{ "query": { "use_case": "build Cloudflare-ready AI agents", "deployment": "vercel", "category": "rag_framework" }, "recommendations": [ { "project_id": "mem0ai/mem0", "repo": "mem0ai/mem0", "name": "mem0", "github_url": "https://github.com/mem0ai/mem0", "homepage_url": "https://mem0.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agentic-memory", "agentic-memory-system", "agents", "ai", "ai-agents", "chatgpt", "genai", "llm", "long-term-memory", "memory", "memory-management", "python", "rag", "state-management" ], "description": "The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.", "overview": "Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "library_only", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 65607, "recent_commits": 45, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "quality_score": 79, "agent_score": 89, "score": 56, "agent_score_breakdown": { "documentation": 90, "maintenance": 68, "deployment": 100, "popularity": 96, "community": 100 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T23:00:35.987Z", "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 mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.", "purpose": "Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-18T23:00:35.987Z", "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.", "Partial or estimated quality signals: releases180d, contributors90d.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 79/100, maintenance 68/100." ], "ranking_signals": { "use_case_match": 50, "community": 79, "maintenance": 68, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 56/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-18T23:00:35.987Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: releases180d, contributors90d.", "users expecting a complete hosted product" ], "confidence_reason": "Medium confidence because the 56/100 recommendation is usable but quality or maturity evidence should be reviewed; 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": "2026-09-18T23:00:35.987Z", "reason": "Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as rag_framework. Ranking signals: community 79/100, maintenance 68/100.", "reasons": [ "Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 79/100, maintenance 68/100." ], "decision_summary": "mem0ai/mem0 is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 56/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "maturity": "High maturity signal from community and maintenance scores.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/mem0ai/mem0 to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/mem0ai/mem0 for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/mem0ai/mem0 before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/mem0ai/mem0", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/mem0ai/mem0", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/mem0ai/mem0", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/mem0ai/mem0", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/mem0ai/mem0", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 79, "maintenance": 68, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "project": { "id": "mem0ai/mem0", "owner": "mem0ai", "name": "mem0", "full_name": "mem0ai/mem0", "github_url": "https://github.com/mem0ai/mem0", "homepage_url": "https://mem0.ai", "description": "The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.", "language": "Python", "topics": [ "agentic-memory", "agentic-memory-system", "agents", "ai", "ai-agents", "chatgpt", "genai", "llm", "long-term-memory", "memory", "memory-management", "python", "rag", "state-management" ], "license": "Apache-2.0", "stars": 65607, "forks": 7699, "open_issues": 757, "default_branch": "main", "created_at": "2023-06-20T08:58:36Z", "updated_at": "2026-09-18T22:36:18Z", "pushed_at": "2026-09-18T17:55:14Z", "synced_at": "2026-09-18T23:00:35.987Z" }, "agent_card": { "project_id": "mem0ai/mem0", "project_kind": "project", "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "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": "2026-09-18T23:00:35.987Z" }, "metrics": { "project_id": "mem0ai/mem0", "stars_30d_delta": 2049, "commits_30d": 45, "releases_180d": 100, "contributors_90d": 100, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 79, "maintenance_score": 68, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "partial" }, "calculated_at": "2026-09-18T23:00:35.987Z" } }, { "project_id": "simstudioai/sim", "repo": "simstudioai/sim", "name": "sim", "github_url": "https://github.com/simstudioai/sim", "homepage_url": "https://www.sim.ai", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agent-workflow", "agentic-workflow", "agents", "ai", "aiagents", "anthropic", "artificial-intelligence", "automation", "chatbot", "deepseek", "gemini", "low-code", "nextjs", "no-code", "openai", "rag", "react", "typescript" ], "description": "Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.", "overview": "Use simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options.", "alternatives": [ { "repo": "QuantumNous/new-api", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "docker", "vercel", "serverless", "kubernetes", "local" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 29666, "recent_commits": 100, "contributors": 52, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 45, "agent_score": 88, "score": 48, "agent_score_breakdown": { "documentation": 90, "maintenance": 69, "deployment": 100, "popularity": 89, "community": 97 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 79, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:30:49.337Z", "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 simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options.", "purpose": "Use simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "vercel", "serverless", "kubernetes", "local" ], "alternatives": [ { "repo": "QuantumNous/new-api", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "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": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T05:30:49.337Z", "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.", "Partial or estimated quality signals: commits30d, releases180d." ], "recommendation_reasons": [ "Use simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 45/100, maintenance 69/100." ], "ranking_signals": { "use_case_match": 50, "community": 45, "maintenance": 69, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Medium confidence because the 48/100 recommendation is usable but quality or maturity evidence should be reviewed; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T05:30:49.337Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Medium confidence because the 48/100 recommendation is usable but quality or maturity evidence should be reviewed; 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": "2026-09-19T05:30:49.337Z", "reason": "Use simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as rag_framework. Ranking signals: community 45/100, maintenance 69/100.", "reasons": [ "Use simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 45/100, maintenance 69/100." ], "decision_summary": "simstudioai/sim is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 48/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/simstudioai/sim to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/simstudioai/sim for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/simstudioai/sim before final selection." ], "risk_flags": [], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/simstudioai/sim", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/simstudioai/sim", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/simstudioai/sim", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/simstudioai/sim", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/simstudioai/sim", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 45, "maintenance": 69, "readiness": 60, "license_fit": 0 }, "confidence": "medium", "project": { "id": "simstudioai/sim", "owner": "simstudioai", "name": "sim", "full_name": "simstudioai/sim", "github_url": "https://github.com/simstudioai/sim", "homepage_url": "https://www.sim.ai", "description": "Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.", "language": "TypeScript", "topics": [ "agent-workflow", "agentic-workflow", "agents", "ai", "aiagents", "anthropic", "artificial-intelligence", "automation", "chatbot", "deepseek", "gemini", "low-code", "nextjs", "no-code", "openai", "rag", "react", "typescript" ], "license": "Apache-2.0", "stars": 29666, "forks": 3841, "open_issues": 342, "default_branch": "main", "created_at": "2025-01-05T22:47:49Z", "updated_at": "2026-09-19T04:52:47Z", "pushed_at": "2026-09-19T05:28:24Z", "synced_at": "2026-09-19T05:30:49.337Z" }, "agent_card": { "project_id": "simstudioai/sim", "project_kind": "project", "category": "rag_framework", "difficulty": "intermediate", "deployment": [ "docker", "vercel", "serverless", "kubernetes", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "QuantumNous/new-api", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, workflow overlap." } ], "summary_for_agent": "Use simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T05:30:49.337Z" }, "metrics": { "project_id": "simstudioai/sim", "stars_30d_delta": 241, "commits_30d": 100, "releases_180d": 100, "contributors_90d": 52, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 45, "maintenance_score": 69, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T05:30:49.337Z" } }, { "project_id": "supermemoryai/smfs", "repo": "supermemoryai/smfs", "name": "smfs", "github_url": "https://github.com/supermemoryai/smfs", "homepage_url": "https://smfs.ai", "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai-agents", "ai-memory", "filesystem", "memory", "rag" ], "description": "A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file type (pdf, images, videos), and grep through them.", "overview": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" 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.", "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: filesystem." ] } }, "quality_signals": { "stars": 480, "recent_commits": 0, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 17, "agent_score": 64, "score": 43, "agent_score_breakdown": { "documentation": 90, "maintenance": 27, "deployment": 100, "popularity": 54, "community": 52 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 90, "maintenance": 30, "documentation": 92, "stability": 85, "adoption": 75, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T21:00:34.271Z", "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 supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" 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.", "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: filesystem." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T21:00:34.271Z", "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.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "recommendation_reasons": [ "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 75/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 17/100, maintenance 27/100." ], "ranking_signals": { "use_case_match": 75, "community": 17, "maintenance": 27, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 43/100, use-case match is 75/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-19T21:00:34.271Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "confidence_reason": "Low confidence because the recommendation score is 43/100, use-case match is 75/100, 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": "2026-09-19T21:00:34.271Z", "reason": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options. Use-case match is 75/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as rag_framework. Ranking signals: community 17/100, maintenance 27/100.", "reasons": [ "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 75/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 17/100, maintenance 27/100." ], "decision_summary": "supermemoryai/smfs is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 43/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Strong use-case overlap for \"build Cloudflare-ready AI agents\".", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/supermemoryai/smfs to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/supermemoryai/smfs for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/supermemoryai/smfs before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/supermemoryai/smfs", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/supermemoryai/smfs", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/supermemoryai/smfs", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/supermemoryai/smfs", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/supermemoryai/smfs", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 75, "community": 17, "maintenance": 27, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "supermemoryai/smfs", "owner": "supermemoryai", "name": "smfs", "full_name": "supermemoryai/smfs", "github_url": "https://github.com/supermemoryai/smfs", "homepage_url": "https://smfs.ai", "description": "A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file type (pdf, images, videos), and grep through them.", "language": "Rust", "topics": [ "ai-agents", "ai-memory", "filesystem", "memory", "rag" ], "license": "MIT", "stars": 480, "forks": 36, "open_issues": 6, "default_branch": "main", "created_at": "2026-04-14T19:00:51Z", "updated_at": "2026-09-18T06:02:09Z", "pushed_at": "2026-08-18T14:15:28Z", "synced_at": "2026-09-19T21:00:34.271Z" }, "agent_card": { "project_id": "supermemoryai/smfs", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "summary_for_agent": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" 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.", "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: filesystem." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T21:00:34.271Z" }, "metrics": { "project_id": "supermemoryai/smfs", "stars_30d_delta": 6, "commits_30d": 0, "releases_180d": 9, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 32, "git_score": 17, "maintenance_score": 27, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T21:00:34.271Z" } }, { "project_id": "LazyAGI/LazyLLM", "repo": "LazyAGI/LazyLLM", "name": "LazyLLM", "github_url": "https://github.com/LazyAGI/LazyLLM", "homepage_url": "https://docs.lazyllm.ai/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "agents", "ai-agent", "data", "deep-learning", "documentation-tool", "finetuning", "framework", "knowlege-graph", "langchain", "lazyllm", "llamaindex", "llm", "llms", "rag" ], "description": "Easiest and laziest way for building multi-agent LLMs applications.", "overview": "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "alternatives": [ { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "vercel", "serverless", "kubernetes", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 3885, "recent_commits": 27, "contributors": 49, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 31, "agent_score": 81, "score": 42, "agent_score_breakdown": { "documentation": 90, "maintenance": 57, "deployment": 100, "popularity": 72, "community": 94 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T05:30:59.887Z", "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 LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "purpose": "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "vercel", "serverless", "kubernetes", "library_only", "local" ], "alternatives": [ { "repo": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-14T05:30:59.887Z", "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.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 31/100, maintenance 57/100." ], "ranking_signals": { "use_case_match": 50, "community": 31, "maintenance": 57, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 42/100, use-case match is 50/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-14T05:30:59.887Z" }, "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.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 42/100, use-case match is 50/100, 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": "2026-09-14T05:30:59.887Z", "reason": "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options. Use-case match is 50/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as rag_framework. Ranking signals: community 31/100, maintenance 57/100.", "reasons": [ "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "Use-case match is 50/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 31/100, maintenance 57/100." ], "decision_summary": "LazyAGI/LazyLLM is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 42/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"build Cloudflare-ready AI agents\"; validate the target workflow.", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/LazyAGI/LazyLLM to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/LazyAGI/LazyLLM for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/LazyAGI/LazyLLM 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/LazyAGI/LazyLLM", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/LazyAGI/LazyLLM", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/LazyAGI/LazyLLM", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/LazyAGI/LazyLLM", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/LazyAGI/LazyLLM", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 50, "community": 31, "maintenance": 57, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "LazyAGI/LazyLLM", "owner": "LazyAGI", "name": "LazyLLM", "full_name": "LazyAGI/LazyLLM", "github_url": "https://github.com/LazyAGI/LazyLLM", "homepage_url": "https://docs.lazyllm.ai/", "description": "Easiest and laziest way for building multi-agent LLMs applications.", "language": "Python", "topics": [ "agents", "ai-agent", "data", "deep-learning", "documentation-tool", "finetuning", "framework", "knowlege-graph", "langchain", "lazyllm", "llamaindex", "llm", "llms", "rag" ], "license": "Apache-2.0", "stars": 3885, "forks": 413, "open_issues": 50, "default_branch": "main", "created_at": "2024-06-04T05:01:45Z", "updated_at": "2026-09-14T00:35:06Z", "pushed_at": "2026-09-14T00:34:57Z", "synced_at": "2026-09-14T05:30:59.887Z" }, "agent_card": { "project_id": "LazyAGI/LazyLLM", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "vercel", "serverless", "kubernetes", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "huggingface/transformers", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use LazyAGI/LazyLLM when the user needs a rag framework project with vercel, serverless, kubernetes deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"vercel\" in repository content.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": "2026-09-14T05:30:59.887Z" }, "metrics": { "project_id": "LazyAGI/LazyLLM", "stars_30d_delta": 18, "commits_30d": 27, "releases_180d": 12, "contributors_90d": 49, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 31, "maintenance_score": 57, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-14T05:30:59.887Z" } }, { "project_id": "supermemoryai/opensearch-ai", "repo": "supermemoryai/opensearch-ai", "name": "opensearch-ai", "github_url": "https://github.com/supermemoryai/opensearch-ai", "homepage_url": "https://opensearch.supermemory.ai", "language": "TypeScript", "license": null, "project_kind": "project", "category": [ "rag_framework" ], "tags": [], "description": "SearchGPT / Perplexity clone, but personalised for you.", "overview": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "supermemoryai/smfs", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "microsoft/kernel-memory", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database" ], "deployments": [ "cloudflare", "serverless", "vercel", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [], "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for supermemoryai/opensearch-ai." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "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: wrangler.toml.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 1331, "recent_commits": 0, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 61, "score": 36, "agent_score_breakdown": { "documentation": 90, "maintenance": 8, "deployment": 100, "popularity": 62, "community": 53 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 97, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 92, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T18:30:28.975Z", "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 supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options.", "purpose": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "supermemoryai/smfs", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "microsoft/kernel-memory", "reason": "Same rag framework intent with agent_memory, rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for supermemoryai/opensearch-ai." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "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: wrangler.toml.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-19T18:30:28.975Z", "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": [ "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": [ "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "recommendation_reasons": [ "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "Use-case match is 75/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 6/100, maintenance 8/100." ], "ranking_signals": { "use_case_match": 75, "community": 6, "maintenance": 8, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 36/100, use-case match is 75/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-19T18:30:28.975Z" }, "caveats": [ "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "confidence_reason": "Low confidence because the recommendation score is 36/100, use-case match is 75/100, 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": "2026-09-19T18:30:28.975Z", "reason": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready. Use-case match is 75/100 for \"build Cloudflare-ready AI agents\". It matches the requested vercel deployment target. It is classified as rag_framework. Ranking signals: community 6/100, maintenance 8/100.", "reasons": [ "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "Use-case match is 75/100 for \"build Cloudflare-ready AI agents\".", "It matches the requested vercel deployment target.", "It is classified as rag_framework.", "Ranking signals: community 6/100, maintenance 8/100." ], "decision_summary": "supermemoryai/opensearch-ai is an exploration candidate for \"build Cloudflare-ready AI agents\": recommendation score 36/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Strong use-case overlap for \"build Cloudflare-ready AI agents\".", "deployment_fit": "Matches requested vercel deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/supermemoryai/opensearch-ai to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/supermemoryai/opensearch-ai for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the vercel deployment path before committing to a migration.", "Compare against /alternatives/supermemoryai/opensearch-ai before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/supermemoryai/opensearch-ai", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/supermemoryai/opensearch-ai", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/supermemoryai/opensearch-ai", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/supermemoryai/opensearch-ai", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/supermemoryai/opensearch-ai", "kind": "compare" } ], "matched_constraints": { "deployment": "vercel", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 75, "community": 6, "maintenance": 8, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "supermemoryai/opensearch-ai", "owner": "supermemoryai", "name": "opensearch-ai", "full_name": "supermemoryai/opensearch-ai", "github_url": "https://github.com/supermemoryai/opensearch-ai", "homepage_url": "https://opensearch.supermemory.ai", "description": "SearchGPT / Perplexity clone, but personalised for you.", "language": "TypeScript", "topics": [], "license": null, "stars": 1331, "forks": 199, "open_issues": 1, "default_branch": "main", "created_at": "2024-07-31T01:50:05Z", "updated_at": "2026-09-17T09:50:50Z", "pushed_at": "2025-07-08T07:24:20Z", "synced_at": "2026-09-19T18:30:28.975Z" }, "agent_card": { "project_id": "supermemoryai/opensearch-ai", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "cloudflare_ready": true, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [], "alternatives": [ { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "supermemoryai/smfs", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "microsoft/kernel-memory", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "summary_for_agent": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for supermemoryai/opensearch-ai." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "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: wrangler.toml.", "Runtime blocker: none detected." ] } }, "schema_version": "v1", "generated_at": "2026-09-19T18:30:28.975Z" }, "metrics": { "project_id": "supermemoryai/opensearch-ai", "stars_30d_delta": 2, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 8, "issue_first_response_median_hours": null, "recent_push_days": 438, "git_score": 6, "maintenance_score": 8, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-19T18:30:28.975Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-20T03:56:31.750Z", "snapshot_id": "d1:1213:2026-09-20T03:30:42.223Z", "latest_synced_at": "2026-09-20T03:30:42.223Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }