{ "query": { "category": "llm_gateway" }, "recommendations": [ { "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 No longer maintained; fork it and maintain yourself.", "overview": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment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": 29, "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "recommendation_reasons": [ "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 36/100, maintenance 58/100." ], "ranking_signals": { "use_case_match": 20, "community": 36, "maintenance": 58, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-24T17:01:21.330Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: stars30dDelta, commits30d." ], "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-24T17:01:21.330Z", "reason": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options. It is classified as llm_gateway. Ranking signals: community 36/100, maintenance 58/100.", "reasons": [ "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 36/100, maintenance 58/100." ], "decision_summary": "trefeon/freebucks-proxy is an exploration candidate: recommendation score 29/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within llm_gateway using quality and readiness signals.", "deployment_fit": "Supports docker, local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/trefeon/freebucks-proxy to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/trefeon/freebucks-proxy for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the docker deployment path before committing to a migration.", "Compare against /alternatives/trefeon/freebucks-proxy before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/trefeon/freebucks-proxy", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/trefeon/freebucks-proxy", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/trefeon/freebucks-proxy", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/trefeon/freebucks-proxy", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/trefeon/freebucks-proxy", "kind": "compare" } ], "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 36, "maintenance": 58, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "trefeon/freebucks-proxy", "owner": "trefeon", "name": "freebucks-proxy", "full_name": "trefeon/freebucks-proxy", "github_url": "https://github.com/trefeon/freebucks-proxy", "homepage_url": null, "description": "[DEPRECATED / UNMAINTAINED] Multi-account gateway. No longer maintained; fork it and maintain yourself.", "language": "Go", "topics": [ "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" ], "license": "MIT", "stars": 297, "forks": 65, "open_issues": 2, "default_branch": "main", "created_at": "2026-08-11T07:06:43Z", "updated_at": "2026-09-24T16:57:08Z", "pushed_at": "2026-09-24T16:10:45Z", "synced_at": "2026-09-24T17:01:21.330Z" }, "agent_card": { "project_id": "trefeon/freebucks-proxy", "project_kind": "project", "category": "llm_gateway", "difficulty": "beginner", "deployment": [ "docker", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "MiXaiLL76/auto_ai_router", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "summary_for_agent": "Use trefeon/freebucks-proxy when the user needs a llm gateway project with docker, local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-09-24T17:01:21.330Z" }, "metrics": { "project_id": "trefeon/freebucks-proxy", "stars_30d_delta": 203, "commits_30d": 100, "releases_180d": 55, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 36, "maintenance_score": 58, "signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-24T17:01:21.330Z" } }, { "project_id": "vllm-project/aibrix", "repo": "vllm-project/aibrix", "name": "aibrix", "github_url": "https://github.com/vllm-project/aibrix", "homepage_url": null, "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "llm_gateway" ], "tags": [], "description": "Cost-efficient and pluggable Infrastructure components for GenAI inference", "overview": "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.", "alternatives": [ { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "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": [ "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": "medium", "evidence": [ "Matched \"gateway\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" 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: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 5113, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 33, "agent_score": 78, "score": 27, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 80, "popularity": 74, "community": 100 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 100, "maintenance": 58, "documentation": 84, "stability": 68, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T01:31:03.526Z", "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 vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.", "purpose": "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, 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": [ "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "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": "medium", "evidence": [ "Matched \"gateway\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" 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: gpu.", "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": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T01:31:03.526Z", "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d." ], "recommendation_reasons": [ "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 33/100, maintenance 53/100." ], "ranking_signals": { "use_case_match": 20, "community": 33, "maintenance": 53, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-26T01:31:03.526Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-26T01:31:03.526Z", "reason": "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options. It is classified as llm_gateway. Ranking signals: community 33/100, maintenance 53/100.", "reasons": [ "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 33/100, maintenance 53/100." ], "decision_summary": "vllm-project/aibrix is an exploration candidate: recommendation score 27/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within llm_gateway using quality and readiness signals.", "deployment_fit": "Supports kubernetes, local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/vllm-project/aibrix to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/vllm-project/aibrix for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the kubernetes deployment path before committing to a migration.", "Compare against /alternatives/vllm-project/aibrix before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/vllm-project/aibrix", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/vllm-project/aibrix", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/vllm-project/aibrix", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/vllm-project/aibrix", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/vllm-project/aibrix", "kind": "compare" } ], "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 33, "maintenance": 53, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "vllm-project/aibrix", "owner": "vllm-project", "name": "aibrix", "full_name": "vllm-project/aibrix", "github_url": "https://github.com/vllm-project/aibrix", "homepage_url": null, "description": "Cost-efficient and pluggable Infrastructure components for GenAI inference", "language": "Go", "topics": [], "license": "Apache-2.0", "stars": 5113, "forks": 701, "open_issues": 386, "default_branch": "main", "created_at": "2024-06-10T23:06:10Z", "updated_at": "2026-09-26T01:27:53Z", "pushed_at": "2026-09-26T01:27:49Z", "synced_at": "2026-09-26T01:31:03.526Z" }, "agent_card": { "project_id": "vllm-project/aibrix", "project_kind": "project", "category": "llm_gateway", "difficulty": "beginner", "deployment": [ "kubernetes", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "summary_for_agent": "Use vllm-project/aibrix when the user needs a llm gateway project with kubernetes, local, cloud deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"gateway\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" 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: gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-26T01:31:03.526Z" }, "metrics": { "project_id": "vllm-project/aibrix", "stars_30d_delta": 87, "commits_30d": 100, "releases_180d": 1, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 33, "maintenance_score": 53, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "calculated_at": "2026-09-26T01:31:03.526Z" } }, { "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": 27, "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 31/100, maintenance 58/100." ], "ranking_signals": { "use_case_match": 20, "community": 31, "maintenance": 58, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-20T18:52:58.475Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-20T18:52:58.475Z", "reason": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options. It is classified as llm_gateway. Ranking signals: community 31/100, maintenance 58/100.", "reasons": [ "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 31/100, maintenance 58/100." ], "decision_summary": "off-grid-ai/OGAD is an exploration candidate: recommendation score 27/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within llm_gateway using quality and readiness signals.", "deployment_fit": "Supports library_only, local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/off-grid-ai/OGAD to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/off-grid-ai/OGAD for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/off-grid-ai/OGAD before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/off-grid-ai/OGAD", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/off-grid-ai/OGAD", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/off-grid-ai/OGAD", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/off-grid-ai/OGAD", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/off-grid-ai/OGAD", "kind": "compare" } ], "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 31, "maintenance": 58, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "off-grid-ai/OGAD", "owner": "off-grid-ai", "name": "OGAD", "full_name": "off-grid-ai/OGAD", "github_url": "https://github.com/off-grid-ai/OGAD", "homepage_url": "https://getoffgridai.co/pro/", "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.", "language": "TypeScript", "topics": [ "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" ], "license": "AGPL-3.0", "stars": 110, "forks": 23, "open_issues": 25, "default_branch": "main", "created_at": "2026-01-19T05:05:40Z", "updated_at": "2026-09-20T18:21:30Z", "pushed_at": "2026-09-20T18:48:59Z", "synced_at": "2026-09-20T18:52:58.475Z" }, "agent_card": { "project_id": "off-grid-ai/OGAD", "project_kind": "project", "category": "llm_gateway", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "Hal0ai/hal0", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "frieser/antigravity-proxy", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "summary_for_agent": "Use off-grid-ai/OGAD when the user needs a llm gateway project with library-only, local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-09-20T18:52:58.475Z" }, "metrics": { "project_id": "off-grid-ai/OGAD", "stars_30d_delta": 44, "commits_30d": 100, "releases_180d": 74, "contributors_90d": 6, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 31, "maintenance_score": 58, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-20T18:52:58.475Z" } }, { "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": 27, "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 30/100, maintenance 56/100." ], "ranking_signals": { "use_case_match": 20, "community": 30, "maintenance": 56, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-23T18:01:04.044Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-23T18:01:04.044Z", "reason": "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options. It is classified as llm_gateway. Ranking signals: community 30/100, maintenance 56/100.", "reasons": [ "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 30/100, maintenance 56/100." ], "decision_summary": "VkRainB/ccMesh is an exploration candidate: recommendation score 27/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within llm_gateway using quality and readiness signals.", "deployment_fit": "Supports library_only, local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/VkRainB/ccMesh to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/VkRainB/ccMesh for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the library_only deployment path before committing to a migration.", "Compare against /alternatives/VkRainB/ccMesh before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/VkRainB/ccMesh", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/VkRainB/ccMesh", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/VkRainB/ccMesh", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/VkRainB/ccMesh", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/VkRainB/ccMesh", "kind": "compare" } ], "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 30, "maintenance": 56, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "VkRainB/ccMesh", "owner": "VkRainB", "name": "ccMesh", "full_name": "VkRainB/ccMesh", "github_url": "https://github.com/VkRainB/ccMesh", "homepage_url": "https://vkrainb.github.io/ccMesh/", "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.", "language": "Rust", "topics": [ "claude", "desktop-app", "gateway", "llm", "local-proxy", "protocol-conversion", "tauri2" ], "license": "Apache-2.0", "stars": 122, "forks": 11, "open_issues": 0, "default_branch": "master", "created_at": "2026-06-09T03:03:26Z", "updated_at": "2026-09-23T03:50:56Z", "pushed_at": "2026-09-21T00:49:58Z", "synced_at": "2026-09-23T18:01:04.044Z" }, "agent_card": { "project_id": "VkRainB/ccMesh", "project_kind": "project", "category": "llm_gateway", "difficulty": "beginner", "deployment": [ "library_only", "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "MiXaiLL76/auto_ai_router", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "Ahoo-Wang/GodeX", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "summary_for_agent": "Use VkRainB/ccMesh when the user needs a llm gateway project with library-only, local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-09-23T18:01:04.044Z" }, "metrics": { "project_id": "VkRainB/ccMesh", "stars_30d_delta": 3, "commits_30d": 100, "releases_180d": 17, "contributors_90d": 3, "issue_first_response_median_hours": null, "recent_push_days": 2, "git_score": 30, "maintenance_score": 56, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 20, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-23T18:01:04.044Z" } }, { "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 local, cloud deployment options.", "alternatives": [ { "repo": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "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": [ "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": 74, "recent_commits": 100, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 63 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 62, "score": 27, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 70, "popularity": 37, "community": 47 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 67, "maintenance": 71, "documentation": 84, "stability": 90, "adoption": 50, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T16:01:05.955Z", "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 Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.", "purpose": "Use Hal0ai/hal0 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": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "repo": "andreimerfu/pllm", "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": "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" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-22T16:01:05.955Z", "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": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d." ], "recommendation_reasons": [ "Use Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 29/100, maintenance 57/100." ], "ranking_signals": { "use_case_match": 20, "community": 29, "maintenance": 57, "readiness": 0, "license_fit": 0 }, "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-09-22T16:01:05.955Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Low confidence because the recommendation score is 27/100, use-case match is 20/100, or constraints are weakly matched; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-22T16:01:05.955Z", "reason": "Use Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options. It is classified as llm_gateway. Ranking signals: community 29/100, maintenance 57/100.", "reasons": [ "Use Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.", "It is classified as llm_gateway.", "Ranking signals: community 29/100, maintenance 57/100." ], "decision_summary": "Hal0ai/hal0 is an exploration candidate: recommendation score 27/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Ranked within llm_gateway using quality and readiness signals.", "deployment_fit": "Supports local, cloud deployment paths.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/Hal0ai/hal0 to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/Hal0ai/hal0 for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (category) as the initial acceptance checklist.", "Prototype the local deployment path before committing to a migration.", "Compare against /alternatives/Hal0ai/hal0 before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/Hal0ai/hal0", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/Hal0ai/hal0", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/Hal0ai/hal0", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/Hal0ai/hal0", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/Hal0ai/hal0", "kind": "compare" } ], "matched_constraints": { "category": "llm_gateway" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 20, "community": 29, "maintenance": 57, "readiness": 0, "license_fit": 0 }, "confidence": "low", "project": { "id": "Hal0ai/hal0", "owner": "Hal0ai", "name": "hal0", "full_name": "Hal0ai/hal0", "github_url": "https://github.com/Hal0ai/hal0", "homepage_url": "https://hal0.dev", "description": "Open-source self-hosted home AI inference platform for AMD Strix Halo — multi-backend slots, OpenAI-compatible gateway, Vue 3 + FastAPI + systemd.", "language": "Python", "topics": [ "ai", "amd-ryzen-ai", "fastapi", "homelab", "igpu", "inference", "llama-cpp", "llm", "npu", "openai-compatible", "rocm", "self-hosted", "strix-halo", "systemd", "vue" ], "license": "Apache-2.0", "stars": 74, "forks": 8, "open_issues": 121, "default_branch": "main", "created_at": "2026-05-15T15:27:59Z", "updated_at": "2026-09-16T21:15:41Z", "pushed_at": "2026-09-21T18:26:06Z", "synced_at": "2026-09-22T16:01:05.955Z" }, "agent_card": { "project_id": "Hal0ai/hal0", "project_kind": "project", "category": "llm_gateway", "difficulty": "beginner", "deployment": [ "local", "cloud" ], "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" ], "alternatives": [ { "project_id": "off-grid-ai/OGAD", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "andreimerfu/pllm", "reason": "Same llm gateway intent with llm_gateway overlap." }, { "project_id": "Devansh-365/freellm", "reason": "Same llm gateway intent with llm_gateway overlap." } ], "summary_for_agent": "Use Hal0ai/hal0 when the user needs a llm gateway project with local, cloud deployment options.", "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." ] } }, "schema_version": "v1", "generated_at": "2026-09-22T16:01:05.955Z" }, "metrics": { "project_id": "Hal0ai/hal0", "stars_30d_delta": 7, "commits_30d": 100, "releases_180d": 63, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 29, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-22T16:01:05.955Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-26T16:51:33.857Z", "snapshot_id": "d1:1213:2026-09-26T16:31:17.417Z", "latest_synced_at": "2026-09-26T16:31:17.417Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }