{ "query": { "use_case": "choose projects for MCP Ecosystem", "deployment": "cloudflare", "category": "mcp_server" }, "recommendations": [ { "project_id": "ComposioHQ/composio", "repo": "ComposioHQ/composio", "name": "composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "overview": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "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": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 31003, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 58, "agent_score": 90, "score": 41, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 90, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:00:30.768Z", "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 ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel 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": [ "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "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 \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T00:00:30.768Z", "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Use-case overlap is weak in indexed text.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "Use-case match is 20/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 58/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 20, "community": 58, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 41/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T00:00:30.768Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d, contributors90d.", "Use-case overlap is weak in indexed text.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 41/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T00:00:30.768Z", "reason": "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options. Use-case match is 20/100 for \"choose projects for MCP Ecosystem\". It matches the requested cloudflare deployment target. It is classified as mcp_server. Ranking signals: community 58/100, maintenance 76/100.", "reasons": [ "Use ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "Use-case match is 20/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 58/100, maintenance 76/100." ], "decision_summary": "ComposioHQ/composio is an exploration candidate for \"choose projects for MCP Ecosystem\": recommendation score 41/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"choose projects for MCP Ecosystem\"; inspect graph and README evidence.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/ComposioHQ/composio to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/ComposioHQ/composio for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/ComposioHQ/composio before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Use-case overlap is weak in indexed text." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/ComposioHQ/composio", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/ComposioHQ/composio", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/ComposioHQ/composio", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/ComposioHQ/composio", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/ComposioHQ/composio", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 58, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "ComposioHQ/composio", "owner": "ComposioHQ", "name": "composio", "full_name": "ComposioHQ/composio", "github_url": "https://github.com/ComposioHQ/composio", "homepage_url": "https://docs.composio.dev", "description": "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.", "language": "TypeScript", "topics": [ "agentic-ai", "agents", "ai", "ai-agents", "aiagents", "developer-tools", "function-calling", "gpt-4", "javascript", "js", "llm", "llmops", "mcp", "python", "remote-mcp-server", "sse", "typescript" ], "license": "MIT", "stars": 31003, "forks": 4933, "open_issues": 135, "default_branch": "next", "created_at": "2024-02-23T13:58:27Z", "updated_at": "2026-11-09T22:47:44Z", "pushed_at": "2026-11-09T23:12:22Z", "synced_at": "2026-11-10T00:00:30.768Z" }, "agent_card": { "project_id": "ComposioHQ/composio", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "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": "ruvnet/ruflo", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "heygen-com/hyperframes", "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 ComposioHQ/composio when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-11-10T00:00:30.768Z" }, "metrics": { "project_id": "ComposioHQ/composio", "stars_30d_delta": 527, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 58, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T00:00:30.768Z" } }, { "project_id": "zendev-sh/goai", "repo": "zendev-sh/goai", "name": "goai", "github_url": "https://github.com/zendev-sh/goai", "homepage_url": "https://goai.sh/", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "ai-sdk", "ai-tools", "anthropic", "azure-op", "bedro", "cerebra", "gemini", "go-ai-sdk", "goai", "llm", "minimax", "openai", "openrouter", "sdk-go", "vercel", "vertex-ai", "zenflow" ], "description": "Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output, MCP support, stdlib only. Go AI SDK for AI applications inspired by Vercel AI SDK.", "overview": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "browser-use/browser-use", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "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" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" 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: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "quality_signals": { "stars": 234, "recent_commits": 27, "contributors": 24, "issue_response_time_hours": null, "release_frequency_180d": 33 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 27, "agent_score": 69, "score": 36, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 90, "popularity": 47, "community": 69 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 66, "documentation": 84, "stability": 100, "adoption": 68, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-04T23:00:53.879Z", "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 zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel 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", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "browser-use/browser-use", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" 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: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-04T23:00:53.879Z", "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice." ], "recommendation_reasons": [ "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "Use-case match is 40/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 27/100, maintenance 50/100." ], "ranking_signals": { "use_case_match": 40, "community": 27, "maintenance": 50, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 36/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-04T23:00:53.879Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice." ], "confidence_reason": "Low confidence because the recommendation score is 36/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-04T23:00:53.879Z", "reason": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options. Use-case match is 40/100 for \"choose projects for MCP Ecosystem\". It matches the requested cloudflare deployment target. It is classified as mcp_server. Ranking signals: community 27/100, maintenance 50/100.", "reasons": [ "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "Use-case match is 40/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 27/100, maintenance 50/100." ], "decision_summary": "zendev-sh/goai is an exploration candidate for \"choose projects for MCP Ecosystem\": recommendation score 36/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"choose projects for MCP Ecosystem\"; validate the target workflow.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/zendev-sh/goai to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/zendev-sh/goai for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/zendev-sh/goai before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/zendev-sh/goai", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/zendev-sh/goai", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/zendev-sh/goai", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/zendev-sh/goai", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/zendev-sh/goai", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 40, "community": 27, "maintenance": 50, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "zendev-sh/goai", "owner": "zendev-sh", "name": "goai", "full_name": "zendev-sh/goai", "github_url": "https://github.com/zendev-sh/goai", "homepage_url": "https://goai.sh/", "description": "Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output, MCP support, stdlib only. Go AI SDK for AI applications inspired by Vercel AI SDK.", "language": "Go", "topics": [ "ai", "ai-agents", "ai-sdk", "ai-tools", "anthropic", "azure-op", "bedro", "cerebra", "gemini", "go-ai-sdk", "goai", "llm", "minimax", "openai", "openrouter", "sdk-go", "vercel", "vertex-ai", "zenflow" ], "license": "MIT", "stars": 234, "forks": 39, "open_issues": 8, "default_branch": "main", "created_at": "2026-03-17T21:57:16Z", "updated_at": "2026-11-02T13:42:58Z", "pushed_at": "2026-10-31T08:31:47Z", "synced_at": "2026-11-04T23:00:53.879Z" }, "agent_card": { "project_id": "zendev-sh/goai", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "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" ], "alternatives": [ { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "browser-use/browser-use", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" 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: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "schema_version": "v1", "generated_at": "2026-11-04T23:00:53.879Z" }, "metrics": { "project_id": "zendev-sh/goai", "stars_30d_delta": 16, "commits_30d": 27, "releases_180d": 33, "contributors_90d": 24, "issue_first_response_median_hours": null, "recent_push_days": 4, "git_score": 27, "maintenance_score": 50, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-04T23:00:53.879Z" } }, { "project_id": "cloudflare/mcp-server-cloudflare", "repo": "cloudflare/mcp-server-cloudflare", "name": "mcp-server-cloudflare", "github_url": "https://github.com/cloudflare/mcp-server-cloudflare", "homepage_url": null, "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [], "description": "Product specific Cloudflare MCP servers", "overview": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers" ], "deployments": [ "docker", "cloudflare", "serverless", "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" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" 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: cloudflare workers, durable objects.", "Runtime blocker: gpu." ] } }, "quality_signals": { "stars": 4454, "recent_commits": 4, "contributors": 43, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 76, "score": 28, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 90, "popularity": 73, "community": 88 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 46, "documentation": 92, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T07:30:23.662Z", "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 cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use cloudflare/mcp-server-cloudflare 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", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"mcp server\" in metadata.", "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" 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: cloudflare workers, durable objects.", "Runtime blocker: gpu." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T07:30:23.662Z", "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: releases180d.", "Use-case overlap is weak in indexed text." ], "recommendation_reasons": [ "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "Use-case match is 20/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 30/100, maintenance 46/100." ], "ranking_signals": { "use_case_match": 20, "community": 30, "maintenance": 46, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 28/100, use-case match is 20/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-09T07:30:23.662Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: releases180d.", "Use-case overlap is weak in indexed text." ], "confidence_reason": "Low confidence because the recommendation score is 28/100, use-case match is 20/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-09T07:30:23.662Z", "reason": "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options. Use-case match is 20/100 for \"choose projects for MCP Ecosystem\". It matches the requested cloudflare deployment target. It is classified as mcp_server. Ranking signals: community 30/100, maintenance 46/100.", "reasons": [ "Use cloudflare/mcp-server-cloudflare when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "Use-case match is 20/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 30/100, maintenance 46/100." ], "decision_summary": "cloudflare/mcp-server-cloudflare is an exploration candidate for \"choose projects for MCP Ecosystem\": recommendation score 28/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"choose projects for MCP Ecosystem\"; inspect graph and README evidence.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/cloudflare/mcp-server-cloudflare to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/cloudflare/mcp-server-cloudflare for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/cloudflare/mcp-server-cloudflare before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Use-case overlap is weak in indexed text." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/cloudflare/mcp-server-cloudflare", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/cloudflare/mcp-server-cloudflare", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/cloudflare/mcp-server-cloudflare", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/cloudflare/mcp-server-cloudflare", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/cloudflare/mcp-server-cloudflare", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 30, "maintenance": 46, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "cloudflare/mcp-server-cloudflare", "owner": "cloudflare", "name": "mcp-server-cloudflare", "full_name": "cloudflare/mcp-server-cloudflare", "github_url": "https://github.com/cloudflare/mcp-server-cloudflare", "homepage_url": null, "description": "Product specific Cloudflare MCP servers", "language": "TypeScript", "topics": [], "license": "Apache-2.0", "stars": 4454, "forks": 574, "open_issues": 64, "default_branch": "main", "created_at": "2024-11-27T22:07:30Z", "updated_at": "2026-11-08T22:00:33Z", "pushed_at": "2026-10-22T15:21:16Z", "synced_at": "2026-11-09T07:30:23.662Z" }, "agent_card": { "project_id": "cloudflare/mcp-server-cloudflare", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "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" ], "alternatives": [ { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." } ], "summary_for_agent": "Use cloudflare/mcp-server-cloudflare 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": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" 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: cloudflare workers, durable objects.", "Runtime blocker: gpu." ] } }, "schema_version": "v1", "generated_at": "2026-11-09T07:30:23.662Z" }, "metrics": { "project_id": "cloudflare/mcp-server-cloudflare", "stars_30d_delta": 91, "commits_30d": 4, "releases_180d": 100, "contributors_90d": 43, "issue_first_response_median_hours": null, "recent_push_days": 17, "git_score": 30, "maintenance_score": 46, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-11-09T07:30:23.662Z" } }, { "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", "html", "mass-unfollow", "mcp", "mcp-server", "model-context-protocol", "nodejs", "open-source", "puppeteer", "three-ws", "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": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "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." } ], "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": 643, "recent_commits": 74, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 15, "agent_score": 65, "score": 28, "agent_score_breakdown": { "documentation": 90, "maintenance": 28, "deployment": 100, "popularity": 56, "community": 54 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 97, "maintenance": 39, "documentation": 84, "stability": 70, "adoption": 82, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-04T12:00:46.268Z", "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": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "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." } ] }, "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": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-04T12:00:46.268Z", "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 15/100, maintenance 28/100." ], "ranking_signals": { "use_case_match": 40, "community": 15, "maintenance": 28, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 28/100, use-case match is 40/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-04T12:00:46.268Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 28/100, use-case match is 40/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-04T12:00:46.268Z", "reason": "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options. Use-case match is 40/100 for \"choose projects for MCP Ecosystem\". It matches the requested cloudflare deployment target. It is classified as mcp_server. Ranking signals: community 15/100, maintenance 28/100.", "reasons": [ "Use nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 15/100, maintenance 28/100." ], "decision_summary": "nirholas/XActions is an exploration candidate for \"choose projects for MCP Ecosystem\": recommendation score 28/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"choose projects for MCP Ecosystem\"; validate the target workflow.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/nirholas/XActions to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/nirholas/XActions for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/nirholas/XActions before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/nirholas/XActions", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/nirholas/XActions", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/nirholas/XActions", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/nirholas/XActions", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/nirholas/XActions", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 40, "community": 15, "maintenance": 28, "readiness": 60, "license_fit": 0 }, "confidence": "low", "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", "html", "mass-unfollow", "mcp", "mcp-server", "model-context-protocol", "nodejs", "open-source", "puppeteer", "three-ws", "twitter", "twitter-automation", "twitter-bot", "twitter-scraper", "unfollow-tool", "x", "xactions" ], "license": "Apache-2.0", "stars": 643, "forks": 115, "open_issues": 5, "default_branch": "main", "created_at": "2024-02-18T22:13:53Z", "updated_at": "2026-11-04T09:25:37Z", "pushed_at": "2026-10-31T19:58:56Z", "synced_at": "2026-11-04T12:00:46.268Z" }, "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": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "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." } ], "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": "2026-11-04T12:00:46.268Z" }, "metrics": { "project_id": "nirholas/XActions", "stars_30d_delta": 83, "commits_30d": 74, "releases_180d": 0, "contributors_90d": 9, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 15, "maintenance_score": 28, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-11-04T12:00:46.268Z" } }, { "project_id": "Portkey-AI/gateway", "repo": "Portkey-AI/gateway", "name": "gateway", "github_url": "https://github.com/Portkey-AI/gateway", "homepage_url": "https://portkey.ai/features/ai-gateway", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-gateway", "gateway", "generative-ai", "hacktoberfest", "langchain", "llm", "llm-gateway", "llmops", "llms", "mcp", "mcp-client", "mcp-gateway", "mcp-servers", "model-router", "openai" ], "description": "A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.", "overview": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "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.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" 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": 13357, "recent_commits": 0, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 24, "agent_score": 77, "score": 22, "agent_score_breakdown": { "documentation": 90, "maintenance": 26, "deployment": 100, "popularity": 83, "community": 100 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 100, "maintenance": 18, "documentation": 84, "stability": 45, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:17.571Z", "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 Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "purpose": "Use Portkey-AI/gateway 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", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" 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": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T07:00:17.571Z", "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "Partial or estimated quality signals: contributors90d.", "Use-case overlap is weak in indexed text.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "Use-case match is 20/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 24/100, maintenance 26/100." ], "ranking_signals": { "use_case_match": 20, "community": 24, "maintenance": 26, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 22/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T07:00:17.571Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "Partial or estimated quality signals: contributors90d.", "Use-case overlap is weak in indexed text.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 22/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-11-10T07:00:17.571Z", "reason": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options. Use-case match is 20/100 for \"choose projects for MCP Ecosystem\". It matches the requested cloudflare deployment target. It is classified as mcp_server. Ranking signals: community 24/100, maintenance 26/100.", "reasons": [ "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "Use-case match is 20/100 for \"choose projects for MCP Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as mcp_server.", "Ranking signals: community 24/100, maintenance 26/100." ], "decision_summary": "Portkey-AI/gateway is an exploration candidate for \"choose projects for MCP Ecosystem\": recommendation score 22/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"choose projects for MCP Ecosystem\"; inspect graph and README evidence.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/Portkey-AI/gateway to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/Portkey-AI/gateway for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/Portkey-AI/gateway before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "Use-case overlap is weak in indexed text." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/Portkey-AI/gateway", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/Portkey-AI/gateway", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/Portkey-AI/gateway", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/Portkey-AI/gateway", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/Portkey-AI/gateway", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "mcp_server" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 24, "maintenance": 26, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "Portkey-AI/gateway", "owner": "Portkey-AI", "name": "gateway", "full_name": "Portkey-AI/gateway", "github_url": "https://github.com/Portkey-AI/gateway", "homepage_url": "https://portkey.ai/features/ai-gateway", "description": "A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.", "language": "TypeScript", "topics": [ "ai-gateway", "gateway", "generative-ai", "hacktoberfest", "langchain", "llm", "llm-gateway", "llmops", "llms", "mcp", "mcp-client", "mcp-gateway", "mcp-servers", "model-router", "openai" ], "license": "MIT", "stars": 13357, "forks": 1377, "open_issues": 341, "default_branch": "main", "created_at": "2023-08-23T11:52:47Z", "updated_at": "2026-11-10T03:02:32Z", "pushed_at": "2026-05-25T13:54:51Z", "synced_at": "2026-11-10T07:00:17.571Z" }, "agent_card": { "project_id": "Portkey-AI/gateway", "project_kind": "project", "category": "mcp_server", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "kubernetes", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "google-gemini/gemini-cli", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "project_id": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ], "summary_for_agent": "Use Portkey-AI/gateway when the user needs a mcp server project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" 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": "2026-11-10T07:00:17.571Z" }, "metrics": { "project_id": "Portkey-AI/gateway", "stars_30d_delta": 198, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 168, "git_score": 24, "maintenance_score": 26, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-11-10T07:00:17.571Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1226, "generated_at": "2026-11-11T00:56:16.105Z", "snapshot_id": "d1:1226:2026-11-11T00:30:28.057Z", "latest_synced_at": "2026-11-11T00:30:28.057Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }