{ "query": { "use_case": "build Cloudflare-ready AI agents", "deployment": "local", "category": "prompt_tooling" }, "recommendations": [ { "project_id": "BoundaryML/baml", "repo": "BoundaryML/baml", "name": "baml", "github_url": "https://github.com/BoundaryML/baml", "homepage_url": "https://boundaryml.com/explore", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "boundaryml", "guardrails", "llm", "programming-language", "structured-data" ], "description": "The programming language for agents", "overview": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "api7/aisix", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "local" ], "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 \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 9018, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 56, "agent_score": 86, "score": 42, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 79, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "purpose": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container 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": [ "docker", "vercel", "serverless", "local" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "api7/aisix", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d.", "Use-case overlap is weak in indexed text." ], "recommendation_reasons": [ "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 56/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 25, "community": 56, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 42/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-17T05:32:04.059Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, releases180d.", "Use-case overlap is weak in indexed text." ], "confidence_reason": "Low confidence because the recommendation score is 42/100, use-case match is 25/100, 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" ], "last_verified_at": "2026-08-17T05:32:04.059Z", "reason": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested local deployment target. It is classified as prompt_tooling. Ranking signals: community 56/100, maintenance 76/100.", "reasons": [ "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 56/100, maintenance 76/100." ], "decision_summary": "BoundaryML/baml is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 42/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.", "deployment_fit": "Matches requested local 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/BoundaryML/baml to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/BoundaryML/baml for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the local deployment path before committing to a migration.", "Compare against /alternatives/BoundaryML/baml 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/BoundaryML/baml", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/BoundaryML/baml", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/BoundaryML/baml", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/BoundaryML/baml", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/BoundaryML/baml", "kind": "compare" } ], "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 25, "community": 56, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "BoundaryML/baml", "owner": "BoundaryML", "name": "baml", "full_name": "BoundaryML/baml", "github_url": "https://github.com/BoundaryML/baml", "homepage_url": "https://boundaryml.com/explore", "description": "The programming language for agents", "language": "Rust", "topics": [ "boundaryml", "guardrails", "llm", "programming-language", "structured-data" ], "license": "Apache-2.0", "stars": 9018, "forks": 479, "open_issues": 312, "default_branch": "canary", "created_at": "2023-10-06T18:57:41Z", "updated_at": "2026-08-17T05:23:15Z", "pushed_at": "2026-08-17T05:22:56Z", "synced_at": "2026-08-17T05:32:04.059Z" }, "agent_card": { "project_id": "BoundaryML/baml", "project_kind": "project", "category": "prompt_tooling", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "local" ], "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": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "project_id": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "project_id": "api7/aisix", "reason": "Same prompt tooling intent with workflow overlap." } ], "summary_for_agent": "Use BoundaryML/baml when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" 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: filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-17T05:32:04.059Z" }, "metrics": { "project_id": "BoundaryML/baml", "stars_30d_delta": 470, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 56, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-08-17T05:32:04.059Z" } }, { "project_id": "langfuse/langfuse", "repo": "langfuse/langfuse", "name": "langfuse", "github_url": "https://github.com/langfuse/langfuse", "homepage_url": "https://langfuse.com", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "analytics", "autogen", "evaluation", "langchain", "large-language-models", "llama-index", "llm", "llm-evaluation", "llm-observability", "llmops", "monitoring", "observability", "open-source", "openai", "playground", "prompt-engineering", "prompt-management", "self-hosted", "ycombinator" ], "description": "🪢 Open source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets. Integrates with OpenTelemetry, LangChain, OpenAI SDK, LiteLLM, and more. 🍊YC W23 ", "overview": "Use langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "theopenco/llmgateway", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with observability, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"prompt\" in metadata.", "Matched \"prompt management\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "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": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 33211, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 90, "score": 39, "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 }, "summary": { "tl_dr": "Use langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "purpose": "Use langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container 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", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "theopenco/llmgateway", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with observability, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"prompt\" in metadata.", "Matched \"prompt management\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "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": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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 langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 84/100, maintenance 76/100." ], "ranking_signals": { "use_case_match": 0, "community": 84, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 39/100, use-case match is 0/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-17T05:32:22.005Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "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 39/100, use-case match is 0/100, 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" ], "last_verified_at": "2026-08-17T05:32:22.005Z", "reason": "Use langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Use-case match is 0/100 for \"build Cloudflare-ready AI agents\". It matches the requested local deployment target. It is classified as prompt_tooling. Ranking signals: community 84/100, maintenance 76/100.", "reasons": [ "Use langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 0/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 84/100, maintenance 76/100." ], "decision_summary": "langfuse/langfuse is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 39/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.", "deployment_fit": "Matches requested local deployment.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/langfuse/langfuse to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/langfuse/langfuse for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the local deployment path before committing to a migration.", "Compare against /alternatives/langfuse/langfuse 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/langfuse/langfuse", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/langfuse/langfuse", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/langfuse/langfuse", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/langfuse/langfuse", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/langfuse/langfuse", "kind": "compare" } ], "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 0, "community": 84, "maintenance": 76, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "langfuse/langfuse", "owner": "langfuse", "name": "langfuse", "full_name": "langfuse/langfuse", "github_url": "https://github.com/langfuse/langfuse", "homepage_url": "https://langfuse.com", "description": "🪢 Open source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets. Integrates with OpenTelemetry, LangChain, OpenAI SDK, LiteLLM, and more. 🍊YC W23 ", "language": "TypeScript", "topics": [ "analytics", "autogen", "evaluation", "langchain", "large-language-models", "llama-index", "llm", "llm-evaluation", "llm-observability", "llmops", "monitoring", "observability", "open-source", "openai", "playground", "prompt-engineering", "prompt-management", "self-hosted", "ycombinator" ], "license": "NOASSERTION", "stars": 33211, "forks": 3576, "open_issues": 783, "default_branch": "main", "created_at": "2023-05-18T17:47:09Z", "updated_at": "2026-08-17T05:27:50Z", "pushed_at": "2026-08-16T21:34:54Z", "synced_at": "2026-08-17T05:32:22.005Z" }, "agent_card": { "project_id": "langfuse/langfuse", "project_kind": "project", "category": "prompt_tooling", "difficulty": "advanced", "deployment": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "future-agi/future-agi", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "project_id": "theopenco/llmgateway", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "project_id": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with observability, workflow overlap." } ], "summary_for_agent": "Use langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"prompt\" in metadata.", "Matched \"prompt management\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "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": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-17T05:32:22.005Z" }, "metrics": { "project_id": "langfuse/langfuse", "stars_30d_delta": 1866, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 84, "maintenance_score": 76, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-08-17T05:32:22.005Z" } }, { "project_id": "future-agi/future-agi", "repo": "future-agi/future-agi", "name": "future-agi", "github_url": "https://github.com/future-agi/future-agi", "homepage_url": "https://futureagi.com", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "ai-agents", "ai-evals", "ai-gateway", "ai-optimization", "ai-simulations", "evaluation-framework", "guardrails", "hallucination-detection", "llm", "llm-evaluation", "llm-observability", "llmops", "model-evaluation", "observability", "opentelemetry", "rag", "rag-evaluation", "simulation", "telemetry", "tracing" ], "description": "Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.", "overview": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "theopenco/llmgateway", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "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", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1687, "recent_commits": 100, "contributors": 56, "issue_response_time_hours": null, "release_frequency_180d": 21 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 48, "agent_score": 84, "score": 39, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 100, "popularity": 65, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 92, "stability": 90, "adoption": 98, "agent_readability": 100 }, "summary": { "tl_dr": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "purpose": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container 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", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "theopenco/llmgateway", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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, postgres.", "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" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "Use-case overlap is weak in indexed text.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 48/100, maintenance 70/100." ], "ranking_signals": { "use_case_match": 25, "community": 48, "maintenance": 70, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 39/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-17T08:00:59.071Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "Use-case overlap is weak in indexed text.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 39/100, use-case match is 25/100, 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" ], "last_verified_at": "2026-08-17T08:00:59.071Z", "reason": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested local deployment target. It is classified as prompt_tooling. Ranking signals: community 48/100, maintenance 70/100.", "reasons": [ "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 48/100, maintenance 70/100." ], "decision_summary": "future-agi/future-agi is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 39/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.", "deployment_fit": "Matches requested local 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/future-agi/future-agi to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/future-agi/future-agi for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the local deployment path before committing to a migration.", "Compare against /alternatives/future-agi/future-agi 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/future-agi/future-agi", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/future-agi/future-agi", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/future-agi/future-agi", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/future-agi/future-agi", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/future-agi/future-agi", "kind": "compare" } ], "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 25, "community": 48, "maintenance": 70, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "future-agi/future-agi", "owner": "future-agi", "name": "future-agi", "full_name": "future-agi/future-agi", "github_url": "https://github.com/future-agi/future-agi", "homepage_url": "https://futureagi.com", "description": "Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.", "language": "Python", "topics": [ "ai-agents", "ai-evals", "ai-gateway", "ai-optimization", "ai-simulations", "evaluation-framework", "guardrails", "hallucination-detection", "llm", "llm-evaluation", "llm-observability", "llmops", "model-evaluation", "observability", "opentelemetry", "rag", "rag-evaluation", "simulation", "telemetry", "tracing" ], "license": "Apache-2.0", "stars": 1687, "forks": 493, "open_issues": 674, "default_branch": "main", "created_at": "2026-04-23T14:11:31Z", "updated_at": "2026-08-17T07:35:27Z", "pushed_at": "2026-08-17T07:43:22Z", "synced_at": "2026-08-17T08:00:59.071Z" }, "agent_card": { "project_id": "future-agi/future-agi", "project_kind": "project", "category": "prompt_tooling", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "kubernetes", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "project_id": "theopenco/llmgateway", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "project_id": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." } ], "summary_for_agent": "Use future-agi/future-agi when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-17T08:00:59.071Z" }, "metrics": { "project_id": "future-agi/future-agi", "stars_30d_delta": 312, "commits_30d": 100, "releases_180d": 21, "contributors_90d": 56, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 48, "maintenance_score": 70, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-17T08:00:59.071Z" } }, { "project_id": "ENTERPILOT/GoModel", "repo": "ENTERPILOT/GoModel", "name": "GoModel", "github_url": "https://github.com/ENTERPILOT/GoModel", "homepage_url": "https://gomodel.enterpilot.io/?utm_source=github_desc", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "ai", "ai-gateway", "ai-proxy", "anthropic", "go", "golang", "groq", "litellm-alternative", "llm", "llm-gateway", "observability", "ollama", "openai", "openai-compatible", "openai-compatible-api", "openai-compatible-proxy-server", "proxy" ], "description": "AI gateway / AI control plane / AI proxy written in Go. Unified OpenAI-compatible and Anthropic-compatible API for OpenAI, Anthropic, Gemini, Groq, xAI, Ollama, vLLM and more. A LiteLLM alternative with observability, guardrails, streaming, cost tracking, intelligent routing, sticky sessions, failover, real-time logs and usage tracking. Prod ready.", "overview": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with llm_gateway, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "local" ], "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 \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1048, "recent_commits": 100, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 72 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 73, "score": 34, "agent_score_breakdown": { "documentation": 90, "maintenance": 60, "deployment": 90, "popularity": 60, "community": 61 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 84, "stability": 100, "adoption": 85, "agent_readability": 100 }, "summary": { "tl_dr": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "purpose": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container 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": [ "docker", "vercel", "serverless", "local" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with llm_gateway, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "Use-case overlap is weak in indexed text." ], "recommendation_reasons": [ "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 34/100, maintenance 60/100." ], "ranking_signals": { "use_case_match": 25, "community": 34, "maintenance": 60, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 34/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-11T16:00:34.595Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "Use-case overlap is weak in indexed text." ], "confidence_reason": "Low confidence because the recommendation score is 34/100, use-case match is 25/100, 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" ], "last_verified_at": "2026-08-11T16:00:34.595Z", "reason": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested local deployment target. It is classified as prompt_tooling. Ranking signals: community 34/100, maintenance 60/100.", "reasons": [ "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 34/100, maintenance 60/100." ], "decision_summary": "ENTERPILOT/GoModel is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 34/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.", "deployment_fit": "Matches requested local 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/ENTERPILOT/GoModel to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/ENTERPILOT/GoModel for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the local deployment path before committing to a migration.", "Compare against /alternatives/ENTERPILOT/GoModel 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/ENTERPILOT/GoModel", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/ENTERPILOT/GoModel", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/ENTERPILOT/GoModel", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/ENTERPILOT/GoModel", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/ENTERPILOT/GoModel", "kind": "compare" } ], "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 25, "community": 34, "maintenance": 60, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "ENTERPILOT/GoModel", "owner": "ENTERPILOT", "name": "GoModel", "full_name": "ENTERPILOT/GoModel", "github_url": "https://github.com/ENTERPILOT/GoModel", "homepage_url": "https://gomodel.enterpilot.io/?utm_source=github_desc", "description": "AI gateway / AI control plane / AI proxy written in Go. Unified OpenAI-compatible and Anthropic-compatible API for OpenAI, Anthropic, Gemini, Groq, xAI, Ollama, vLLM and more. A LiteLLM alternative with observability, guardrails, streaming, cost tracking, intelligent routing, sticky sessions, failover, real-time logs and usage tracking. Prod ready.", "language": "Go", "topics": [ "ai", "ai-gateway", "ai-proxy", "anthropic", "go", "golang", "groq", "litellm-alternative", "llm", "llm-gateway", "observability", "ollama", "openai", "openai-compatible", "openai-compatible-api", "openai-compatible-proxy-server", "proxy" ], "license": "MIT", "stars": 1048, "forks": 79, "open_issues": 39, "default_branch": "main", "created_at": "2025-12-05T21:26:31Z", "updated_at": "2026-08-11T14:37:51Z", "pushed_at": "2026-08-11T12:27:44Z", "synced_at": "2026-08-11T16:00:34.595Z" }, "agent_card": { "project_id": "ENTERPILOT/GoModel", "project_kind": "project", "category": "prompt_tooling", "difficulty": "beginner", "deployment": [ "docker", "vercel", "serverless", "local" ], "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": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "project_id": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "project_id": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with llm_gateway, workflow overlap." } ], "summary_for_agent": "Use ENTERPILOT/GoModel when the user needs a prompt tooling project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"vercel\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-11T16:00:34.595Z" }, "metrics": { "project_id": "ENTERPILOT/GoModel", "stars_30d_delta": 56, "commits_30d": 100, "releases_180d": 72, "contributors_90d": 16, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 34, "maintenance_score": 60, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-11T16:00:34.595Z" } }, { "project_id": "api7/aisix", "repo": "api7/aisix", "name": "aisix", "github_url": "https://github.com/api7/aisix", "homepage_url": "https://api7.ai/ai-gateway", "language": "Rust", "license": "Apache-2.0", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": false, "estimated_items": 10, "freshness": "active" }, "category": [ "prompt_tooling" ], "tags": [ "ai-agents", "ai-gateway", "ai-gateway-rust", "aisix", "anthropic", "bedrock", "gateway", "gemini", "guardrails", "inference-gateway", "llm", "llm-gateway", "llm-proxy", "llm-router", "llmops", "observability", "openai", "openai-compatible", "rust", "self-hosted" ], "description": "Open-source AI gateway for LLMs & AI agents, built in Rust. One OpenAI-compatible API for OpenAI, Anthropic, Gemini, Bedrock & more — routing, guardrails, caching, rate limits, observability.", "overview": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with llm_gateway, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 97, "recent_commits": 100, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 65, "score": 33, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 80, "popularity": 40, "community": 52 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 83, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 56, "agent_readability": 100 }, "summary": { "tl_dr": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.", "purpose": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "raw inference serving", "database workloads" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with llm_gateway, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "Collection/resource hub; not a single installable runtime.", "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "This is a collection/resource hub, not a single installable project.", "Use-case overlap is weak in indexed text.", "users expecting a single installable runtime or library" ], "recommendation_reasons": [ "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 32/100, maintenance 58/100." ], "ranking_signals": { "use_case_match": 25, "community": 32, "maintenance": 58, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 33/100, use-case match is 25/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-12T03:30:24.255Z" }, "caveats": [ "Collection/resource hub; not a single installable runtime.", "edge-only Cloudflare Workers deployment without adaptation", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "This is a collection/resource hub, not a single installable project.", "Use-case overlap is weak in indexed text.", "users expecting a single installable runtime or library" ], "confidence_reason": "Low confidence because the recommendation score is 33/100, use-case match is 25/100, 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" ], "last_verified_at": "2026-08-12T03:30:24.255Z", "reason": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths. Use-case match is 25/100 for \"build Cloudflare-ready AI agents\". It matches the requested local deployment target. It is classified as prompt_tooling. Ranking signals: community 32/100, maintenance 58/100.", "reasons": [ "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.", "Use-case match is 25/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested local deployment target.", "It is classified as prompt_tooling.", "Ranking signals: community 32/100, maintenance 58/100." ], "decision_summary": "api7/aisix is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 33/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Weak indexed use-case overlap for \"build Cloudflare-ready AI agents\"; inspect graph and README evidence.", "deployment_fit": "Matches requested local 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/api7/aisix to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/api7/aisix for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the local deployment path before committing to a migration.", "Compare against /alternatives/api7/aisix before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "This is a collection/resource hub, not a single installable project.", "Use-case overlap is weak in indexed text." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a single installable runtime or library" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/api7/aisix", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/api7/aisix", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/api7/aisix", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/api7/aisix", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/api7/aisix", "kind": "compare" } ], "matched_constraints": { "deployment": "local", "category": "prompt_tooling" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 25, "community": 32, "maintenance": 58, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "api7/aisix", "owner": "api7", "name": "aisix", "full_name": "api7/aisix", "github_url": "https://github.com/api7/aisix", "homepage_url": "https://api7.ai/ai-gateway", "description": "Open-source AI gateway for LLMs & AI agents, built in Rust. One OpenAI-compatible API for OpenAI, Anthropic, Gemini, Bedrock & more — routing, guardrails, caching, rate limits, observability.", "language": "Rust", "topics": [ "ai-agents", "ai-gateway", "ai-gateway-rust", "aisix", "anthropic", "bedrock", "gateway", "gemini", "guardrails", "inference-gateway", "llm", "llm-gateway", "llm-proxy", "llm-router", "llmops", "observability", "openai", "openai-compatible", "rust", "self-hosted" ], "license": "Apache-2.0", "stars": 97, "forks": 16, "open_issues": 98, "default_branch": "main", "created_at": "2026-04-17T03:44:47Z", "updated_at": "2026-08-12T03:16:25Z", "pushed_at": "2026-08-12T03:16:05Z", "synced_at": "2026-08-12T03:30:24.255Z" }, "agent_card": { "project_id": "api7/aisix", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": false, "estimated_items": 10, "freshness": "active" }, "category": "prompt_tooling", "difficulty": "beginner", "deployment": [ "docker", "local", "cloud" ], "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "project_id": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "project_id": "vllm-project/semantic-router", "reason": "Same prompt tooling intent with llm_gateway, workflow overlap." } ], "summary_for_agent": "Use api7/aisix when the user needs a curated prompt tooling resource collection with docker, local, cloud usage paths.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-08-12T03:30:24.255Z" }, "metrics": { "project_id": "api7/aisix", "stars_30d_delta": 38, "commits_30d": 100, "releases_180d": 12, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 32, "maintenance_score": 58, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-08-12T03:30:24.255Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1160, "generated_at": "2026-08-17T15:06:07.476Z", "snapshot_id": "d1:1160:2026-08-17T15:01:15.918Z", "latest_synced_at": "2026-08-17T15:01:15.918Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }