{ "project": { "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, vercel 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", "vercel", "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.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 48, "recent_commits": 34, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 8, "agent_score": 56, "score": 65, "agent_score_breakdown": { "documentation": 90, "maintenance": 18, "deployment": 90, "popularity": 34, "community": 46 }, "git_top_score": 65, "git_top_score_breakdown": { "community": 62, "maintenance": 32, "documentation": 92, "stability": 70, "adoption": 45, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T03:31:03.046Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel deployment options.", "purpose": "Use Shaivpidadi/FreeRideV3 when the user needs a llm gateway project with cloudflare, serverless, vercel 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", "vercel", "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.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T03:31:03.046Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-23T03:31:03.046Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-23T03:31:03.046Z" }, "related": [ { "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": "off-grid-ai/OGAD", "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": [ "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": 62, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 7 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 59, "score": 68, "agent_score_breakdown": { "documentation": 90, "maintenance": 21, "deployment": 100, "popularity": 36, "community": 46 }, "git_top_score": 68, "git_top_score_breakdown": { "community": 63, "maintenance": 26, "documentation": 92, "stability": 85, "adoption": 50, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T21:31:04.052Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use 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": "off-grid-ai/OGAD", "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": "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T21:31:04.052Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-22T21:31:04.052Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-22T21:31:04.052Z" }, { "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": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "openziti/llm-gateway", "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": "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": 52, "recent_commits": 100, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 61, "score": 79, "agent_score_breakdown": { "documentation": 90, "maintenance": 44, "deployment": 80, "popularity": 34, "community": 53 }, "git_top_score": 79, "git_top_score_breakdown": { "community": 83, "maintenance": 60, "documentation": 84, "stability": 100, "adoption": 49, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T22:01:00.771Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use 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": [ { "repo": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "openziti/llm-gateway", "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 \"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": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T22:01:00.771Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-22T22:01:00.771Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-22T22:01:00.771Z" }, { "project_id": "Ahoo-Wang/GodeX", "repo": "Ahoo-Wang/GodeX", "name": "GodeX", "github_url": "https://github.com/Ahoo-Wang/GodeX", "homepage_url": "http://godex.ahoo.me/", "language": null, "license": null, "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "claude", "claude-code", "cli", "codex", "llm", "openai" ], "description": "Make every model a CodeX engine through an OpenAI-compatible Responses API gateway", "overview": "Use Ahoo-Wang/GodeX when the user needs a llm gateway project with local, cloud deployment options.", "alternatives": [ { "repo": "trefeon/freebucks-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "MiXaiLL76/auto_ai_router", "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": "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 25, "recent_commits": 10, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 47 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 20, "agent_score": 55, "score": 70, "agent_score_breakdown": { "documentation": 90, "maintenance": 34, "deployment": 70, "popularity": 28, "community": 47 }, "git_top_score": 70, "git_top_score_breakdown": { "community": 62, "maintenance": 43, "documentation": 84, "stability": 100, "adoption": 39, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T01:01:08.212Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use Ahoo-Wang/GodeX when the user needs a llm gateway project with local, cloud deployment options.", "purpose": "Use Ahoo-Wang/GodeX 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": "trefeon/freebucks-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "MiXaiLL76/auto_ai_router", "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T01:01:08.212Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-09-23T01:01:08.212Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-23T01:01:08.212Z" }, { "project_id": "trefeon/freebucks-proxy", "repo": "trefeon/freebucks-proxy", "name": "freebucks-proxy", "github_url": "https://github.com/trefeon/freebucks-proxy", "homepage_url": null, "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "api-gateway", "coding-agent", "coding-assistant", "golang", "htmx", "llm", "llm-router", "multi-account", "openai", "openai-compatible", "proxy", "reverse-proxy", "self-hosted", "session-management", "single-binary", "stealth", "tls-fingerprinting", "token-pool" ], "description": "[DEPRECATED / UNMAINTAINED] Multi-account gateway. No longer maintained; fork it and maintain yourself.", "overview": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "MiXaiLL76/auto_ai_router", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "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.", "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": 297, "recent_commits": 100, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 55 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 36, "agent_score": 67, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 80, "popularity": 49, "community": 51 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 85, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 73, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-24T17:01:21.330Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "purpose": "Use trefeon/freebucks-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": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "MiXaiLL76/auto_ai_router", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Hal0ai/hal0", "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." ] }, "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" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-24T17:01:21.330Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-24T17:01:21.330Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-24T17:01:21.330Z" }, { "project_id": "VkRainB/ccMesh", "repo": "VkRainB/ccMesh", "name": "ccMesh", "github_url": "https://github.com/VkRainB/ccMesh", "homepage_url": "https://vkrainb.github.io/ccMesh/", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "claude", "desktop-app", "gateway", "llm", "local-proxy", "protocol-conversion", "tauri2" ], "description": "Claude Code / Codex local AI proxy gateway desktop app (Tauri). Anthropic Messages <-> OpenAI-compatible protocol transform, model mapping, endpoint rotation/failover. 本地桌面代理网关：协议转换、模型映射、多端点轮换/熔断，对接官方 API 或中转站，不改客户端。Windows/macOS/Linux.", "overview": "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "MiXaiLL76/auto_ai_router", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Ahoo-Wang/GodeX", "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": [ "library_only", "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", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"gateway\" in metadata.", "Matched \"proxy\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 122, "recent_commits": 100, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 64, "score": 80, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 80, "popularity": 42, "community": 48 }, "git_top_score": 80, "git_top_score_breakdown": { "community": 72, "maintenance": 70, "documentation": 84, "stability": 100, "adoption": 56, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T18:01:04.044Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.", "purpose": "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository 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": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "MiXaiLL76/auto_ai_router", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "Ahoo-Wang/GodeX", "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 \"proxy\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T18:01:04.044Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-23T18:01:04.044Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-23T18:01:04.044Z" }, { "project_id": "off-grid-ai/OGAD", "repo": "off-grid-ai/OGAD", "name": "OGAD", "github_url": "https://github.com/off-grid-ai/OGAD", "homepage_url": "https://getoffgridai.co/pro/", "language": "TypeScript", "license": "AGPL-3.0", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [ "electron", "gguf", "image-generation", "llama-cpp", "llm", "local-ai", "local-first", "local-llm", "mcp", "offline", "on-device", "openai-compatible", "privacy", "react", "stable-diffusion", "typescript", "whisper" ], "description": "Off Grid AI — private, on-device AI. Run open models (text, vision, image, voice) locally through one OpenAI-compatible gateway. No cloud, no accounts, no API keys.", "overview": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud 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": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "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", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 110, "recent_commits": 100, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 74 }, "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": 65, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 80, "popularity": 41, "community": 51 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 80, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 59, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T18:52:58.475Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.", "purpose": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository 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": [ "library_only", "local", "cloud" ], "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": "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": [ "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-20T18:52:58.475Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-20T18:52:58.475Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-20T18:52:58.475Z" }, { "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": "trefeon/freebucks-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "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." } ], "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": 27, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 9, "agent_score": 54, "score": 62, "agent_score_breakdown": { "documentation": 90, "maintenance": 15, "deployment": 90, "popularity": 29, "community": 47 }, "git_top_score": 62, "git_top_score_breakdown": { "community": 62, "maintenance": 18, "documentation": 84, "stability": 85, "adoption": 35, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T04:01:11.748Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use 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": "trefeon/freebucks-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "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." } ] }, "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": 35, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-23T04:01:11.748Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-23T04:01:11.748Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-23T04:01:11.748Z" }, { "project_id": "zendev-sh/goai", "repo": "zendev-sh/goai", "name": "goai", "github_url": "https://github.com/zendev-sh/goai", "homepage_url": "https://goai.sh/", "language": "Go", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "ai-sdk", "ai-tools", "anthropic", "azure-op", "bedro", "cerebra", "gemini", "go-ai-sdk", "goai", "llm", "minimax", "openai", "openrouter", "sdk-go", "vercel", "vertex-ai", "zenflow" ], "description": "Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output, MCP support, stdlib only. Go AI SDK for AI applications inspired by Vercel AI SDK.", "overview": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ComposioHQ/composio", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Cloudflare Workers", "LLM provider" ], "deployments": [ "cloudflare", "serverless", "vercel", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "quality_signals": { "stars": 211, "recent_commits": 29, "contributors": 14, "issue_response_time_hours": null, "release_frequency_180d": 51 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 67, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 48, "deployment": 90, "popularity": 46, "community": 59 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 65, "documentation": 84, "stability": 100, "adoption": 66, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T08:31:08.848Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "purpose": "Use zendev-sh/goai when the user needs a mcp server project with cloudflare, serverless, vercel deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "headroomlabs-ai/headroom", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "ComposioHQ/composio", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, filesystem." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T08:31:08.848Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-25T08:31:08.848Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-09-25T08:31:08.848Z" } ], "resolved_from": { "requested_id": "Shaivpidadi/FreeRideV3", "resolved_id": "Shaivpidadi/FreeRideV3", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-26T17:25:04.571Z", "snapshot_id": "d1:1213:2026-09-26T17:01:22.267Z", "latest_synced_at": "2026-09-26T17:01:22.267Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }