{ "project": { "project_id": "flytohub/flyto-core", "repo": "flytohub/flyto-core", "name": "flyto-core", "github_url": "https://github.com/flytohub/flyto-core", "homepage_url": "https://flyto2.com", "language": "Python", "license": "Apache-2.0", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": false, "estimated_items": 10, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-tools", "atomic-modules", "automation", "browser-automation", "execution-engine", "llm", "low-code", "mcp", "mcp-server", "model-context-protocol", "open-source", "playwright", "python", "rpa", "security", "web-scraping", "workflow-automation", "workflow-engine" ], "description": "Flyto2 Core is the open-source execution kernel for automation and AI-agent workflows: 451 registry-backed modules, MCP-native transport, YAML recipes, evidence capture, replay, triggers, queue, versioning, and metering.", "overview": "Use flytohub/flyto-core when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "alternatives": [], "related": [], "dependencies": [ "MCP", "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "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.", "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": 449, "recent_commits": 71, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 6 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 66, "score": 84, "agent_score_breakdown": { "documentation": 90, "maintenance": 41, "deployment": 90, "popularity": 53, "community": 53 }, "git_top_score": 84, "git_top_score_breakdown": { "community": 93, "maintenance": 59, "documentation": 92, "stability": 100, "adoption": 77, "agent_readability": 90 }, "summary": { "tl_dr": "Use flytohub/flyto-core when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "purpose": "Use flytohub/flyto-core when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "users expecting a single installable runtime or library", "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": [] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta.", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-15T18:00:36.895Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta.", "Collection/resource hub; not a single installable runtime." ], "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": "2026-07-15T18:00:36.895Z" }, "related": [ { "project_id": "achiya-automation/safari-mcp", "repo": "achiya-automation/safari-mcp", "name": "safari-mcp", "github_url": "https://github.com/achiya-automation/safari-mcp", "homepage_url": "https://achiya-automation.com", "language": "JavaScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-tools", "apple-silicon", "applescript", "automation", "browser-automation", "claude", "claude-code", "cursor", "devtools", "llm-tools", "macos", "mcp", "mcp-server", "model-context-protocol", "safari", "safari-mcp", "web-automation", "webkit", "windsurf" ], "description": "Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.", "overview": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, 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 browser_automation, mcp overlap." }, { "repo": "microsoft/playwright-mcp", "reason": "Same mcp server intent with browser_automation, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "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 \"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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 150, "recent_commits": 31, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 75 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 65, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 47, "deployment": 90, "popularity": 44, "community": 50 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 79, "maintenance": 64, "documentation": 92, "stability": 100, "adoption": 60, "agent_readability": 100 }, "summary": { "tl_dr": "Use achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use achiya-automation/safari-mcp 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": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." }, { "repo": "microsoft/playwright-mcp", "reason": "Same mcp server intent with browser_automation, mcp overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T11:48:20.582Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:48:20.582Z" }, { "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": "SigNoz/signoz", "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", "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": "SigNoz/signoz", "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 \"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": "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": "aaif-goose/goose", "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": "aaif-goose/goose", "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": "olo-dot-io/Uni-CLI", "repo": "olo-dot-io/Uni-CLI", "name": "Uni-CLI", "github_url": "https://github.com/olo-dot-io/Uni-CLI", "homepage_url": "https://olo-dot-io.github.io/Uni-CLI/", "language": "TypeScript", "license": "Apache-2.0", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "agent-infrastructure", "ai-agents", "ai-tools", "automation", "browser-automation", "cdp", "chrome", "claude-code", "cli", "codex", "cursor", "developer-tools", "mcp", "mcp-server", "nodejs", "openai", "self-repair", "typescript", "web-scraping", "yaml" ], "description": "Operations substrate for AI agents that use real software: 311 sites/tools, logged-in browsers, desktop apps, local tools, MCP, policy, evidence, AgentEnvelope v2, and self-repair.", "overview": "Use olo-dot-io/Uni-CLI 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": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 88, "recent_commits": 8, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 41 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 20, "agent_score": 60, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 80, "popularity": 39, "community": 47 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 67, "maintenance": 47, "documentation": 84, "stability": 100, "adoption": 48, "agent_readability": 100 }, "summary": { "tl_dr": "Use olo-dot-io/Uni-CLI when the user needs a mcp server project with library-only, local, cloud deployment options.", "purpose": "Use olo-dot-io/Uni-CLI 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": "SigNoz/signoz", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, 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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 9, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T11:49:10.093Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:49:10.093Z" }, { "project_id": "Skyvern-AI/skyvern", "repo": "Skyvern-AI/skyvern", "name": "skyvern", "github_url": "https://github.com/Skyvern-AI/skyvern", "homepage_url": "https://www.skyvern.com", "language": "Python", "license": "AGPL-3.0", "project_kind": "project", "category": [ "workflow_automation" ], "tags": [ "ai", "api", "automation", "browser", "browser-automation", "computer", "gpt", "llm", "playwright", "powerautomate", "puppeteer", "python", "rpa", "selenium", "vision", "workflow" ], "description": "Automate browser based workflows with AI", "overview": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" 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": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 22244, "recent_commits": 100, "contributors": 86, "issue_response_time_hours": null, "release_frequency_180d": 38 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 52, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 87, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "purpose": "Use Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "triggers", "jobs", "state" ], "outputs": [ "automation runs", "orchestrated steps", "workflow events" ], "good_for": [ "orchestrate AI workflows", "connect tools and services", "automate repeated tasks", "scheduled jobs", "durable workflows", "service orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "single-step utilities", "stateless examples" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "nottelabs/notte", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "test-zeus-ai/testzeus-hercules", "reason": "Same workflow automation intent with browser_automation, workflow overlap." }, { "repo": "tinyfish-io/agentql", "reason": "Same workflow automation intent with browser_automation, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"workflow\" in metadata.", "Matched \"automation\" 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": [ "Found multi-service or orchestration configuration files." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 24, "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", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-07-15T13:30:57.826Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-15T13:30:57.826Z" }, { "project_id": "szymdzum/browser-debugger-cli", "repo": "szymdzum/browser-debugger-cli", "name": "browser-debugger-cli", "github_url": "https://github.com/szymdzum/browser-debugger-cli", "homepage_url": "https://www.npmjs.com/package/browser-debugger-cli", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "ai-agents", "ai-tools", "automation", "browser-automation", "cdp", "chrome-devtools-protocol", "claude", "cli", "devtools", "headless-chrome", "mcp", "web-scraping" ], "description": "CLI tool for agents to quickly access browser telemetry (DOM, network, console) via Chrome DevTools Protocol.", "overview": "Use szymdzum/browser-debugger-cli when the user needs a mcp server project with docker, library-only, 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 browser_automation, mcp overlap." }, { "repo": "danny-avila/LibreChat", "reason": "Same mcp server intent with mcp overlap." } ], "related": [], "dependencies": [ "MCP", "Browser automation", "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 \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 145, "recent_commits": 0, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 56, "score": 65, "agent_score_breakdown": { "documentation": 90, "maintenance": 12, "deployment": 90, "popularity": 43, "community": 50 }, "git_top_score": 65, "git_top_score_breakdown": { "community": 79, "maintenance": 8, "documentation": 92, "stability": 70, "adoption": 57, "agent_readability": 100 }, "summary": { "tl_dr": "Use szymdzum/browser-debugger-cli when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use szymdzum/browser-debugger-cli 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": "affaan-m/ECC", "reason": "Same mcp server intent with mcp overlap." }, { "repo": "can1357/oh-my-pi", "reason": "Same mcp server intent with browser_automation, 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 \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 8, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-12T11:55:08.468Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-12T11:55:08.468Z" }, { "project_id": "weam-ai/weam", "repo": "weam-ai/weam", "name": "weam", "github_url": "https://github.com/weam-ai/weam", "homepage_url": "https://opensource.weam.ai/", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "collection", "collection_metadata": { "scope": "starter_collection", "curated": false, "estimated_items": 10, "freshness": "active" }, "category": [ "mcp_server" ], "tags": [ "agent-library", "agents", "ai", "ai-agents", "aiteamchat", "claude", "collaborative-ai", "hacktoberfest", "huggingface", "langchain", "llms", "mcp", "multi-llm", "nextjs", "openrouter", "opensource-agent-builder", "prompt-library", "rag", "typescript", "workspace" ], "description": "Web app for teams of 20+ members. In-built connections to major LLMs via API. Share chats, prompts, and agents in team or private folders. Modern, fully responsive stack (Next.js, Node.js). Deploy your own vibe-coded AI apps, agents, or workflows or use ready-made solutions from the library.", "overview": "Use weam-ai/weam when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "alternatives": [ { "repo": "ModelEngine-Group/nexent", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "yonatangross/orchestkit", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "ceilf6/FrontAgent", "reason": "Same mcp server intent with rag, mcp, workflow overlap." } ], "related": [], "dependencies": [ "MCP", "Vector database", "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection" ], "not_good_for": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 219, "recent_commits": 4, "contributors": 32, "issue_response_time_hours": null, "release_frequency_180d": 6 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 18, "agent_score": 67, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 37, "deployment": 90, "popularity": 47, "community": 77 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 40, "documentation": 92, "stability": 100, "adoption": 71, "agent_readability": 100 }, "summary": { "tl_dr": "Use weam-ai/weam when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "purpose": "Use weam-ai/weam when the user needs a curated mcp server resource collection with docker, library-only, local usage paths.", "install": "Reference collection; there is no direct install step.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "discover related AI projects", "compare implementation patterns", "bootstrap project selection", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "users expecting a single installable runtime or library", "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": "ModelEngine-Group/nexent", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "yonatangross/orchestkit", "reason": "Same mcp server intent with rag, mcp, workflow overlap." }, { "repo": "ceilf6/FrontAgent", "reason": "Same mcp server intent with rag, mcp, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "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": 7, "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": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Collection/resource hub; not a single installable runtime." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-15T10:01:07.844Z" }, "caveats": [ "users expecting a single installable runtime or library", "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Collection/resource hub; not a single installable runtime." ], "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": "2026-07-15T10:01:07.844Z" }, { "project_id": "firerpa/lamda", "repo": "firerpa/lamda", "name": "lamda", "github_url": "https://github.com/firerpa/lamda", "homepage_url": "https://device-farm.com/", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "adb", "agents", "ai", "android", "appium", "automation", "dynamic-analysis", "frida", "magisk", "mcp", "mcp-server", "mobile-security", "pentesting", "remote-control", "reverse-engineering", "security", "uiautomation", "uiautomator2", "workflow", "xposed" ], "description": "Android Full-Stack Device Control Platform: WebRTC/H.264 remote desktop, UI/OCR/image-matching automation, one-click MITM, built-in Frida, proxy/VPN/frp/P2P networking, MCP/Agent, 160+ APIs, designed for multi-device clusters and engineered deployments.", "overview": "Use firerpa/lamda when the user needs a mcp server project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "wonderwhy-er/DesktopCommanderMCP", "reason": "Same mcp server intent with mcp, workflow 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": [ "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, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 7890, "recent_commits": 2, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 9, "agent_score": 64, "score": 79, "agent_score_breakdown": { "documentation": 90, "maintenance": 20, "deployment": 90, "popularity": 78, "community": 47 }, "git_top_score": 79, "git_top_score_breakdown": { "community": 87, "maintenance": 21, "documentation": 84, "stability": 94, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use firerpa/lamda when the user needs a mcp server project with docker, library-only, local deployment options.", "purpose": "Use firerpa/lamda 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": "BerriAI/litellm", "reason": "Same mcp server intent with mcp, llm_gateway overlap." }, { "repo": "mastra-ai/mastra", "reason": "Same mcp server intent with mcp, workflow overlap." }, { "repo": "wonderwhy-er/DesktopCommanderMCP", "reason": "Same mcp server intent with mcp, workflow 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: python, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 7, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-07-15T09:51:50.951Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics" ], "last_verified_at": "2026-07-15T09:51:50.951Z" } ], "resolved_from": { "requested_id": "flytohub/flyto-core", "resolved_id": "flytohub/flyto-core", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 948, "generated_at": "2026-07-15T20:25:51.376Z", "snapshot_id": "d1:948:2026-07-15T20:00:59.617Z", "latest_synced_at": "2026-07-15T20:00:59.617Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }