet-ml/opik", "reason": "Same llm eval intent with rag overlap." }, { "repo": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." }, { "repo": "promptfoo/promptfoo-action", "reason": "Same llm eval intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T08:30:16.035Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T08:30:16.035Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T08:30:16.035Z" }, { "project_id": "firecrawl/firecrawl", "repo": "firecrawl/firecrawl", "name": "firecrawl", "github_url": "https://github.com/firecrawl/firecrawl", "homepage_url": "https://firecrawl.dev", "language": "TypeScript", "license": "AGPL-3.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "ai", "ai-agents", "ai-crawler", "ai-scraping", "ai-search", "crawler", "data-extraction", "html-to-markdown", "llm", "markdown", "scraper", "scraping", "web-crawler", "web-data", "web-data-extraction", "web-scraper", "web-scraping", "web-search", "webscraping" ], "description": "Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. 🔥", "overview": "Use firecrawl/firecrawl when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with firecrawl", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 200375, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 72, "agent_score": 85, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 90, "popularity": 100, "community": 100 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 61, "documentation": 92, "stability": 76, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T15:00:23.831Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use firecrawl/firecrawl when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use firecrawl/firecrawl when the user needs an agent framework project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with firecrawl", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T15:00:23.831Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T15:00:23.831Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T15:00:23.831Z" }, { "project_id": "mobile-next/mobile-mcp", "repo": "mobile-next/mobile-mcp", "name": "mobile-mcp", "github_url": "https://github.com/mobile-next/mobile-mcp", "homepage_url": "https://mobilenext.ai", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "android", "android-automation", "appium-alternative", "claude-code", "codex", "cursor", "emulator", "ios", "ios-automation", "mcp", "mcp-server", "mobile", "mobile-automation", "mobile-testing", "real-device", "simulator", "skills" ], "description": "Mobile MCP: let AI agents drive your iOS and Android apps. MCP server for simulators, emulators and real devices. Works with Claude Code, Codex, Cursor and any MCP client.", "overview": "Use mobile-next/mobile-mcp when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 10460, "recent_commits": 45, "contributors": 35, "issue_response_time_hours": null, "release_frequency_180d": 22 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 70, "agent_score": 76, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 80, "popularity": 80, "community": 80 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 70, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T08:00:14.635Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use mobile-next/mobile-mcp when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use mobile-next/mobile-mcp when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T08:00:14.635Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-10T08:00:14.635Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T08:00:14.635Z" } ], "knowledge": [ { "project": { "id": "anomalyco/opencode", "owner": "anomalyco", "name": "opencode", "full_name": "anomalyco/opencode", "github_url": "https://github.com/anomalyco/opencode", "homepage_url": "https://opencode.ai", "description": "The open source coding agent.", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 225629, "forks": 30453, "open_issues": 4214, "default_branch": "dev", "created_at": "2025-04-30T20:08:00Z", "updated_at": "2026-11-09T18:59:45Z", "pushed_at": "2026-11-09T18:59:35Z", "synced_at": "2026-11-09T19:00:34.302Z" }, "agent_card": { "project_id": "anomalyco/opencode", "project_kind": "project", "category": "coding_agent", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "earendil-works/pi", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use anomalyco/opencode when the user needs a coding agent project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T19:00:34.302Z" }, "metrics": { "project_id": "anomalyco/opencode", "stars_30d_delta": 13302, "commits_30d": 100, "releases_180d": 96, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-09T19:00:34.302Z" } }, { "project": { "id": "n8n-io/n8n", "owner": "n8n-io", "name": "n8n", "full_name": "n8n-io/n8n", "github_url": "https://github.com/n8n-io/n8n", "homepage_url": "https://n8n.io", "description": "Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.", "language": "TypeScript", "topics": [ "ai", "apis", "automation", "cli", "data-flow", "development", "integration-framework", "integrations", "ipaas", "low-code", "low-code-platform", "mcp", "mcp-client", "mcp-server", "n8n", "no-code", "self-hosted", "typescript", "workflow", "workflow-automation" ], "license": "NOASSERTION", "stars": 209992, "forks": 61430, "open_issues": 1224, "default_branch": "master", "created_at": "2019-06-22T09:24:21Z", "updated_at": "2026-11-10T11:25:38Z", "pushed_at": "2026-11-10T11:28:13Z", "synced_at": "2026-11-10T11:30:37.061Z" }, "agent_card": { "project_id": "n8n-io/n8n", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "triggerdotdev/trigger.dev", "reason": "Same workflow automation intent with mcp, workflow overlap." }, { "project_id": "coleam00/Archon", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: n8n is a workflow automation platform with AI capabilities, not an MCP server." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T11:30:37.061Z" }, "metrics": { "project_id": "n8n-io/n8n", "stars_30d_delta": 3147, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T11:30:37.061Z" } }, { "project": { "id": "earendil-works/pi", "owner": "earendil-works", "name": "pi", "full_name": "earendil-works/pi", "github_url": "https://github.com/earendil-works/pi", "homepage_url": null, "description": "AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI", "language": "TypeScript", "topics": [], "license": "MIT", "stars": 121243, "forks": 15626, "open_issues": 270, "default_branch": "main", "created_at": "2025-08-09T14:03:50Z", "updated_at": "2026-11-10T22:30:00Z", "pushed_at": "2026-11-10T21:56:16Z", "synced_at": "2026-11-10T22:30:17.247Z" }, "agent_card": { "project_id": "earendil-works/pi", "project_kind": "project", "category": "coding_agent", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "anomalyco/opencode", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "cline/cline", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "continuedev/continue", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use earendil-works/pi when the user needs a coding agent project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T22:30:17.247Z" }, "metrics": { "project_id": "earendil-works/pi", "stars_30d_delta": 7378, "commits_30d": 100, "releases_180d": 64, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T22:30:17.247Z" } }, { "project": { "id": "google-gemini/gemini-cli", "owner": "google-gemini", "name": "gemini-cli", "full_name": "google-gemini/gemini-cli", "github_url": "https://github.com/google-gemini/gemini-cli", "homepage_url": "https://geminicli.com", "description": "An open-source AI agent that brings the power of Gemini directly into your terminal.", "language": "TypeScript", "topics": [ "ai", "ai-agents", "cli", "gemini", "gemini-api", "mcp-client", "mcp-server" ], "license": "Apache-2.0", "stars": 108747, "forks": 14927, "open_issues": 735, "default_branch": "main", "created_at": "2025-04-17T17:04:31Z", "updated_at": "2026-11-09T18:53:04Z", "pushed_at": "2026-11-09T17:42:00Z", "synced_at": "2026-11-09T19:00:35.705Z" }, "agent_card": { "project_id": "google-gemini/gemini-cli", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "QwenLM/qwen-code", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "activepieces/activepieces", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use google-gemini/gemini-cli when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T19:00:35.705Z" }, "metrics": { "project_id": "google-gemini/gemini-cli", "stars_30d_delta": 1478, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-09T19:00:35.705Z" } }, { "project": { "id": "OpenHands/OpenHands", "owner": "OpenHands", "name": "OpenHands", "full_name": "OpenHands/OpenHands", "github_url": "https://github.com/OpenHands/OpenHands", "homepage_url": "https://openhands.dev", "description": "🙌 OpenHands: AI-Driven Development", "language": "TypeScript", "topics": [ "agent", "artificial-intelligence", "chatgpt", "claude-ai", "cli", "developer-tools", "gpt", "llm", "openai" ], "license": "MIT", "stars": 93045, "forks": 12434, "open_issues": 1156, "default_branch": "main", "created_at": "2024-03-13T03:33:31Z", "updated_at": "2026-11-09T18:48:58Z", "pushed_at": "2026-11-09T18:09:28Z", "synced_at": "2026-11-09T19:00:17.919Z" }, "agent_card": { "project_id": "OpenHands/OpenHands", "project_kind": "project", "category": "coding_agent", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "ParadevAI/Paradev", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "generalaction/emdash", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "Aider-AI/aider", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use OpenHands/OpenHands when the user needs a coding agent project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"openhands\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T19:00:17.919Z" }, "metrics": { "project_id": "OpenHands/OpenHands", "stars_30d_delta": 2686, "commits_30d": 100, "releases_180d": 58, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-09T19:00:17.919Z" } }, { "project": { "id": "lobehub/lobehub", "owner": "lobehub", "name": "lobehub", "full_name": "lobehub/lobehub", "github_url": "https://github.com/lobehub/lobehub", "homepage_url": "https://lobehub.com", "description": "🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselves and get better every week.", "language": "TypeScript", "topics": [ "agent", "agent-collaboration", "agent-harness", "loop-engineering", "mcp", "personal-assistant", "proactive-agent", "skills", "super-agent", "task-management" ], "license": "NOASSERTION", "stars": 84762, "forks": 16195, "open_issues": 1312, "default_branch": "canary", "created_at": "2023-05-21T07:19:12Z", "updated_at": "2026-11-10T12:59:06Z", "pushed_at": "2026-11-10T12:56:57Z", "synced_at": "2026-11-10T13:00:18.731Z" }, "agent_card": { "project_id": "lobehub/lobehub", "project_kind": "project", "category": "ai_app_template", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "bootstrap an AI app", "start a production-ready template", "learn app architecture patterns" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "open-webui/open-webui", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "CopilotKit/aimock", "reason": "Same ai app template intent with mcp overlap." }, { "project_id": "songquanpeng/one-api", "reason": "Similar ai app template with docker/serverless deployment overlap." } ], "summary_for_agent": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T13:00:18.731Z" }, "metrics": { "project_id": "lobehub/lobehub", "stars_30d_delta": 1672, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T13:00:18.731Z" } }, { "project": { "id": "heygen-com/hyperframes", "owner": "heygen-com", "name": "hyperframes", "full_name": "heygen-com/hyperframes", "github_url": "https://github.com/heygen-com/hyperframes", "homepage_url": "https://hyperframes.heygen.com", "description": "Write HTML. Render video. Built for agents.", "language": "TypeScript", "topics": [ "ai", "ai-agents", "animation", "claude-code", "ffmpeg", "framework", "gsap", "html", "html-to-video", "mcp", "motion-graphics", "puppeteer", "rendering", "typescript", "video-editor" ], "license": "Apache-2.0", "stars": 82078, "forks": 7585, "open_issues": 238, "default_branch": "main", "created_at": "2026-03-10T01:51:06Z", "updated_at": "2026-11-10T14:28:58Z", "pushed_at": "2026-11-10T14:29:43Z", "synced_at": "2026-11-10T14:30:17.840Z" }, "agent_card": { "project_id": "heygen-com/hyperframes", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use heygen-com/hyperframes when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T14:30:17.840Z" }, "metrics": { "project_id": "heygen-com/hyperframes", "stars_30d_delta": 22353, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T14:30:17.840Z" } }, { "project": { "id": "ruvnet/ruflo", "owner": "ruvnet", "name": "ruflo", "full_name": "ruvnet/ruflo", "github_url": "https://github.com/ruvnet/ruflo", "homepage_url": "https://cognitum.one", "description": "🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated", "language": "TypeScript", "topics": [ "agent-memory", "agent-orchestration", "agentic-ai", "agentic-workflow", "ai-agents", "autonomous-agents", "claude", "claude-code", "codex", "hnsw", "mcp", "mcp-server", "multi-agent", "multi-agent-systems", "plugins", "rvf", "swarm", "swarm-intelligence", "typescript", "vector-search" ], "license": "MIT", "stars": 81353, "forks": 9573, "open_issues": 618, "default_branch": "main", "created_at": "2025-06-02T21:24:20Z", "updated_at": "2026-11-09T22:17:30Z", "pushed_at": "2026-11-09T21:45:49Z", "synced_at": "2026-11-09T22:30:15.359Z" }, "agent_card": { "project_id": "ruvnet/ruflo", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, coding_agent, mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use ruvnet/ruflo when the user needs a mcp server project with local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T22:30:15.359Z" }, "metrics": { "project_id": "ruvnet/ruflo", "stars_30d_delta": 7199, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 85, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-11-09T22:30:15.359Z" } }, { "project": { "id": "upstash/context7", "owner": "upstash", "name": "context7", "full_name": "upstash/context7", "github_url": "https://github.com/upstash/context7", "homepage_url": "https://context7.com", "description": "Context7 Platform -- Up-to-date docs for AI agents", "language": "TypeScript", "topics": [ "llm", "mcp", "mcp-server", "vibe-coding" ], "license": "MIT", "stars": 64460, "forks": 3231, "open_issues": 66, "default_branch": "master", "created_at": "2025-03-26T23:40:39Z", "updated_at": "2026-11-10T14:50:37Z", "pushed_at": "2026-11-10T12:19:37Z", "synced_at": "2026-11-10T15:00:37.909Z" }, "agent_card": { "project_id": "upstash/context7", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T15:00:37.909Z" }, "metrics": { "project_id": "upstash/context7", "stars_30d_delta": 1612, "commits_30d": 100, "releases_180d": 98, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T15:00:37.909Z" } }, { "project": { "id": "can1357/oh-my-pi", "owner": "can1357", "name": "oh-my-pi", "full_name": "can1357/oh-my-pi", "github_url": "https://github.com/can1357/oh-my-pi", "homepage_url": "https://omp.sh", "description": "⌥ Coding agent with the IDE wired in. Built by Stencil Labs.", "language": "TypeScript", "topics": [ "ai-agent", "ai-coding-agent", "anthropic", "bun", "claude", "cli", "coding-assistant", "llm", "mcp", "multi-provider", "openai", "rust", "terminal", "tui", "typescript" ], "license": "MIT", "stars": 38562, "forks": 4386, "open_issues": 4737, "default_branch": "main", "created_at": "2025-12-31T14:01:28Z", "updated_at": "2026-11-10T21:48:44Z", "pushed_at": "2026-11-10T20:11:51Z", "synced_at": "2026-11-10T21:51:03.241Z" }, "agent_card": { "project_id": "can1357/oh-my-pi", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "LibreChat-AI/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T21:51:03.241Z" }, "metrics": { "project_id": "can1357/oh-my-pi", "stars_30d_delta": 3736, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T21:51:03.241Z" } }, { "project": { "id": "langfuse/langfuse", "owner": "langfuse", "name": "langfuse", "full_name": "langfuse/langfuse", "github_url": "https://github.com/langfuse/langfuse", "homepage_url": "https://langfuse.com", "description": "🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.", "language": "TypeScript", "topics": [ "analytics", "autogen", "evaluation", "langchain", "large-language-models", "llama-index", "llm", "llm-evaluation", "llm-observability", "llmops", "monitoring", "observability", "open-source", "openai", "playground", "prompt-engineering", "prompt-management", "self-hosted", "ycombinator" ], "license": "NOASSERTION", "stars": 37245, "forks": 4193, "open_issues": 1174, "default_branch": "main", "created_at": "2023-05-18T17:47:09Z", "updated_at": "2026-11-10T09:52:54Z", "pushed_at": "2026-11-10T09:58:04Z", "synced_at": "2026-11-10T10:00:23.964Z" }, "agent_card": { "project_id": "langfuse/langfuse", "project_kind": "project", "category": "llm_eval", "difficulty": "advanced", "deployment": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langwatch/langwatch", "reason": "Same llm eval intent with observability overlap." }, { "project_id": "lmnr-ai/lmnr", "reason": "Same llm eval intent with observability overlap." }, { "project_id": "Helicone/helicone", "reason": "Same llm eval intent with observability overlap." } ], "summary_for_agent": "Use langfuse/langfuse when the user needs a llm eval project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T10:00:23.964Z" }, "metrics": { "project_id": "langfuse/langfuse", "stars_30d_delta": 1665, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T10:00:23.964Z" } }, { "project": { "id": "cline/cline", "owner": "cline", "name": "cline", "full_name": "cline/cline", "github_url": "https://github.com/cline/cline", "homepage_url": "https://cline.bot", "description": "Autonomous coding agent as an SDK, IDE extension, or CLI assistant.", "language": "TypeScript", "topics": [], "license": "Apache-2.0", "stars": 71462, "forks": 7893, "open_issues": 1742, "default_branch": "main", "created_at": "2024-07-06T07:28:10Z", "updated_at": "2026-11-09T18:54:15Z", "pushed_at": "2026-11-09T18:57:57Z", "synced_at": "2026-11-09T19:00:14.866Z" }, "agent_card": { "project_id": "cline/cline", "project_kind": "project", "category": "coding_agent", "difficulty": "intermediate", "deployment": [ "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "earendil-works/pi", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "UditAkhourii/adhd", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use cline/cline when the user needs a coding agent project with vercel, serverless, library-only deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"ide\" in metadata.", "Matched \"cline\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T19:00:14.866Z" }, "metrics": { "project_id": "cline/cline", "stars_30d_delta": 1403, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 82, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-09T19:00:14.866Z" } }, { "project": { "id": "koala73/worldmonitor", "owner": "koala73", "name": "worldmonitor", "full_name": "koala73/worldmonitor", "github_url": "https://github.com/koala73/worldmonitor", "homepage_url": "https://worldmonitor.app", "description": "Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface", "language": "TypeScript", "topics": [ "agent", "ai", "dashboard", "geopolitics", "mcp", "mcp-server", "monitoring", "news", "opensource", "osint", "palantir", "situation" ], "license": "AGPL-3.0", "stars": 90415, "forks": 14015, "open_issues": 320, "default_branch": "main", "created_at": "2026-01-08T17:26:06Z", "updated_at": "2026-11-09T19:34:56Z", "pushed_at": "2026-11-09T19:28:55Z", "synced_at": "2026-11-09T20:00:21.530Z" }, "agent_card": { "project_id": "koala73/worldmonitor", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use koala73/worldmonitor when the user needs a mcp server project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T20:00:21.530Z" }, "metrics": { "project_id": "koala73/worldmonitor", "stars_30d_delta": 2236, "commits_30d": 100, "releases_180d": 9, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 80, "maintenance_score": 70, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-09T20:00:21.530Z" } }, { "project": { "id": "microsoft/playwright", "owner": "microsoft", "name": "playwright", "full_name": "microsoft/playwright", "github_url": "https://github.com/microsoft/playwright", "homepage_url": "https://playwright.dev", "description": "Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API. ", "language": "TypeScript", "topics": [ "automation", "chrome", "chromium", "e2e-testing", "electron", "end-to-end-testing", "firefox", "javascript", "playwright", "test", "test-automation", "testing", "testing-tools", "web", "webkit" ], "license": "Apache-2.0", "stars": 99673, "forks": 6829, "open_issues": 48, "default_branch": "main", "created_at": "2019-11-15T18:32:42Z", "updated_at": "2026-11-09T15:27:13Z", "pushed_at": "2026-11-08T17:10:30Z", "synced_at": "2026-11-09T15:30:25.750Z" }, "agent_card": { "project_id": "microsoft/playwright", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "puppeteer/puppeteer", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "microsoft/playwright-python", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use microsoft/playwright when the user needs a workflow automation project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T15:30:25.750Z" }, "metrics": { "project_id": "microsoft/playwright", "stars_30d_delta": 2329, "commits_30d": 100, "releases_180d": 8, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-09T15:30:25.750Z" } }, { "project": { "id": "LibreChat-AI/LibreChat", "owner": "LibreChat-AI", "name": "LibreChat", "full_name": "LibreChat-AI/LibreChat", "github_url": "https://github.com/LibreChat-AI/LibreChat", "homepage_url": "https://librechat.ai/", "description": "Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active", "language": "TypeScript", "topics": [ "ai", "anthropic", "artifacts", "aws", "azure", "chatgpt", "chatgpt-clone", "claude", "clone", "deepseek", "gemini", "google", "gpt-5", "librechat", "mcp", "o1", "openai", "responses-api", "vision", "webui" ], "license": "MIT", "stars": 46918, "forks": 9666, "open_issues": 1123, "default_branch": "main", "created_at": "2023-02-12T01:06:52Z", "updated_at": "2026-11-10T05:57:17Z", "pushed_at": "2026-11-10T02:35:12Z", "synced_at": "2026-11-10T07:00:25.025Z" }, "agent_card": { "project_id": "LibreChat-AI/LibreChat", "project_kind": "project", "category": "mcp_server", "difficulty": "advanced", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use LibreChat-AI/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T07:00:25.025Z" }, "metrics": { "project_id": "LibreChat-AI/LibreChat", "stars_30d_delta": 1458, "commits_30d": 100, "releases_180d": 9, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 70, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T07:00:25.025Z" } }, { "project": { "id": "apify/apify-mcp-server", "owner": "apify", "name": "apify-mcp-server", "full_name": "apify/apify-mcp-server", "github_url": "https://github.com/apify/apify-mcp-server", "homepage_url": "https://mcp.apify.com", "description": "The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.", "language": "TypeScript", "topics": [ "agents", "ai", "mcp", "mcp-server" ], "license": "MIT", "stars": 15391, "forks": 438, "open_issues": 257, "default_branch": "master", "created_at": "2025-01-02T15:43:09Z", "updated_at": "2026-11-09T13:57:57Z", "pushed_at": "2026-11-09T10:37:50Z", "synced_at": "2026-11-09T14:00:22.611Z" }, "agent_card": { "project_id": "apify/apify-mcp-server", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "docker", "serverless", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use apify/apify-mcp-server when the user needs a mcp server project with docker, serverless, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T14:00:22.611Z" }, "metrics": { "project_id": "apify/apify-mcp-server", "stars_30d_delta": 5168, "commits_30d": 100, "releases_180d": 56, "contributors_90d": 54, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 70, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-09T14:00:22.611Z" } }, { "project": { "id": "Tencent/BrowserSkill", "owner": "Tencent", "name": "BrowserSkill", "full_name": "Tencent/BrowserSkill", "github_url": "https://github.com/Tencent/BrowserSkill", "homepage_url": null, "description": "Let AI agents use your real, logged-in browser without interrupting your work. CLI + extension for browser automation across any shell-capable AI agent.", "language": "TypeScript", "topics": [ "agent", "browser-use", "dsh-plugin" ], "license": "MIT", "stars": 10209, "forks": 739, "open_issues": 138, "default_branch": "main", "created_at": "2026-06-22T07:24:40Z", "updated_at": "2026-11-09T06:44:56Z", "pushed_at": "2026-11-09T04:44:41Z", "synced_at": "2026-11-09T06:51:07.907Z" }, "agent_card": { "project_id": "Tencent/BrowserSkill", "project_kind": "project", "category": "browser_agent", "difficulty": "intermediate", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build browser automation agents", "operate web tasks with LLMs", "test web workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "jackwener/OpenCLI", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "browserbase/stagehand", "reason": "Same browser agent intent with browser_automation, workflow overlap." }, { "project_id": "huggingface/huggingface.js", "reason": "Same browser agent intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use Tencent/BrowserSkill when the user needs a browser agent project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"browser automation\" in metadata.", "Matched \"browser-use\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T06:51:07.907Z" }, "metrics": { "project_id": "Tencent/BrowserSkill", "stars_30d_delta": 1783, "commits_30d": 100, "releases_180d": 31, "contributors_90d": 48, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 78, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-09T06:51:07.907Z" } }, { "project": { "id": "promptfoo/promptfoo", "owner": "promptfoo", "name": "promptfoo", "full_name": "promptfoo/promptfoo", "github_url": "https://github.com/promptfoo/promptfoo", "homepage_url": "https://promptfoo.dev", "description": "Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.", "language": "TypeScript", "topics": [ "ci", "ci-cd", "cicd", "evaluation", "evaluation-framework", "llm", "llm-eval", "llm-evaluation", "llm-evaluation-framework", "llmops", "pentesting", "prompt-engineering", "prompt-testing", "prompts", "rag", "red-teaming", "testing", "vulnerability-scanners" ], "license": "MIT", "stars": 27012, "forks": 2705, "open_issues": 960, "default_branch": "main", "created_at": "2023-04-28T15:48:49Z", "updated_at": "2026-11-10T07:42:08Z", "pushed_at": "2026-11-09T21:45:32Z", "synced_at": "2026-11-10T08:30:16.035Z" }, "agent_card": { "project_id": "promptfoo/promptfoo", "project_kind": "project", "category": "llm_eval", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "evaluate LLM outputs", "benchmark prompts and agents", "track model quality" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "comet-ml/opik", "reason": "Same llm eval intent with rag overlap." }, { "project_id": "Giskard-AI/giskard-oss", "reason": "Same llm eval intent with rag overlap." }, { "project_id": "promptfoo/promptfoo-action", "reason": "Same llm eval intent with rag overlap." } ], "summary_for_agent": "Use promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"eval\" in metadata.", "Matched \"evaluation\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T08:30:16.035Z" }, "metrics": { "project_id": "promptfoo/promptfoo", "stars_30d_delta": 1165, "commits_30d": 100, "releases_180d": 24, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 75, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T08:30:16.035Z" } }, { "project": { "id": "firecrawl/firecrawl", "owner": "firecrawl", "name": "firecrawl", "full_name": "firecrawl/firecrawl", "github_url": "https://github.com/firecrawl/firecrawl", "homepage_url": "https://firecrawl.dev", "description": "Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. 🔥", "language": "TypeScript", "topics": [ "ai", "ai-agents", "ai-crawler", "ai-scraping", "ai-search", "crawler", "data-extraction", "html-to-markdown", "llm", "markdown", "scraper", "scraping", "web-crawler", "web-data", "web-data-extraction", "web-scraper", "web-scraping", "web-search", "webscraping" ], "license": "AGPL-3.0", "stars": 200375, "forks": 10541, "open_issues": 783, "default_branch": "main", "created_at": "2024-04-15T21:02:29Z", "updated_at": "2026-11-10T14:58:35Z", "pushed_at": "2026-11-10T14:50:43Z", "synced_at": "2026-11-10T15:00:23.831Z" }, "agent_card": { "project_id": "firecrawl/firecrawl", "project_kind": "project", "category": "agent_framework", "difficulty": "intermediate", "deployment": [ "docker", "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with firecrawl", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "CopilotKit/CopilotKit", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use firecrawl/firecrawl when the user needs an agent framework project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T15:00:23.831Z" }, "metrics": { "project_id": "firecrawl/firecrawl", "stars_30d_delta": 10362, "commits_30d": 100, "releases_180d": 2, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 72, "maintenance_score": 55, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T15:00:23.831Z" } }, { "project": { "id": "mobile-next/mobile-mcp", "owner": "mobile-next", "name": "mobile-mcp", "full_name": "mobile-next/mobile-mcp", "github_url": "https://github.com/mobile-next/mobile-mcp", "homepage_url": "https://mobilenext.ai", "description": "Mobile MCP: let AI agents drive your iOS and Android apps. MCP server for simulators, emulators and real devices. 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