{ "project": { "project_id": "linora-u/AgentLoom", "repo": "linora-u/AgentLoom", "name": "AgentLoom", "github_url": "https://github.com/linora-u/AgentLoom", "homepage_url": "https://github.com/linora-u/AgentLoom#readme", "language": "Python", "license": null, "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-framework", "ai-agent", "automation", "cicd", "code-review", "developer-tools", "llm", "mcp", "multi-agent", "open-source", "orchestration", "python", "unit-testing", "workflow-automation", "yaml" ], "description": "Simple, flexible workflow orchestration for multi-agent AI apps, with YAML configuration, runtime safety, observability, and resume support.", "overview": "Use linora-u/AgentLoom when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 89, "recent_commits": 44, "contributors": 3, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 13, "agent_score": 55, "score": 70, "agent_score_breakdown": { "documentation": 90, "maintenance": 28, "deployment": 70, "popularity": 39, "community": 48 }, "git_top_score": 70, "git_top_score_breakdown": { "community": 70, "maintenance": 43, "documentation": 84, "stability": 86, "adoption": 52, "agent_readability": 90 }, "summary": { "tl_dr": "Use linora-u/AgentLoom when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use linora-u/AgentLoom when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-14T03:00:09.769Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-14T03:00:09.769Z" }, "related": [ { "project_id": "ImFeH2/flowent", "repo": "ImFeH2/flowent", "name": "flowent", "github_url": "https://github.com/ImFeH2/flowent", "homepage_url": null, "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "agent-runtime", "agentic-workflows", "ai", "ai-agent", "ai-workspace", "automation", "fastapi", "llm", "mcp", "react", "telegram-bot", "workflow", "workflow-automation" ], "description": "Run tasks and build workflows by talking to Flowent", "overview": "Use ImFeH2/flowent when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 247, "recent_commits": 90, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 29 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 29, "agent_score": 67, "score": 81, "agent_score_breakdown": { "documentation": 90, "maintenance": 55, "deployment": 90, "popularity": 48, "community": 46 }, "git_top_score": 81, "git_top_score_breakdown": { "community": 69, "maintenance": 69, "documentation": 84, "stability": 100, "adoption": 64, "agent_readability": 100 }, "summary": { "tl_dr": "Use ImFeH2/flowent when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use ImFeH2/flowent when the user needs a mcp server project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T12:01:08.928Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T12:01:08.928Z" }, { "project_id": "ZaxbyHub/opencode-swarm", "repo": "ZaxbyHub/opencode-swarm", "name": "opencode-swarm", "github_url": "https://github.com/ZaxbyHub/opencode-swarm", "homepage_url": null, "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-swarm", "ai-agents", "ai-coding", "automation", "bun", "cli", "code-review", "coding-agent", "developer-tools", "github", "guardrails", "llm", "mcp", "multi-agent", "open-source", "opencode", "opencode-plugin", "planning", "software-engineering", "typescript" ], "description": " Architect-centric agentic swarm plugin for OpenCode. Hub-and-spoke orchestration with SME consultation, code generation, and QA review.", "overview": "Use ZaxbyHub/opencode-swarm when the user needs a mcp server project with library_only, local, cloud deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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." ] } }, "quality_signals": { "stars": 389, "recent_commits": 100, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 69, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 80, "popularity": 52, "community": 58 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 84, "stability": 90, "adoption": 73, "agent_readability": 100 }, "summary": { "tl_dr": "Use ZaxbyHub/opencode-swarm when the user needs a mcp server project with library_only, local, cloud deployment options.", "purpose": "Use ZaxbyHub/opencode-swarm when the user needs a mcp server project with library_only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-07T21:01:10.468Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-07T21:01:10.468Z" }, { "project_id": "mixpeek/amux", "repo": "mixpeek/amux", "name": "amux", "github_url": "https://github.com/mixpeek/amux", "homepage_url": "https://amux.io", "language": "HTML", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-orchestration", "agentic-ai", "ai-agents", "ai-coding-assistant", "anthropic", "automation", "claude", "claude-code", "cli", "codex", "coding-agent", "developer-tools", "gemini", "llm", "mcp", "multi-agent", "orchestration", "python", "self-hosted", "tmux" ], "description": "Open-source control plane for AI coding agents — run, monitor & orchestrate dozens of parallel Claude Code, Codex & Gemini sessions from one web dashboard or your phone. Self-healing, single-file, tmux-native.", "overview": "Use mixpeek/amux when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 294, "recent_commits": 100, "contributors": 9, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 16, "agent_score": 59, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 33, "deployment": 70, "popularity": 49, "community": 54 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 94, "maintenance": 42, "documentation": 84, "stability": 70, "adoption": 70, "agent_readability": 100 }, "summary": { "tl_dr": "Use mixpeek/amux when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use mixpeek/amux when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-12T11:50:38.006Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:50:38.006Z" }, { "project_id": "trpc-group/trpc-agent-go", "repo": "trpc-group/trpc-agent-go", "name": "trpc-agent-go", "github_url": "https://github.com/trpc-group/trpc-agent-go", "homepage_url": "https://trpc-group.github.io/trpc-agent-go/", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "a2a", "a2a-protocol", "ag-ui", "agent", "agent-framework", "ai", "ai-agents", "evaluation", "go", "golang", "graph-workflows", "llm", "mcp", "model-context-protocol", "multi-agent", "observability", "opentelemetry", "rag" ], "description": "A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.", "overview": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1535, "recent_commits": 100, "contributors": 48, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 11, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 40, "agent_score": 78, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 67, "deployment": 80, "popularity": 64, "community": 93 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 78, "documentation": 84, "stability": 90, "adoption": 94, "agent_readability": 100 }, "summary": { "tl_dr": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.", "purpose": "Use trpc-group/trpc-agent-go when the user needs a mcp server project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "medium", "evidence": [ "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 11, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-12T11:45:26.150Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:45:26.150Z" }, { "project_id": "bytechefhq/bytechef", "repo": "bytechefhq/bytechef", "name": "bytechef", "github_url": "https://github.com/bytechefhq/bytechef", "homepage_url": "https://www.bytechef.io", "language": "Java", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai", "ai-agents", "api", "automation", "embedded-ipaas", "hacktoberfest", "integrations", "ipaas", "java", "llm", "low-code", "mcp", "n8n", "no-code", "self-hosted", "typescript", "workato", "workflow", "workflow-automation", "zapier" ], "description": "Open-source platform that unifies AI agent orchestration and workflow automation — autonomy and precision in one platform.", "overview": "Use bytechefhq/bytechef when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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: python, postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 905, "recent_commits": 100, "contributors": 47, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 76, "score": 87, "agent_score_breakdown": { "documentation": 90, "maintenance": 53, "deployment": 90, "popularity": 59, "community": 92 }, "git_top_score": 87, "git_top_score_breakdown": { "community": 100, "maintenance": 66, "documentation": 84, "stability": 90, "adoption": 87, "agent_readability": 100 }, "summary": { "tl_dr": "Use bytechefhq/bytechef when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use bytechefhq/bytechef when the user needs a mcp server project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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: python, postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T11:47:12.011Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:47:12.011Z" }, { "project_id": "ModelEngine-Group/nexent", "repo": "ModelEngine-Group/nexent", "name": "nexent", "github_url": "https://github.com/ModelEngine-Group/nexent", "homepage_url": null, "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent", "agentic-ai", "agentic-framework", "agentic-rag", "agentic-workflow", "ai", "harness", "harness-engineering", "llm", "mcp", "multi-agent", "rag" ], "description": "Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.", "overview": "Use ModelEngine-Group/nexent when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "wonderwhy-er/DesktopCommanderMCP", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"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: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 5553, "recent_commits": 73, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 17 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 51, "agent_score": 85, "score": 92, "agent_score_breakdown": { "documentation": 90, "maintenance": 72, "deployment": 90, "popularity": 75, "community": 100 }, "git_top_score": 92, "git_top_score_breakdown": { "community": 100, "maintenance": 81, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use ModelEngine-Group/nexent when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use ModelEngine-Group/nexent when the user needs a mcp server project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with agent_memory, mcp overlap." }, { "repo": "wonderwhy-er/DesktopCommanderMCP", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "rocketride-org/rocketride-server", "reason": "Same mcp server intent with mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "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: python.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-09T12:01:13.759Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-09T12:01:13.759Z" }, { "project_id": "automagik-dev/genie", "repo": "automagik-dev/genie", "name": "genie", "github_url": "https://github.com/automagik-dev/genie", "homepage_url": "https://docs.automagik.dev/genie", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-developer-tools", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "cli", "coding-agents", "context-engineering", "developer-tools", "llm", "mcp", "orchestration", "parallel-agents", "productivity", "terminal", "typescript", "vibe-coding", "worktrees" ], "description": "Wishes in, PRs out. CLI agent that interviews you, plans the work, dispatches parallel agents in isolated worktrees, and reviews code before you see it.", "overview": "Use automagik-dev/genie when the user needs a mcp server project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 323, "recent_commits": 100, "contributors": 17, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 32, "agent_score": 69, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 60, "deployment": 80, "popularity": 50, "community": 62 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 84, "stability": 100, "adoption": 72, "agent_readability": 100 }, "summary": { "tl_dr": "Use automagik-dev/genie when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use automagik-dev/genie when the user needs a mcp server project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "front-end apps", "non-tooling backends" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with coding_agent, mcp overlap." }, { "repo": "heygen-com/hyperframes", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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: postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T11:47:22.948Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:47:22.948Z" }, { "project_id": "bagidea/bagidea-office", "repo": "bagidea/bagidea-office", "name": "bagidea-office", "github_url": "https://github.com/bagidea/bagidea-office", "homepage_url": "https://bagidea.github.io/bagidea-office/", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-orchestration", "ai", "ai-agents", "anthropic", "automation", "autonomous-agents", "claude", "claude-code", "desktop-wallpaper", "gemini", "godot", "llm", "llm-agents", "local-llm", "mcp", "multi-agent", "ollama", "openai" ], "description": "A living AI-agent office on your desktop wallpaper — Claude Code agents that walk, work, delegate, learn & hold meetings. Per-agent swappable models (Claude/GLM/DeepSeek/Qwen/Kimi/OpenAI/Gemini/Groq/Ollama…), workflows, plugins, voice & Telegram/Discord/LINE. Open source.", "overview": "Use bagidea/bagidea-office when the user needs a mcp server project with local, cloud deployment options.", "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "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, postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signals": { "stars": 141, "recent_commits": 100, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 62 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 30, "agent_score": 63, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 56, "deployment": 70, "popularity": 43, "community": 49 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 75, "maintenance": 70, "documentation": 84, "stability": 100, "adoption": 64, "agent_readability": 100 }, "summary": { "tl_dr": "Use bagidea/bagidea-office when the user needs a mcp server project with local, cloud deployment options.", "purpose": "Use bagidea/bagidea-office when the user needs a mcp server project with local, cloud deployment options.", "install": "Run the MCP server following the repository's transport instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "local", "cloud" ], "alternatives": [ { "repo": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "aaif-goose/goose", "reason": "Same mcp server intent with mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" 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, postgres.", "No Cloudflare deployment signal detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 10, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "last_verified_at": "2026-07-12T11:46:02.242Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:46:02.242Z" } ], "resolved_from": { "requested_id": "linora-u/AgentLoom", "resolved_id": "linora-u/AgentLoom", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 946, "generated_at": "2026-07-15T07:11:47.556Z", "snapshot_id": "d1:946:2026-07-15T07:00:33.967Z", "latest_synced_at": "2026-07-15T07:00:33.967Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }