{ "project": { "project_id": "MiXaiLL76/auto_ai_router", "repo": "MiXaiLL76/auto_ai_router", "name": "auto_ai_router", "github_url": "https://github.com/MiXaiLL76/auto_ai_router", "homepage_url": "https://mixaill76.github.io/auto_ai_router/", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "ai", "ai-router", "air", "anthropic", "claude", "claude-code", "codex", "gateway", "gemini", "golang", "google", "litellm", "load-balancer", "openai", "openai-api", "vertex", "vertex-ai" ], "description": "High-performance proxy router for LLM APIs with automatic load balancing, rate limiting, and fail2ban protection", "overview": "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"proxy\" in metadata.", "Matched \"router\" 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": 49, "recent_commits": 100, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 62, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 50, "deployment": 80, "popularity": 34, "community": 52 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 80, "maintenance": 66, "documentation": 84, "stability": 100, "adoption": 47, "agent_readability": 90 }, "summary": { "tl_dr": "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.", "purpose": "Use MiXaiLL76/auto_ai_router when the user needs a llm gateway project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "local-only inference", "non-LLM services" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"proxy\" in metadata.", "Matched \"router\" 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": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-11T04:00:34.410Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T04:00:34.410Z" }, "related": [ { "project_id": "andreimerfu/pllm", "repo": "andreimerfu/pllm", "name": "pllm", "github_url": "https://github.com/andreimerfu/pllm", "homepage_url": "https://pllm.dev", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "ai", "anthropic", "api-gateway", "azure", "bedrock", "cloud-native", "enterprise", "gateway", "golang", "kubernetes", "litellm", "litellm-ai-gateway", "llm", "load-balancer", "microservices", "openai", "openrouter", "openrouter-api", "openrouter-go", "proxy" ], "description": "High-performance LLM Gateway built in Go - OpenAI compatible proxy with multi-provider support, adaptive routing, and enterprise features", "overview": "Use andreimerfu/pllm when the user needs a llm gateway project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "vllm-project/aibrix", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"proxy\" in metadata.", "Matched \"router\" in metadata.", "Matched \"openai compatible\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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": 24, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 11, "agent_score": 54, "score": 62, "agent_score_breakdown": { "documentation": 90, "maintenance": 17, "deployment": 90, "popularity": 28, "community": 47 }, "git_top_score": 62, "git_top_score_breakdown": { "community": 62, "maintenance": 21, "documentation": 84, "stability": 85, "adoption": 33, "agent_readability": 100 }, "summary": { "tl_dr": "Use andreimerfu/pllm when the user needs a llm gateway project with docker, kubernetes, local deployment options.", "purpose": "Use andreimerfu/pllm when the user needs a llm gateway project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "local-only inference", "non-LLM services" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/aibrix", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"proxy\" in metadata.", "Matched \"router\" in metadata.", "Matched \"openai compatible\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" 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": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-10T13:53:33.593Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:53:33.593Z" }, { "project_id": "Hal0ai/hal0", "repo": "Hal0ai/hal0", "name": "hal0", "github_url": "https://github.com/Hal0ai/hal0", "homepage_url": "https://hal0.dev", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "ai", "amd-ryzen-ai", "fastapi", "homelab", "igpu", "inference", "llama-cpp", "llm", "npu", "openai-compatible", "rocm", "self-hosted", "strix-halo", "systemd", "vue" ], "description": "Open-source self-hosted home AI inference platform for AMD Strix Halo — multi-backend slots, OpenAI-compatible gateway, Vue 3 + FastAPI + systemd.", "overview": "Use Hal0ai/hal0 when the user needs a llm gateway project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 62, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 46 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 63, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 80, "popularity": 36, "community": 47 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 66, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 47, "agent_readability": 100 }, "summary": { "tl_dr": "Use Hal0ai/hal0 when the user needs a llm gateway project with docker, local, cloud deployment options.", "purpose": "Use Hal0ai/hal0 when the user needs a llm gateway project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "local-only inference", "non-LLM services" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-08-05T09:00:21.162Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-05T09:00:21.162Z" }, { "project_id": "frieser/antigravity-proxy", "repo": "frieser/antigravity-proxy", "name": "antigravity-proxy", "github_url": "https://github.com/frieser/antigravity-proxy", "homepage_url": null, "language": "TypeScript", "license": null, "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "antigravity", "claude-code", "llm", "opencode", "proxy" ], "description": "Antigravity Proxy is a high-performance gateway that exposes Google's internal Gemini and Claude APIs through an OpenAI-compatible interface", "overview": "Use frieser/antigravity-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"proxy\" 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": 73, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 14, "agent_score": 55, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 80, "popularity": 37, "community": 47 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 67, "maintenance": 26, "documentation": 84, "stability": 85, "adoption": 54, "agent_readability": 100 }, "summary": { "tl_dr": "Use frieser/antigravity-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "purpose": "Use frieser/antigravity-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "local-only inference", "non-LLM services" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"proxy\" 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": 38, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-10T13:50:55.069Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:50:55.069Z" }, { "project_id": "Devansh-365/freellm", "repo": "Devansh-365/freellm", "name": "freellm", "github_url": "https://github.com/Devansh-365/freellm", "homepage_url": "https://freellms.vercel.app", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "api-gateway", "cerebras", "circuit-breaker", "free-api", "gemini", "groq", "llm", "llm-gateway", "mistral", "nvidia", "ollama", "openai-api", "openai-compatible", "rate-limiting" ], "description": " OpenAI-compatible gateway aggregating 8 free LLM providers with automatic failover, circuit breakers, and smart routing. 32+ models, zero cost.", "overview": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" 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": 53, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 58, "score": 67, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 100, "popularity": 34, "community": 46 }, "git_top_score": 67, "git_top_score_breakdown": { "community": 62, "maintenance": 26, "documentation": 92, "stability": 85, "adoption": 48, "agent_readability": 100 }, "summary": { "tl_dr": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.", "purpose": "Use Devansh-365/freellm when the user needs a llm gateway project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "local-only inference", "non-LLM services" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "library_only", "local" ], "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" 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": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T13:52:53.699Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:52:53.699Z" }, { "project_id": "Shaivpidadi/FreeRideV3", "repo": "Shaivpidadi/FreeRideV3", "name": "FreeRideV3", "github_url": "https://github.com/Shaivpidadi/FreeRideV3", "homepage_url": "https://free-ride.xyz", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "ai-gateway", "claude", "claude-code", "cli", "cloudflare-workers-ai", "failover", "free-tier", "groq", "hermes", "huggingface", "llm", "nvidia-nim", "openai", "openai-compatible", "openclaw", "openrouter", "python" ], "description": "One free AI endpoint, every free tier behind it. Local OpenAI-compatible gateway routing across OpenRouter, Groq, NVIDIA NIM, Cloudflare Workers AI, and HuggingFace with automatic failover.", "overview": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, local deployment options.", "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"router\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": 37, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 4, "agent_score": 50, "score": 57, "agent_score_breakdown": { "documentation": 90, "maintenance": 6, "deployment": 80, "popularity": 31, "community": 46 }, "git_top_score": 57, "git_top_score_breakdown": { "community": 61, "maintenance": 4, "documentation": 92, "stability": 55, "adoption": 41, "agent_readability": 100 }, "summary": { "tl_dr": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, local deployment options.", "purpose": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, local deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "local-only inference", "non-LLM services" ], "deployment": [ "cloudflare", "serverless", "local" ], "alternatives": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"router\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" 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": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-10T13:57:27.272Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T13:57:27.272Z" }, { "project_id": "BerriAI/litellm", "repo": "BerriAI/litellm", "name": "litellm", "github_url": "https://github.com/BerriAI/litellm", "homepage_url": "https://docs.litellm.ai/docs/", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-gateway", "anthropic", "azure-openai", "bedrock", "gateway", "langchain", "litellm", "llm", "llm-gateway", "llmops", "mcp-gateway", "openai", "openai-proxy", "rust", "rust-ai", "vertex-ai" ], "description": "The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]", "overview": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "Portkey-AI/gateway", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "coddy-project/coddy-agent", "reason": "Same mcp server intent with mcp, llm_gateway overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": 56034, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 95, "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 BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "Portkey-AI/gateway", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "coddy-project/coddy-agent", "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.", "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": 40, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T16:31:02.422Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T16:31:02.422Z" }, { "project_id": "danny-avila/LibreChat", "repo": "danny-avila/LibreChat", "name": "LibreChat", "github_url": "https://github.com/danny-avila/LibreChat", "homepage_url": "https://librechat.ai/", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "anthropic", "artifacts", "aws", "azure", "chatgpt", "chatgpt-clone", "claude", "clone", "deepseek", "gemini", "google", "gpt-5", "librechat", "mcp", "o1", "openai", "responses-api", "vision", "webui" ], "description": "Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active", "overview": "Use danny-avila/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "NanmiCoder/cc-haha", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 41893, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 87, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 80, "popularity": 92, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use danny-avila/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use danny-avila/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "NanmiCoder/cc-haha", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mcp-use/mcp-use", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-11T00:00:48.682Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-11T00:00:48.682Z" }, { "project_id": "openai/openai-openapi", "repo": "openai/openai-openapi", "name": "openai-openapi", "github_url": "https://github.com/openai/openai-openapi", "homepage_url": "https://platform.openai.com/docs/api-reference/introduction", "language": null, "license": "MIT", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "openai", "openai-api" ], "description": "OpenAPI specification for the OpenAI API", "overview": "Use openai/openai-openapi when the user needs a llm gateway project with local, cloud deployment options.", "alternatives": [ { "repo": "vllm-project/aibrix", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "route LLM requests", "standardize model provider access", "add gateway-level controls" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for openai/openai-openapi." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2470, "recent_commits": 19, "contributors": 40, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 15, "agent_score": 67, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 29, "deployment": 70, "popularity": 68, "community": 85 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 100, "maintenance": 35, "documentation": 84, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use openai/openai-openapi when the user needs a llm gateway project with local, cloud deployment options.", "purpose": "Use openai/openai-openapi when the user needs a llm gateway project with local, cloud deployment options.", "install": "Use the gateway deployment instructions in the repository README.", "inputs": [ "model requests", "routing config", "provider credentials" ], "outputs": [ "proxied completions", "routed responses", "usage metrics" ], "good_for": [ "route LLM requests", "standardize model provider access", "add gateway-level controls", "model routing", "provider abstraction", "LLM proxying" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "local-only inference", "non-LLM services" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "vllm-project/aibrix", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for openai/openai-openapi." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 40, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-10T23:31:00.558Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-08-10T23:31:00.558Z" } ], "resolved_from": { "requested_id": "MiXaiLL76/auto_ai_router", "resolved_id": "MiXaiLL76/auto_ai_router", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1057, "generated_at": "2026-08-11T05:26:20.947Z", "snapshot_id": "d1:1057:2026-08-11T04:00:41.537Z", "latest_synced_at": "2026-08-11T04:00:41.537Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }