{ "profile": "full", "query": { "language": "HTML", "ranking": "browse" }, "projects": [ { "project_id": "Unstructured-IO/unstructured", "repo": "Unstructured-IO/unstructured", "name": "unstructured", "github_url": "https://github.com/Unstructured-IO/unstructured", "homepage_url": "https://www.unstructured.io/", "language": "HTML", "license": "Apache-2.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "data-pipelines", "deep-learning", "document-image-analysis", "document-image-processing", "document-parser", "document-parsing", "docx", "donut", "information-retrieval", "langchain", "llm", "machine-learning", "ml", "natural-language-processing", "nlp", "ocr", "pdf", "pdf-to-json", "pdf-to-text", "preprocessing" ], "description": "Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding.", "overview": "Use Unstructured-IO/unstructured when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with rag, workflow overlap." }, { "repo": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "uptonking/note4yaoo", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "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 \"workflow\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip 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": 15500, "recent_commits": 13, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 28 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 40, "agent_score": 84, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 63, "deployment": 90, "popularity": 84, "community": 100 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T21:31:01.906Z", "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 Unstructured-IO/unstructured when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Unstructured-IO/unstructured when the user needs a workflow automation project with docker, library-only, local 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", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with rag, workflow overlap." }, { "repo": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "uptonking/note4yaoo", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip 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": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T21:31:01.906Z", "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: 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": "2026-09-26T21:31:01.906Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-09-26T21:31:01.906Z" }, { "project_id": "xbtlin/ai-berkshire", "repo": "xbtlin/ai-berkshire", "name": "ai-berkshire", "github_url": "https://github.com/xbtlin/ai-berkshire", "homepage_url": "https://github.com/xbtlin/ai-berkshire#readme", "language": "HTML", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agent", "anthropic", "berkshire-hathaway", "charlie-munger", "china-stock", "claude", "claude-code", "financial-analysis", "fintech", "fundamental-analysis", "investment", "investment-research", "llm", "mcp", "portfolio-management", "stock-analysis", "stock-market", "value-investing", "warren-buffett" ], "description": "AI 时代的伯克希尔：基于 Claude Code / Codex 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。| AI-era Berkshire: a value investing research framework built for Claude Code / Codex. 4 masters' methodologies + multi-agent adversarial analysis.", "overview": "Use xbtlin/ai-berkshire when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "BerriAI/litellm", "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": [ "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": [ "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 16555, "recent_commits": 84, "contributors": 14, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 38, "agent_score": 69, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 34, "deployment": 80, "popularity": 84, "community": 59 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 100, "maintenance": 45, "documentation": 84, "stability": 78, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-27T07:31:17.277Z", "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 xbtlin/ai-berkshire when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use xbtlin/ai-berkshire when the user needs a mcp server project with library-only, local, cloud 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": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "BerriAI/litellm", "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": "high", "evidence": [ "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-27T07:31:17.277Z", "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", "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": "2026-09-27T07:31:17.277Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-27T07:31:17.277Z" }, { "project_id": "coco-research/coco", "repo": "coco-research/coco", "name": "coco", "github_url": "https://github.com/coco-research/coco", "homepage_url": "https://cocoresearch.org/coco/", "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-skills", "agents-md", "ai", "ai-agents", "claude-code", "codex", "cursor", "developer-tools", "llm-tools", "mcp", "pm-tools", "product-management", "productivity", "prompt-engineering", "workflow-automation" ], "description": "CoCo Super Intelligence is the orchestration layer that turns Claude Code, Cursor, or Codex into an engineering department: a routed advisory board, 226 skills, 386 commands, persistent state. Local. Open-core — MIT core; Super Intelligence is proprietary, own-use.", "overview": "Use coco-research/coco 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 mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "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 \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 533, "recent_commits": 100, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 66, "score": 83, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 90, "popularity": 55, "community": 49 }, "git_top_score": 83, "git_top_score_breakdown": { "community": 81, "maintenance": 58, "documentation": 92, "stability": 100, "adoption": 71, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-27T13:00:55.568Z", "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 coco-research/coco when the user needs a mcp server project with vercel, serverless, library-only deployment options.", "purpose": "Use coco-research/coco 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 mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "affaan-m/ECC", "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 \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-27T13:00:55.568Z", "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.", "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": "2026-09-27T13:00:55.568Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-27T13:00:55.568Z" }, { "project_id": "ohad6k/emulo", "repo": "ohad6k/emulo", "name": "emulo", "github_url": "https://github.com/ohad6k/emulo", "homepage_url": "https://emulo.vercel.app", "language": "HTML", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-memory", "agent-skills", "ai", "ai-agents", "ai-coding", "ai-memory", "claude", "claude-code", "codex", "context-engineering", "cursor", "developer-tools", "llm", "local-first", "mcp", "mcp-server", "memory", "model-context-protocol", "opencode", "personalization" ], "description": "Mine your Claude Code and Codex logs into a local you.md agent profile.", "overview": "Use ohad6k/emulo when the user needs a mcp server project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "beginner", "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.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 291, "recent_commits": 21, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 11 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 67, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 100, "popularity": 49, "community": 48 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 76, "maintenance": 58, "documentation": 84, "stability": 100, "adoption": 69, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-24T22:01:02.717Z", "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 ohad6k/emulo when the user needs a mcp server project with docker, vercel, serverless deployment options.", "purpose": "Use ohad6k/emulo 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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, 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.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-24T22:01:02.717Z", "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", "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": "2026-09-24T22:01:02.717Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-24T22:01:02.717Z" }, { "project_id": "w3c/webdriver", "repo": "w3c/webdriver", "name": "webdriver", "github_url": "https://github.com/w3c/webdriver", "homepage_url": "https://w3c.github.io/webdriver/", "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "automation", "browser", "remote-control", "standard", "w3c-specification", "webdriver" ], "description": "Remote control interface that enables introspection and control of user agents.", "overview": "Use w3c/webdriver when the user needs a workflow automation project with local, cloud deployment options.", "alternatives": [ { "repo": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "suxrobGM/jobpilot", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "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": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 718, "recent_commits": 0, "contributors": 73, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 68, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 34, "deployment": 70, "popularity": 57, "community": 100 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 23, "documentation": 84, "stability": 60, "adoption": 86, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T03:01:11.754Z", "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 w3c/webdriver when the user needs a workflow automation project with local, cloud deployment options.", "purpose": "Use w3c/webdriver when the user needs a workflow automation project with local, cloud deployment options.", "install": "Use the workflow engine or automation deployment instructions in the README.", "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": [ "local", "cloud" ], "alternatives": [ { "repo": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "suxrobGM/jobpilot", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T03:01:11.754Z", "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", "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": "2026-09-23T03:01:11.754Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-23T03:01:11.754Z" }, { "project_id": "nirholas/XActions", "repo": "nirholas/XActions", "name": "XActions", "github_url": "https://github.com/nirholas/XActions", "homepage_url": "https://xactions.app/features", "language": "HTML", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agent", "automation", "claude", "gpt", "mass-unfollow", "mcp", "mcp-server", "model-context-protocol", "nodejs", "open-source", "puppeteer", "twitter", "twitter-automation", "twitter-bot", "twitter-scraper", "unfollow-tool", "x", "xactions" ], "description": "⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source. Unfollow people who don't follow back. Monitor real-time analytics. Auto follow, like, comment, scrape, without API. Follow Bot. Like bot. Grow your account automatically. ", "overview": "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "Browser automation", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "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": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 542, "recent_commits": 97, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 17, "agent_score": 66, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 33, "deployment": 100, "popularity": 55, "community": 53 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 93, "maintenance": 42, "documentation": 84, "stability": 70, "adoption": 80, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-24T23:01:02.217Z", "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 nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment 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", "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "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": "2026-09-24T23:01:02.217Z", "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", "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": "2026-09-24T23:01:02.217Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-24T23:01:02.217Z" }, { "project_id": "Sakshxm1/hermes-agency-orchestrator", "repo": "Sakshxm1/hermes-agency-orchestrator", "name": "hermes-agency-orchestrator", "github_url": "https://github.com/Sakshxm1/hermes-agency-orchestrator", "homepage_url": null, "language": "HTML", "license": null, "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai-agents", "anthropic", "claude-code", "claude-opus", "html", "llm", "multi-agent", "portfolio", "presentation", "workflows" ], "description": "Claude Code Agent Workflows Guide 2026: Skills vs Teams vs Cost Analysis", "overview": "Use Sakshxm1/hermes-agency-orchestrator when the user needs a workflow automation project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "fancyboi999/open-tag", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "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": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 151, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 15, "agent_score": 59, "score": 70, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 80, "popularity": 44, "community": 47 }, "git_top_score": 70, "git_top_score_breakdown": { "community": 70, "maintenance": 42, "documentation": 92, "stability": 70, "adoption": 54, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T04:31:02.556Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use Sakshxm1/hermes-agency-orchestrator when the user needs a workflow automation project with docker, local, cloud deployment options.", "purpose": "Use Sakshxm1/hermes-agency-orchestrator 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": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "fancyboi999/open-tag", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T04:31:02.556Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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 incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-09-23T04:31:02.556Z" }, "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 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": "2026-09-23T04:31:02.556Z" }, { "project_id": "Vitorlindo201/Themata-Claude-Scribe", "repo": "Vitorlindo201/Themata-Claude-Scribe", "name": "Themata-Claude-Scribe", "github_url": "https://github.com/Vitorlindo201/Themata-Claude-Scribe", "homepage_url": null, "language": "HTML", "license": null, "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "claude", "claude-ai", "claude-code", "claude-code-cli", "claude-code-hooks", "claude-code-marketplace", "claude-code-plugin", "claude-code-plugins", "claude-code-skill", "claude-code-skills", "claude-code-subagents", "claude-cowork-free", "claude-design-ai", "claude-design-alternative", "claude-design-download", "claude-design-free", "claude-mythos", "claude-opus", "claude-opus-4-6", "mythos" ], "description": "Claude Mythos Engine 2026: AI Sub-Agent Framework for Epic Interactive Storytelling", "overview": "Use Vitorlindo201/Themata-Claude-Scribe when the user needs an agent framework project with local, cloud deployment options.", "alternatives": [ { "repo": "DietrichGebert/ponytail", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "agent-of-empires/agent-of-empires", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "avibe-bot/avibe", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with Themata-Claude-Scribe", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 118, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 56, "score": 69, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 70, "popularity": 41, "community": 47 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 69, "maintenance": 42, "documentation": 92, "stability": 70, "adoption": 49, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:12.298Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use Vitorlindo201/Themata-Claude-Scribe when the user needs an agent framework project with local, cloud deployment options.", "purpose": "Use Vitorlindo201/Themata-Claude-Scribe when the user needs an agent framework project with local, cloud deployment options.", "install": "Run the framework according to the repository README or package registry instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with Themata-Claude-Scribe", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "DietrichGebert/ponytail", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "agent-of-empires/agent-of-empires", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "avibe-bot/avibe", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:12.298Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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": "2026-09-22T23:01:12.298Z" }, "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": "2026-09-22T23:01:12.298Z" }, { "project_id": "Frisher1/ClaudeCode-Workflow-Lab", "repo": "Frisher1/ClaudeCode-Workflow-Lab", "name": "ClaudeCode-Workflow-Lab", "github_url": "https://github.com/Frisher1/ClaudeCode-Workflow-Lab", "homepage_url": null, "language": "HTML", "license": null, "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "agentic-ai", "agents", "ai-course", "anthropic", "browser-based", "claude", "claude-code", "claude-opus", "education", "free-course", "interactive", "javascript", "llm", "multi-agent", "orchestration", "pipeline", "russian", "subagents", "tutorial", "workflow" ], "description": "Complete Guide 2026: Claude Code Manual – Workflow Pipelines & Adversarial Budget Loops", "overview": "Use Frisher1/ClaudeCode-Workflow-Lab when the user needs a workflow automation project with local, cloud deployment options.", "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "suxrobGM/jobpilot", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "GautamVhavle/CatGPT-Gateway", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "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": [ "Matched \"workflow\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 118, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 56, "score": 69, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 70, "popularity": 41, "community": 47 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 69, "maintenance": 42, "documentation": 92, "stability": 70, "adoption": 46, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T10:01:18.520Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use Frisher1/ClaudeCode-Workflow-Lab when the user needs a workflow automation project with local, cloud deployment options.", "purpose": "Use Frisher1/ClaudeCode-Workflow-Lab when the user needs a workflow automation project with local, cloud deployment options.", "install": "Use the workflow engine or automation deployment instructions in the README.", "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": [ "local", "cloud" ], "alternatives": [ { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "suxrobGM/jobpilot", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "GautamVhavle/CatGPT-Gateway", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T10:01:18.520Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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": "2026-09-25T10:01:18.520Z" }, "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": "2026-09-25T10:01:18.520Z" }, { "project_id": "nam271212/strategic-advisor-orchestrator", "repo": "nam271212/strategic-advisor-orchestrator", "name": "strategic-advisor-orchestrator", "github_url": "https://github.com/nam271212/strategic-advisor-orchestrator", "homepage_url": null, "language": "HTML", "license": null, "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "advisor-strategy", "ai-coding", "anthropic", "claude-advisor", "claude-code", "claude-code-plugin", "claude-code-skill", "claude-opus", "claude-skill", "cline", "coding-agent", "gemini-cli", "multi-model", "vibe-coding" ], "description": "AI Coding Agent Orchestrator 2026: Pro-Level Strategy & Review Framework", "overview": "Use nam271212/strategic-advisor-orchestrator when the user needs a coding agent project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "kittors/CliRelay", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "askalf/dario", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "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 \"cline\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 117, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 58, "score": 69, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 80, "popularity": 41, "community": 47 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 69, "maintenance": 42, "documentation": 92, "stability": 70, "adoption": 46, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T22:31:06.919Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use nam271212/strategic-advisor-orchestrator when the user needs a coding agent project with library-only, local, cloud deployment options.", "purpose": "Use nam271212/strategic-advisor-orchestrator when the user needs a coding agent project with library-only, local, cloud 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": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "kittors/CliRelay", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "askalf/dario", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"cline\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T22:31:06.919Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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.", "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": "2026-09-22T22:31:06.919Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-22T22:31:06.919Z" }, { "project_id": "Atrayee-dev/secure-ai-agent-boundary", "repo": "Atrayee-dev/secure-ai-agent-boundary", "name": "secure-ai-agent-boundary", "github_url": "https://github.com/Atrayee-dev/secure-ai-agent-boundary", "homepage_url": null, "language": "HTML", "license": null, "project_kind": "project", "category": [ "local_llm_runtime" ], "tags": [ "ai-security", "claude-opus", "coding-agents", "data-boundary", "government-tech", "gpt-5-5", "local-llm", "mirogate", "secure-ai", "secure-coding" ], "description": "Secure AI Engineering Framework 2026: Data-Boundary Security for Frontier Models", "overview": "Use Atrayee-dev/secure-ai-agent-boundary when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "mozilla-ai/llamafile", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for Atrayee-dev/secure-ai-agent-boundary." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 115, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 58, "score": 69, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 80, "popularity": 41, "community": 47 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 69, "maintenance": 42, "documentation": 92, "stability": 70, "adoption": 45, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T04:01:13.710Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use Atrayee-dev/secure-ai-agent-boundary when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "purpose": "Use Atrayee-dev/secure-ai-agent-boundary when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "model weights", "hardware/runtime config" ], "outputs": [ "local inference", "served endpoints", "runtime logs" ], "good_for": [ "run local models", "serve inference endpoints", "prototype private LLM deployments", "private inference", "local model serving", "self-hosted runtimes" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "hosted SaaS deployment only", "non-ML projects" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "mozilla-ai/llamafile", "reason": "Same local llm runtime intent with local_inference overlap." }, { "repo": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for Atrayee-dev/secure-ai-agent-boundary." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T04:01:13.710Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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", "lightweight serverless applications", "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": "2026-09-23T04:01:13.710Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications", "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": "2026-09-23T04:01:13.710Z" }, { "project_id": "Vance96-stack/eonardo-ai-studio-cli", "repo": "Vance96-stack/eonardo-ai-studio-cli", "name": "eonardo-ai-studio-cli", "github_url": "https://github.com/Vance96-stack/eonardo-ai-studio-cli", "homepage_url": null, "language": "HTML", "license": null, "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai-art-platform", "ai-creative-suite", "ai-generation-tools", "ai-image-generator", "ai-image-tools", "generative-ai-art", "leonardo-ai-api", "leonardo-ai-api-wrapper", "leonardo-ai-automation", "leonardo-ai-extension", "leonardo-ai-generator", "leonardo-ai-integration", "leonardo-ai-models", "leonardo-ai-prompt-tools", "leonardo-ai-scripts", "leonardo-ai-style-tools", "leonardo-ai-tools", "leonardo-ai-utilities", "leonardo-ai-workflow" ], "description": "Leonardo AI Premium Automation Suite 2026: Ultimate Creative AI Toolkit & Workflow Generator", "overview": "Use Vance96-stack/eonardo-ai-studio-cli when the user needs a workflow automation project with local, cloud deployment options.", "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Unstructured-IO/unstructured", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "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": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 49, "score": 56, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 70, "popularity": 0, "community": 47 }, "git_top_score": 56, "git_top_score_breakdown": { "community": 48, "maintenance": 42, "documentation": 92, "stability": 70, "adoption": 0, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T03:31:08.642Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use Vance96-stack/eonardo-ai-studio-cli when the user needs a workflow automation project with local, cloud deployment options.", "purpose": "Use Vance96-stack/eonardo-ai-studio-cli when the user needs a workflow automation project with local, cloud deployment options.", "install": "Use the workflow engine or automation deployment instructions in the README.", "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": [ "local", "cloud" ], "alternatives": [ { "repo": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Unstructured-IO/unstructured", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T03:31:08.642Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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": "2026-09-23T03:31:08.642Z" }, "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": "2026-09-23T03:31:08.642Z" }, { "project_id": "walkererik1991/energyplus-idf-mcp-server", "repo": "walkererik1991/energyplus-idf-mcp-server", "name": "energyplus-idf-mcp-server", "github_url": "https://github.com/walkererik1991/energyplus-idf-mcp-server", "homepage_url": null, "language": "HTML", "license": "GPL-3.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "Python Model Context Protocol server for EnergyPlus building energy simulation. Inspect, change, validate, visualize, and simulate building models through structured tools, with stdio and streamable HTTP connections for clients.", "overview": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mixpeek/amux", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "nirholas/XActions", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "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 \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 0, "recent_commits": 100, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 50, "score": 57, "agent_score_breakdown": { "documentation": 90, "maintenance": 27, "deployment": 80, "popularity": 0, "community": 46 }, "git_top_score": 57, "git_top_score_breakdown": { "community": 45, "maintenance": 38, "documentation": 92, "stability": 70, "adoption": 0, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:32.647Z", "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 walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use walkererik1991/energyplus-idf-mcp-server 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": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mixpeek/amux", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "nirholas/XActions", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:32.647Z", "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-22T23:01:32.647Z" }, "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": "2026-09-22T23:01:32.647Z" }, { "project_id": "supermemoryai/claude-supermemory", "repo": "supermemoryai/claude-supermemory", "name": "claude-supermemory", "github_url": "https://github.com/supermemoryai/claude-supermemory", "homepage_url": "https://supermemory.ai/docs/integrations/claude-code", "language": "HTML", "license": null, "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [], "description": "Enable Claude Code to learn in real-time, update it's knowledge, and grow with you, using supermemory.", "overview": "Use supermemoryai/claude-supermemory when the user needs a prompt tooling project with local, cloud deployment options.", "alternatives": [ { "repo": "microsoft/markitdown", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "dottxt-ai/outlines", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in repository content." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2771, "recent_commits": 9, "contributors": 14, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 9, "agent_score": 60, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 18, "deployment": 70, "popularity": 69, "community": 59 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 100, "maintenance": 19, "documentation": 84, "stability": 70, "adoption": 98, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T00:31:11.548Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use supermemoryai/claude-supermemory when the user needs a prompt tooling project with local, cloud deployment options.", "purpose": "Use supermemoryai/claude-supermemory when the user needs a prompt tooling project with local, cloud deployment options.", "install": "Follow the repository's library or CLI setup instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "raw inference serving", "database workloads" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "microsoft/markitdown", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "dottxt-ai/outlines", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in repository content." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T00:31:11.548Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-09-26T00:31:11.548Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-26T00:31:11.548Z" }, { "project_id": "ravitemer/mcp-registry", "repo": "ravitemer/mcp-registry", "name": "mcp-registry", "github_url": "https://github.com/ravitemer/mcp-registry", "homepage_url": "https://ravitemer.github.io/mcp-registry/", "language": "HTML", "license": null, "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "A community-maintained registry of Model Context Protocol (MCP) servers with structured installation configurations for easy integration.", "overview": "Use ravitemer/mcp-registry when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "xbtlin/ai-berkshire", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mixpeek/amux", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "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": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 28, "recent_commits": 30, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 56, "score": 66, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 90, "popularity": 29, "community": 48 }, "git_top_score": 66, "git_top_score_breakdown": { "community": 65, "maintenance": 34, "documentation": 84, "stability": 70, "adoption": 48, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:10.223Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 3, "unknown": 1 }, "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.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use ravitemer/mcp-registry when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use ravitemer/mcp-registry 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": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "xbtlin/ai-berkshire", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mixpeek/amux", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:10.223Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 3, "unknown": 1 }, "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.", "Fill missing GitHub metadata and re-sync the project." ] }, "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", "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": "2026-09-22T23:01:10.223Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-22T23:01:10.223Z" }, { "project_id": "uptonking/note4yaoo", "repo": "uptonking/note4yaoo", "name": "note4yaoo", "github_url": "https://github.com/uptonking/note4yaoo", "homepage_url": null, "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "automation", "codemirror", "collaboration", "cs", "editor", "excel", "google-docs", "grist", "llm", "lm-studio", "notes", "ocr", "ollama", "pdf", "prosemirror", "rich-text-editor", "spreadsheet", "web-dev", "workflow" ], "description": "daily notes", "overview": "Use uptonking/note4yaoo when the user needs a workflow automation project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Unstructured-IO/unstructured", "reason": "Same workflow automation intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "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": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 163, "recent_commits": 29, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 56, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 20, "deployment": 80, "popularity": 44, "community": 46 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 67, "maintenance": 34, "documentation": 84, "stability": 70, "adoption": 63, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:04.865Z", "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 uptonking/note4yaoo when the user needs a workflow automation project with docker, local, cloud deployment options.", "purpose": "Use uptonking/note4yaoo 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 workflow overlap." }, { "repo": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "repo": "Unstructured-IO/unstructured", "reason": "Same workflow automation intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T23:01:04.865Z", "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", "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": "2026-09-22T23:01:04.865Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-22T23:01:04.865Z" }, { "project_id": "tugcantopaloglu/openclaw-dashboard", "repo": "tugcantopaloglu/openclaw-dashboard", "name": "openclaw-dashboard", "github_url": "https://github.com/tugcantopaloglu/openclaw-dashboard", "homepage_url": "https://github.com/tugcantopaloglu/openclaw-dashboard/releases/tag/v2.0.0", "language": "HTML", "license": null, "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "ai-agents", "claude", "dashboard", "devops", "llm", "mfa", "monitoring", "nodejs", "openclaw", "raspberry-pi", "real-time", "security", "self-hosted", "sse", "totp" ], "description": "🔐 Secure, real-time monitoring dashboard for OpenClaw AI agents. Auth, TOTP MFA, cost tracking, live feed, memory browser and more.", "overview": "Use tugcantopaloglu/openclaw-dashboard when the user needs an ai observability project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "monoscope-tech/monoscope", "reason": "Same ai observability intent with observability overlap." }, { "repo": "apache/hertzbeat", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 702, "recent_commits": 0, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 56, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 8, "deployment": 80, "popularity": 57, "community": 51 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 88, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 83, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T16:01:14.003Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use tugcantopaloglu/openclaw-dashboard when the user needs an ai observability project with docker, local, cloud deployment options.", "purpose": "Use tugcantopaloglu/openclaw-dashboard when the user needs an ai observability project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "monoscope-tech/monoscope", "reason": "Same ai observability intent with observability overlap." }, { "repo": "apache/hertzbeat", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T16:01:14.003Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-23T16:01:14.003Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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": "2026-09-23T16:01:14.003Z" }, { "project_id": "CopilotKit/generative-ui-playground", "repo": "CopilotKit/generative-ui-playground", "name": "generative-ui-playground", "github_url": "https://github.com/CopilotKit/generative-ui-playground", "homepage_url": "https://go.copilotkit.ai/generative-ui-playground", "language": "HTML", "license": null, "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "a2ui", "ag-ui", "agentic-ui", "copilotkit", "generative-ui", "mcp-apps", "mcp-server", "reactjs" ], "description": "Interact with all three types of generative UI, all in one interface", "overview": "Use CopilotKit/generative-ui-playground when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "alpic-ai/skybridge", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "nirholas/XActions", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "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 \"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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 127, "recent_commits": 0, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 55, "score": 62, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 90, "popularity": 42, "community": 49 }, "git_top_score": 62, "git_top_score_breakdown": { "community": 75, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 60, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T02:31:15.385Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 3, "unknown": 1 }, "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.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use CopilotKit/generative-ui-playground when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use CopilotKit/generative-ui-playground 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": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "alpic-ai/skybridge", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "nirholas/XActions", "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 \"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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T02:31:15.385Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "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": 2, "inferred": 1, "not_run": 3, "unknown": 1 }, "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.", "Fill missing GitHub metadata and re-sync the project." ] }, "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", "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": "2026-09-26T02:31:15.385Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-26T02:31:15.385Z" }, { "project_id": "ankurkumarz/agentic-ai-knowledge-base", "repo": "ankurkumarz/agentic-ai-knowledge-base", "name": "agentic-ai-knowledge-base", "github_url": "https://github.com/ankurkumarz/agentic-ai-knowledge-base", "homepage_url": null, "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "agent_framework" ], "tags": [], "description": "Agentic AI is the fast evolving technology landscape and this repository is an effort to consolidate the accelerators, frameworks, patterns, and more.", "overview": "Use ankurkumarz/agentic-ai-knowledge-base when the user needs an agent framework project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "livekit/agents", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with agentic-ai-knowledge-base", "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": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 54, "recent_commits": 7, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 53, "score": 64, "agent_score_breakdown": { "documentation": 90, "maintenance": 14, "deployment": 80, "popularity": 35, "community": 48 }, "git_top_score": 64, "git_top_score_breakdown": { "community": 68, "maintenance": 15, "documentation": 92, "stability": 70, "adoption": 50, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T09:01:07.342Z", "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 ankurkumarz/agentic-ai-knowledge-base when the user needs an agent framework project with library-only, local, cloud deployment options.", "purpose": "Use ankurkumarz/agentic-ai-knowledge-base when the user needs an agent framework project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with agentic-ai-knowledge-base", "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": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "livekit/agents", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "omnigent-ai/omnigent", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 27, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T09:01:07.342Z", "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", "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": "2026-09-23T09:01:07.342Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-23T09:01:07.342Z" }, { "project_id": "nirholas/ethereum-wallet-toolkit", "repo": "nirholas/ethereum-wallet-toolkit", "name": "ethereum-wallet-toolkit", "github_url": "https://github.com/nirholas/ethereum-wallet-toolkit", "homepage_url": "https://github.com/nirholas/ethereum-wallet-toolkit", "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "bip39", "blockchain", "cli", "crypto", "cryptocurrency", "cryptography", "ethereum", "evm", "hd-wallet", "keygen", "keystore", "mcp", "mnemonic", "offline", "python", "security", "signing", "vanity-address", "wallet", "web3" ], "description": "Python toolkit for Ethereum wallets: CLI tools + Model Context Protocol (MCP) servers for wallet generation, BIP39/BIP44 HD wallets, Web3 Secret Storage V3 keystores, and EIP-712 typed data signing", "overview": "Use nirholas/ethereum-wallet-toolkit when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "labring/FastGPT", "reason": "Same mcp server intent with rag, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "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": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 25, "recent_commits": 3, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 52, "score": 60, "agent_score_breakdown": { "documentation": 90, "maintenance": 14, "deployment": 80, "popularity": 28, "community": 47 }, "git_top_score": 60, "git_top_score_breakdown": { "community": 62, "maintenance": 12, "documentation": 92, "stability": 70, "adoption": 38, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T08:01:10.081Z", "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 nirholas/ethereum-wallet-toolkit when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use nirholas/ethereum-wallet-toolkit when the user needs a mcp server project with library-only, local, cloud 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": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "unclecode/crawl4ai", "reason": "Same mcp server intent with rag, mcp overlap." }, { "repo": "labring/FastGPT", "reason": "Same mcp server intent with rag, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T08:01:10.081Z", "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", "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": "2026-09-23T08:01:10.081Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-09-23T08:01:10.081Z" } ], "knowledge": [ { "project": { "id": "Unstructured-IO/unstructured", "owner": "Unstructured-IO", "name": "unstructured", "full_name": "Unstructured-IO/unstructured", "github_url": "https://github.com/Unstructured-IO/unstructured", "homepage_url": "https://www.unstructured.io/", "description": "Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding.", "language": "HTML", "topics": [ "data-pipelines", "deep-learning", "document-image-analysis", "document-image-processing", "document-parser", "document-parsing", "docx", "donut", "information-retrieval", "langchain", "llm", "machine-learning", "ml", "natural-language-processing", "nlp", "ocr", "pdf", "pdf-to-json", "pdf-to-text", "preprocessing" ], "license": "Apache-2.0", "stars": 15500, "forks": 1343, "open_issues": 315, "default_branch": "main", "created_at": "2022-09-26T21:53:41Z", "updated_at": "2026-09-26T20:38:32Z", "pushed_at": "2026-09-26T17:51:10Z", "synced_at": "2026-09-26T21:31:01.906Z" }, "agent_card": { "project_id": "Unstructured-IO/unstructured", "project_kind": "project", "category": "workflow_automation", "difficulty": "intermediate", "deployment": [ "docker", "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": "langgenius/dify", "reason": "Same workflow automation intent with rag, workflow overlap." }, { "project_id": "openai/openai-agents-python", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "uptonking/note4yaoo", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use Unstructured-IO/unstructured when the user needs a workflow automation project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip 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": "2026-09-26T21:31:01.906Z" }, "metrics": { "project_id": "Unstructured-IO/unstructured", "stars_30d_delta": 161, "commits_30d": 13, "releases_180d": 28, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 40, "maintenance_score": 63, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-26T21:31:01.906Z" } }, { "project": { "id": "xbtlin/ai-berkshire", "owner": "xbtlin", "name": "ai-berkshire", "full_name": "xbtlin/ai-berkshire", "github_url": "https://github.com/xbtlin/ai-berkshire", "homepage_url": "https://github.com/xbtlin/ai-berkshire#readme", "description": "AI 时代的伯克希尔：基于 Claude Code / Codex 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。| AI-era Berkshire: a value investing research framework built for Claude Code / Codex. 4 masters' methodologies + multi-agent adversarial analysis.", "language": "HTML", "topics": [ "ai", "ai-agent", "anthropic", "berkshire-hathaway", "charlie-munger", "china-stock", "claude", "claude-code", "financial-analysis", "fintech", "fundamental-analysis", "investment", "investment-research", "llm", "mcp", "portfolio-management", "stock-analysis", "stock-market", "value-investing", "warren-buffett" ], "license": "MIT", "stars": 16555, "forks": 2475, "open_issues": 31, "default_branch": "main", "created_at": "2026-04-07T11:19:51Z", "updated_at": "2026-09-27T05:39:24Z", "pushed_at": "2026-09-26T11:01:57Z", "synced_at": "2026-09-27T07:31:17.277Z" }, "agent_card": { "project_id": "xbtlin/ai-berkshire", "project_kind": "project", "category": "mcp_server", "difficulty": "intermediate", "deployment": [ "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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "BerriAI/litellm", "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 xbtlin/ai-berkshire when the user needs a mcp server project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-27T07:31:17.277Z" }, "metrics": { "project_id": "xbtlin/ai-berkshire", "stars_30d_delta": 823, "commits_30d": 84, "releases_180d": 1, "contributors_90d": 14, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 38, "maintenance_score": 34, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-27T07:31:17.277Z" } }, { "project": { "id": "coco-research/coco", "owner": "coco-research", "name": "coco", "full_name": "coco-research/coco", "github_url": "https://github.com/coco-research/coco", "homepage_url": "https://cocoresearch.org/coco/", "description": "CoCo Super Intelligence is the orchestration layer that turns Claude Code, Cursor, or Codex into an engineering department: a routed advisory board, 226 skills, 386 commands, persistent state. Local. Open-core — MIT core; Super Intelligence is proprietary, own-use.", "language": "HTML", "topics": [ "agent-skills", "agents-md", "ai", "ai-agents", "claude-code", "codex", "cursor", "developer-tools", "llm-tools", "mcp", "pm-tools", "product-management", "productivity", "prompt-engineering", "workflow-automation" ], "license": "NOASSERTION", "stars": 533, "forks": 12, "open_issues": 71, "default_branch": "main", "created_at": "2026-04-25T21:22:40Z", "updated_at": "2026-09-27T12:30:09Z", "pushed_at": "2026-09-26T03:27:27Z", "synced_at": "2026-09-27T13:00:55.568Z" }, "agent_card": { "project_id": "coco-research/coco", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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 mcp overlap." }, { "project_id": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use coco-research/coco 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 \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-27T13:00:55.568Z" }, "metrics": { "project_id": "coco-research/coco", "stars_30d_delta": 291, "commits_30d": 100, "releases_180d": 5, "contributors_90d": 4, "issue_first_response_median_hours": null, "recent_push_days": 1, "git_score": 29, "maintenance_score": 42, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-27T13:00:55.568Z" } }, { "project": { "id": "ohad6k/emulo", "owner": "ohad6k", "name": "emulo", "full_name": "ohad6k/emulo", "github_url": "https://github.com/ohad6k/emulo", "homepage_url": "https://emulo.vercel.app", "description": "Mine your Claude Code and Codex logs into a local you.md agent profile.", "language": "HTML", "topics": [ "agent-memory", "agent-skills", "ai", "ai-agents", "ai-coding", "ai-memory", "claude", "claude-code", "codex", "context-engineering", "cursor", "developer-tools", "llm", "local-first", "mcp", "mcp-server", "memory", "model-context-protocol", "opencode", "personalization" ], "license": "MIT", "stars": 291, "forks": 31, "open_issues": 15, "default_branch": "main", "created_at": "2026-07-08T11:42:32Z", "updated_at": "2026-09-24T21:12:05Z", "pushed_at": "2026-09-24T21:12:01Z", "synced_at": "2026-09-24T22:01:02.717Z" }, "agent_card": { "project_id": "ohad6k/emulo", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "project_id": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." } ], "summary_for_agent": "Use ohad6k/emulo 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.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-24T22:01:02.717Z" }, "metrics": { "project_id": "ohad6k/emulo", "stars_30d_delta": 19, "commits_30d": 21, "releases_180d": 11, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 21, "maintenance_score": 43, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-24T22:01:02.717Z" } }, { "project": { "id": "w3c/webdriver", "owner": "w3c", "name": "webdriver", "full_name": "w3c/webdriver", "github_url": "https://github.com/w3c/webdriver", "homepage_url": "https://w3c.github.io/webdriver/", "description": "Remote control interface that enables introspection and control of user agents.", "language": "HTML", "topics": [ "automation", "browser", "remote-control", "standard", "w3c-specification", "webdriver" ], "license": "NOASSERTION", "stars": 718, "forks": 228, "open_issues": 343, "default_branch": "master", "created_at": "2014-10-30T23:05:22Z", "updated_at": "2026-09-19T06:01:13Z", "pushed_at": "2026-09-22T15:29:16Z", "synced_at": "2026-09-23T03:01:11.754Z" }, "agent_card": { "project_id": "w3c/webdriver", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "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": "microsoft/playwright", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "suxrobGM/jobpilot", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use w3c/webdriver when the user needs a workflow automation project with local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-23T03:01:11.754Z" }, "metrics": { "project_id": "w3c/webdriver", "stars_30d_delta": 2, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 73, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 18, "maintenance_score": 34, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-23T03:01:11.754Z" } }, { "project": { "id": "nirholas/XActions", "owner": "nirholas", "name": "XActions", "full_name": "nirholas/XActions", "github_url": "https://github.com/nirholas/XActions", "homepage_url": "https://xactions.app/features", "description": "⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source. Unfollow people who don't follow back. Monitor real-time analytics. Auto follow, like, comment, scrape, without API. Follow Bot. Like bot. Grow your account automatically. ", "language": "HTML", "topics": [ "ai-agent", "automation", "claude", "gpt", "mass-unfollow", "mcp", "mcp-server", "model-context-protocol", "nodejs", "open-source", "puppeteer", "twitter", "twitter-automation", "twitter-bot", "twitter-scraper", "unfollow-tool", "x", "xactions" ], "license": "Apache-2.0", "stars": 542, "forks": 103, "open_issues": 7, "default_branch": "main", "created_at": "2024-02-18T22:13:53Z", "updated_at": "2026-09-24T17:48:35Z", "pushed_at": "2026-09-24T14:34:35Z", "synced_at": "2026-09-24T23:01:02.217Z" }, "agent_card": { "project_id": "nirholas/XActions", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "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": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "project_id": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "project_id": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "summary_for_agent": "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "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": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-24T23:01:02.217Z" }, "metrics": { "project_id": "nirholas/XActions", "stars_30d_delta": 69, "commits_30d": 97, "releases_180d": 0, "contributors_90d": 8, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 17, "maintenance_score": 33, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-24T23:01:02.217Z" } }, { "project": { "id": "Sakshxm1/hermes-agency-orchestrator", "owner": "Sakshxm1", "name": "hermes-agency-orchestrator", "full_name": "Sakshxm1/hermes-agency-orchestrator", "github_url": "https://github.com/Sakshxm1/hermes-agency-orchestrator", "homepage_url": null, "description": "Claude Code Agent Workflows Guide 2026: Skills vs Teams vs Cost Analysis", "language": "HTML", "topics": [ "ai-agents", "anthropic", "claude-code", "claude-opus", "html", "llm", "multi-agent", "portfolio", "presentation", "workflows" ], "license": null, "stars": 151, "forks": 4, "open_issues": 0, "default_branch": "main", "created_at": "2026-06-28T19:45:35Z", "updated_at": "2026-09-23T01:12:27Z", "pushed_at": "2026-09-23T01:12:23Z", "synced_at": "2026-09-23T04:31:02.556Z" }, "agent_card": { "project_id": "Sakshxm1/hermes-agency-orchestrator", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "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": "google/adk-java", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "smithersai/smithers", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "fancyboi999/open-tag", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use Sakshxm1/hermes-agency-orchestrator when the user needs a workflow automation project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"workflow\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-23T04:31:02.556Z" }, "metrics": { "project_id": "Sakshxm1/hermes-agency-orchestrator", "stars_30d_delta": 30, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 15, "maintenance_score": 32, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-23T04:31:02.556Z" } }, { "project": { "id": "Vitorlindo201/Themata-Claude-Scribe", "owner": "Vitorlindo201", "name": "Themata-Claude-Scribe", "full_name": "Vitorlindo201/Themata-Claude-Scribe", "github_url": "https://github.com/Vitorlindo201/Themata-Claude-Scribe", "homepage_url": null, "description": "Claude Mythos Engine 2026: AI Sub-Agent Framework for Epic Interactive Storytelling", "language": "HTML", "topics": [ "claude", "claude-ai", "claude-code", "claude-code-cli", "claude-code-hooks", "claude-code-marketplace", "claude-code-plugin", "claude-code-plugins", "claude-code-skill", "claude-code-skills", "claude-code-subagents", "claude-cowork-free", "claude-design-ai", "claude-design-alternative", "claude-design-download", "claude-design-free", "claude-mythos", "claude-opus", "claude-opus-4-6", "mythos" ], "license": null, "stars": 118, "forks": 2, "open_issues": 0, "default_branch": "main", "created_at": "2026-06-28T20:26:01Z", "updated_at": "2026-09-22T22:39:10Z", "pushed_at": "2026-09-22T22:39:06Z", "synced_at": "2026-09-22T23:01:12.298Z" }, "agent_card": { "project_id": "Vitorlindo201/Themata-Claude-Scribe", "project_kind": "project", "category": "agent_framework", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "build agents with Themata-Claude-Scribe", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "DietrichGebert/ponytail", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "agent-of-empires/agent-of-empires", "reason": "Same agent framework intent with workflow overlap." }, { "project_id": "avibe-bot/avibe", "reason": "Same agent framework intent with workflow overlap." } ], "summary_for_agent": "Use Vitorlindo201/Themata-Claude-Scribe when the user needs an agent framework project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-22T23:01:12.298Z" }, "metrics": { "project_id": "Vitorlindo201/Themata-Claude-Scribe", "stars_30d_delta": 2, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 14, "maintenance_score": 32, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-22T23:01:12.298Z" } }, { "project": { "id": "Frisher1/ClaudeCode-Workflow-Lab", "owner": "Frisher1", "name": "ClaudeCode-Workflow-Lab", "full_name": "Frisher1/ClaudeCode-Workflow-Lab", "github_url": "https://github.com/Frisher1/ClaudeCode-Workflow-Lab", "homepage_url": null, "description": "Complete Guide 2026: Claude Code Manual – Workflow Pipelines & Adversarial Budget Loops", "language": "HTML", "topics": [ "agentic-ai", "agents", "ai-course", "anthropic", "browser-based", "claude", "claude-code", "claude-opus", "education", "free-course", "interactive", "javascript", "llm", "multi-agent", "orchestration", "pipeline", "russian", "subagents", "tutorial", "workflow" ], "license": null, "stars": 118, "forks": 0, "open_issues": 0, "default_branch": "main", "created_at": "2026-06-28T19:35:10Z", "updated_at": "2026-09-25T05:46:15Z", "pushed_at": "2026-09-25T05:46:10Z", "synced_at": "2026-09-25T10:01:18.520Z" }, "agent_card": { "project_id": "Frisher1/ClaudeCode-Workflow-Lab", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "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": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "suxrobGM/jobpilot", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "project_id": "GautamVhavle/CatGPT-Gateway", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "summary_for_agent": "Use Frisher1/ClaudeCode-Workflow-Lab when the user needs a workflow automation project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"orchestration\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-25T10:01:18.520Z" }, "metrics": { "project_id": "Frisher1/ClaudeCode-Workflow-Lab", "stars_30d_delta": 1, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 14, "maintenance_score": 32, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-25T10:01:18.520Z" } }, { "project": { "id": "nam271212/strategic-advisor-orchestrator", "owner": "nam271212", "name": "strategic-advisor-orchestrator", "full_name": "nam271212/strategic-advisor-orchestrator", "github_url": "https://github.com/nam271212/strategic-advisor-orchestrator", "homepage_url": null, "description": "AI Coding Agent Orchestrator 2026: Pro-Level Strategy & Review Framework", "language": "HTML", "topics": [ "advisor-strategy", "ai-coding", "anthropic", "claude-advisor", "claude-code", "claude-code-plugin", "claude-code-skill", "claude-opus", "claude-skill", "cline", "coding-agent", "gemini-cli", "multi-model", "vibe-coding" ], "license": null, "stars": 117, "forks": 1, "open_issues": 0, "default_branch": "main", "created_at": "2026-06-28T13:04:33Z", "updated_at": "2026-09-22T21:53:07Z", "pushed_at": "2026-09-22T21:53:02Z", "synced_at": "2026-09-22T22:31:06.919Z" }, "agent_card": { "project_id": "nam271212/strategic-advisor-orchestrator", "project_kind": "project", "category": "coding_agent", "difficulty": "beginner", "deployment": [ "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": "esengine/DeepSeek-Reasonix", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "kittors/CliRelay", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "project_id": "askalf/dario", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "summary_for_agent": "Use nam271212/strategic-advisor-orchestrator when the user needs a coding agent project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"coding agent\" in metadata.", "Matched \"cline\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-22T22:31:06.919Z" }, "metrics": { "project_id": "nam271212/strategic-advisor-orchestrator", "stars_30d_delta": 1, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 14, "maintenance_score": 32, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-22T22:31:06.919Z" } }, { "project": { "id": "Atrayee-dev/secure-ai-agent-boundary", "owner": "Atrayee-dev", "name": "secure-ai-agent-boundary", "full_name": "Atrayee-dev/secure-ai-agent-boundary", "github_url": "https://github.com/Atrayee-dev/secure-ai-agent-boundary", "homepage_url": null, "description": "Secure AI Engineering Framework 2026: Data-Boundary Security for Frontier Models", "language": "HTML", "topics": [ "ai-security", "claude-opus", "coding-agents", "data-boundary", "government-tech", "gpt-5-5", "local-llm", "mirogate", "secure-ai", "secure-coding" ], "license": null, "stars": 115, "forks": 0, "open_issues": 0, "default_branch": "main", "created_at": "2026-06-28T20:50:20Z", "updated_at": "2026-09-23T00:05:39Z", "pushed_at": "2026-09-23T00:05:35Z", "synced_at": "2026-09-23T04:01:13.710Z" }, "agent_card": { "project_id": "Atrayee-dev/secure-ai-agent-boundary", "project_kind": "project", "category": "local_llm_runtime", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "run local models", "serve inference endpoints", "prototype private LLM deployments" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "lightweight serverless applications" ], "alternatives": [ { "project_id": "vllm-project/vllm", "reason": "Same local llm runtime intent with local_inference overlap." }, { "project_id": "mozilla-ai/llamafile", "reason": "Same local llm runtime intent with local_inference overlap." }, { "project_id": "jaylfc/taOS", "reason": "Same local llm runtime intent with local_inference overlap." } ], "summary_for_agent": "Use Atrayee-dev/secure-ai-agent-boundary when the user needs a local llm runtime project with library-only, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for Atrayee-dev/secure-ai-agent-boundary." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-23T04:01:13.710Z" }, "metrics": { "project_id": "Atrayee-dev/secure-ai-agent-boundary", "stars_30d_delta": 0, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 14, "maintenance_score": 32, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-23T04:01:13.710Z" } }, { "project": { "id": "Vance96-stack/eonardo-ai-studio-cli", "owner": "Vance96-stack", "name": "eonardo-ai-studio-cli", "full_name": "Vance96-stack/eonardo-ai-studio-cli", "github_url": "https://github.com/Vance96-stack/eonardo-ai-studio-cli", "homepage_url": null, "description": "Leonardo AI Premium Automation Suite 2026: Ultimate Creative AI Toolkit & Workflow Generator", "language": "HTML", "topics": [ "ai-art-platform", "ai-creative-suite", "ai-generation-tools", "ai-image-generator", "ai-image-tools", "generative-ai-art", "leonardo-ai-api", "leonardo-ai-api-wrapper", "leonardo-ai-automation", "leonardo-ai-extension", "leonardo-ai-generator", "leonardo-ai-integration", "leonardo-ai-models", "leonardo-ai-prompt-tools", "leonardo-ai-scripts", "leonardo-ai-style-tools", "leonardo-ai-tools", "leonardo-ai-utilities", "leonardo-ai-workflow" ], "license": null, "stars": 1, "forks": 1, "open_issues": 0, "default_branch": "main", "created_at": "2026-06-15T07:47:04Z", "updated_at": "2026-09-23T00:12:09Z", "pushed_at": "2026-09-23T00:12:04Z", "synced_at": "2026-09-23T03:31:08.642Z" }, "agent_card": { "project_id": "Vance96-stack/eonardo-ai-studio-cli", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "deployment": [ "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": "n8n-io/n8n", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Unstructured-IO/unstructured", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "langgenius/dify", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use Vance96-stack/eonardo-ai-studio-cli when the user needs a workflow automation project with local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-23T03:31:08.642Z" }, "metrics": { "project_id": "Vance96-stack/eonardo-ai-studio-cli", "stars_30d_delta": 1, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 14, "maintenance_score": 32, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-23T03:31:08.642Z" } }, { "project": { "id": "walkererik1991/energyplus-idf-mcp-server", "owner": "walkererik1991", "name": "energyplus-idf-mcp-server", "full_name": "walkererik1991/energyplus-idf-mcp-server", "github_url": "https://github.com/walkererik1991/energyplus-idf-mcp-server", "homepage_url": null, "description": "Python Model Context Protocol server for EnergyPlus building energy simulation. Inspect, change, validate, visualize, and simulate building models through structured tools, with stdio and streamable HTTP connections for clients.", "language": "HTML", "topics": [], "license": "GPL-3.0", "stars": 0, "forks": 0, "open_issues": 0, "default_branch": "main", "created_at": "2026-08-02T16:20:29Z", "updated_at": "2026-09-12T03:10:42Z", "pushed_at": "2026-09-12T03:10:39Z", "synced_at": "2026-09-22T23:01:32.647Z" }, "agent_card": { "project_id": "walkererik1991/energyplus-idf-mcp-server", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "mixpeek/amux", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "nirholas/XActions", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use walkererik1991/energyplus-idf-mcp-server when the user needs a mcp server project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-22T23:01:32.647Z" }, "metrics": { "project_id": "walkererik1991/energyplus-idf-mcp-server", "stars_30d_delta": 0, "commits_30d": 100, "releases_180d": 0, "contributors_90d": 1, "issue_first_response_median_hours": null, "recent_push_days": 10, "git_score": 14, "maintenance_score": 27, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-22T23:01:32.647Z" } }, { "project": { "id": "supermemoryai/claude-supermemory", "owner": "supermemoryai", "name": "claude-supermemory", "full_name": "supermemoryai/claude-supermemory", "github_url": "https://github.com/supermemoryai/claude-supermemory", "homepage_url": "https://supermemory.ai/docs/integrations/claude-code", "description": "Enable Claude Code to learn in real-time, update it's knowledge, and grow with you, using supermemory.", "language": "HTML", "topics": [], "license": null, "stars": 2771, "forks": 172, "open_issues": 11, "default_branch": "main", "created_at": "2026-01-22T03:53:14Z", "updated_at": "2026-09-23T21:11:40Z", "pushed_at": "2026-09-17T08:46:13Z", "synced_at": "2026-09-26T00:31:11.548Z" }, "agent_card": { "project_id": "supermemoryai/claude-supermemory", "project_kind": "project", "category": "prompt_tooling", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "microsoft/markitdown", "reason": "Same prompt tooling intent with workflow overlap." }, { "project_id": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with workflow overlap." }, { "project_id": "dottxt-ai/outlines", "reason": "Same prompt tooling intent with workflow overlap." } ], "summary_for_agent": "Use supermemoryai/claude-supermemory when the user needs a prompt tooling project with local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in repository content." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-26T00:31:11.548Z" }, "metrics": { "project_id": "supermemoryai/claude-supermemory", "stars_30d_delta": 32, "commits_30d": 9, "releases_180d": 0, "contributors_90d": 14, "issue_first_response_median_hours": null, "recent_push_days": 8, "git_score": 9, "maintenance_score": 18, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T00:31:11.548Z" } }, { "project": { "id": "ravitemer/mcp-registry", "owner": "ravitemer", "name": "mcp-registry", "full_name": "ravitemer/mcp-registry", "github_url": "https://github.com/ravitemer/mcp-registry", "homepage_url": "https://ravitemer.github.io/mcp-registry/", "description": "A community-maintained registry of Model Context Protocol (MCP) servers with structured installation configurations for easy integration.", "language": "HTML", "topics": [], "license": null, "stars": 28, "forks": 41, "open_issues": 45, "default_branch": "main", "created_at": "2025-06-26T12:27:24Z", "updated_at": "2026-09-22T11:02:26Z", "pushed_at": "2026-09-22T11:02:22Z", "synced_at": "2026-09-22T23:01:10.223Z" }, "agent_card": { "project_id": "ravitemer/mcp-registry", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "xbtlin/ai-berkshire", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "mixpeek/amux", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use ravitemer/mcp-registry when the user needs a mcp server project with docker, library-only, local deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"model context protocol\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-22T23:01:10.223Z" }, "metrics": { "project_id": "ravitemer/mcp-registry", "stars_30d_delta": 3, "commits_30d": 30, "releases_180d": 0, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 8, "maintenance_score": 21, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-22T23:01:10.223Z" } }, { "project": { "id": "uptonking/note4yaoo", "owner": "uptonking", "name": "note4yaoo", "full_name": "uptonking/note4yaoo", "github_url": "https://github.com/uptonking/note4yaoo", "homepage_url": null, "description": "daily notes", "language": "HTML", "topics": [ "ai", "automation", "codemirror", "collaboration", "cs", "editor", "excel", "google-docs", "grist", "llm", "lm-studio", "notes", "ocr", "ollama", "pdf", "prosemirror", "rich-text-editor", "spreadsheet", "web-dev", "workflow" ], "license": "NOASSERTION", "stars": 163, "forks": 28, "open_issues": 0, "default_branch": "main", "created_at": "2019-06-19T09:13:58Z", "updated_at": "2026-09-22T19:40:07Z", "pushed_at": "2026-09-22T19:40:02Z", "synced_at": "2026-09-22T23:01:04.865Z" }, "agent_card": { "project_id": "uptonking/note4yaoo", "project_kind": "project", "category": "workflow_automation", "difficulty": "beginner", "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 workflow overlap." }, { "project_id": "Skyvern-AI/skyvern", "reason": "Same workflow automation intent with workflow overlap." }, { "project_id": "Unstructured-IO/unstructured", "reason": "Same workflow automation intent with workflow overlap." } ], "summary_for_agent": "Use uptonking/note4yaoo when the user needs a workflow automation project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-22T23:01:04.865Z" }, "metrics": { "project_id": "uptonking/note4yaoo", "stars_30d_delta": 12, "commits_30d": 29, "releases_180d": 0, "contributors_90d": 1, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 7, "maintenance_score": 20, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-22T23:01:04.865Z" } }, { "project": { "id": "tugcantopaloglu/openclaw-dashboard", "owner": "tugcantopaloglu", "name": "openclaw-dashboard", "full_name": "tugcantopaloglu/openclaw-dashboard", "github_url": "https://github.com/tugcantopaloglu/openclaw-dashboard", "homepage_url": "https://github.com/tugcantopaloglu/openclaw-dashboard/releases/tag/v2.0.0", "description": "🔐 Secure, real-time monitoring dashboard for OpenClaw AI agents. Auth, TOTP MFA, cost tracking, live feed, memory browser and more.", "language": "HTML", "topics": [ "ai-agents", "claude", "dashboard", "devops", "llm", "mfa", "monitoring", "nodejs", "openclaw", "raspberry-pi", "real-time", "security", "self-hosted", "sse", "totp" ], "license": null, "stars": 702, "forks": 121, "open_issues": 6, "default_branch": "main", "created_at": "2026-02-10T08:52:47Z", "updated_at": "2026-09-17T08:01:26Z", "pushed_at": "2026-03-17T10:49:12Z", "synced_at": "2026-09-23T16:01:14.003Z" }, "agent_card": { "project_id": "tugcantopaloglu/openclaw-dashboard", "project_kind": "project", "category": "ai_observability", "difficulty": "beginner", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "monoscope-tech/monoscope", "reason": "Same ai observability intent with observability overlap." }, { "project_id": "apache/hertzbeat", "reason": "Same ai observability intent with observability overlap." }, { "project_id": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "summary_for_agent": "Use tugcantopaloglu/openclaw-dashboard when the user needs an ai observability project with docker, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "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": "2026-09-23T16:01:14.003Z" }, "metrics": { "project_id": "tugcantopaloglu/openclaw-dashboard", "stars_30d_delta": 4, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 190, "git_score": 5, "maintenance_score": 8, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-23T16:01:14.003Z" } }, { "project": { "id": "CopilotKit/generative-ui-playground", "owner": "CopilotKit", "name": "generative-ui-playground", "full_name": "CopilotKit/generative-ui-playground", "github_url": "https://github.com/CopilotKit/generative-ui-playground", "homepage_url": "https://go.copilotkit.ai/generative-ui-playground", "description": "Interact with all three types of generative UI, all in one interface", "language": "HTML", "topics": [ "a2ui", "ag-ui", "agentic-ui", "copilotkit", "generative-ui", "mcp-apps", "mcp-server", "reactjs" ], "license": null, "stars": 127, "forks": 26, "open_issues": 1, "default_branch": "main", "created_at": "2026-01-21T13:35:24Z", "updated_at": "2026-09-23T15:44:11Z", "pushed_at": "2026-05-26T18:40:16Z", "synced_at": "2026-09-26T02:31:15.385Z" }, "agent_card": { "project_id": "CopilotKit/generative-ui-playground", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "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": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "alpic-ai/skybridge", 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