{ "project": { "project_id": "DataFog/datafog-python", "repo": "DataFog/datafog-python", "name": "datafog-python", "github_url": "https://github.com/DataFog/datafog-python", "homepage_url": "https://datafog.ai", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "agent-security", "ai-agents", "anonymization", "claude-code", "compliance", "data-privacy", "data-protection", "de-identification", "guardrails", "litellm", "llm", "llm-security", "nlp", "pii", "pii-detection", "pii-redaction", "privacy-engineering", "python", "sdk" ], "description": "Offline PII firewall for AI agents and LLM apps: fast local detection and redaction, Claude Code hook, LiteLLM guardrail. Zero network calls, one dependency.", "overview": "Use DataFog/datafog-python when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 68, "recent_commits": 18, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 18 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 22, "agent_score": 61, "score": 78, "agent_score_breakdown": { "documentation": 90, "maintenance": 45, "deployment": 80, "popularity": 37, "community": 50 }, "git_top_score": 78, "git_top_score_breakdown": { "community": 75, "maintenance": 57, "documentation": 92, "stability": 100, "adoption": 52, "agent_readability": 100 }, "summary": { "tl_dr": "Use DataFog/datafog-python when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "purpose": "Use DataFog/datafog-python when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "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": "2026-08-18T08:57:36.344Z" }, "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": "2026-08-18T08:57:36.344Z" }, "related": [ { "project_id": "NVIDIA-NeMo/Guardrails", "repo": "NVIDIA-NeMo/Guardrails", "name": "Guardrails", "github_url": "https://github.com/NVIDIA-NeMo/Guardrails", "homepage_url": "https://docs.nvidia.com/nemo/guardrails/latest/index.html", "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "agents", "generative-ai", "guardrails", "llm-safety", "llm-security", "llms", "nvidia", "python", "safety" ], "description": "NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.", "overview": "Use NVIDIA-NeMo/Guardrails when the user needs a prompt tooling project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "dottxt-ai/outlines", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "BoundaryML/baml", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "DataFog/datafog-python", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6976, "recent_commits": 46, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 34, "agent_score": 79, "score": 88, "agent_score_breakdown": { "documentation": 90, "maintenance": 49, "deployment": 90, "popularity": 77, "community": 100 }, "git_top_score": 88, "git_top_score_breakdown": { "community": 100, "maintenance": 59, "documentation": 92, "stability": 84, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use NVIDIA-NeMo/Guardrails when the user needs a prompt tooling project with docker, library-only, local deployment options.", "purpose": "Use NVIDIA-NeMo/Guardrails when the user needs a prompt tooling project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "dottxt-ai/outlines", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "BoundaryML/baml", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "DataFog/datafog-python", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 32, "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", "users expecting a complete hosted product", "Partial or estimated quality signals: contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-20T00:00:59.819Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: 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": "2026-08-20T00:00:59.819Z" }, { "project_id": "superagent-ai/superagent", "repo": "superagent-ai/superagent", "name": "superagent", "github_url": "https://github.com/superagent-ai/superagent", "homepage_url": "https://superagent.sh", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "ai", "anthropic", "guardrails", "llm", "openai", "prompt-injection", "security" ], "description": "Superagent protects your AI applications against prompt injections, data leaks, and harmful outputs. Embed safety directly into your app and prove compliance to your customers.", "overview": "Use superagent-ai/superagent when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with rag, workflow overlap." }, { "repo": "theopenco/llmgateway", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "Vector database", "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"prompt\" in metadata.", "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 6713, "recent_commits": 4, "contributors": 5, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 7, "agent_score": 62, "score": 76, "agent_score_breakdown": { "documentation": 90, "maintenance": 17, "deployment": 80, "popularity": 77, "community": 50 }, "git_top_score": 76, "git_top_score_breakdown": { "community": 95, "maintenance": 15, "documentation": 92, "stability": 70, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use superagent-ai/superagent when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "purpose": "Use superagent-ai/superagent when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with rag, workflow overlap." }, { "repo": "theopenco/llmgateway", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"prompt\" in metadata.", "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-17T07:30:46.605Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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": "2026-08-17T07:30:46.605Z" }, { "project_id": "theopenco/llmgateway", "repo": "theopenco/llmgateway", "name": "llmgateway", "github_url": "https://github.com/theopenco/llmgateway", "homepage_url": "https://llmgateway.io", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "ai", "ai-gateway", "analytics", "anthropic", "api-key-management", "claude", "codex", "enterprise", "guardrails", "inference", "llm", "llm-gateway", "llm-proxy", "llms", "observability", "openai", "opencode", "rate-limiting", "typescript" ], "description": "Route, manage, and analyze your LLM requests across multiple providers with a unified API interface.", "overview": "Use theopenco/llmgateway when the user needs a prompt tooling project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 1539, "recent_commits": 100, "contributors": 33, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 34, "agent_score": 74, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 58, "deployment": 80, "popularity": 64, "community": 78 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 71, "documentation": 84, "stability": 100, "adoption": 92, "agent_readability": 100 }, "summary": { "tl_dr": "Use theopenco/llmgateway when the user needs a prompt tooling project with docker, local, cloud deployment options.", "purpose": "Use theopenco/llmgateway when the user needs a prompt tooling project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "raw inference serving", "database workloads" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with observability, workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." }, { "repo": "ENTERPILOT/GoModel", "reason": "Same prompt tooling intent with llm_gateway, observability, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"guardrails\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "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, commits30d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-16T01:00:16.120Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta, 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": "2026-08-16T01:00:16.120Z" }, { "project_id": "ndcorder/outputguard", "repo": "ndcorder/outputguard", "name": "outputguard", "github_url": "https://github.com/ndcorder/outputguard", "homepage_url": "https://github.com/ndcorder/outputguard", "language": "Python", "license": "MIT", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "ai", "anthropic", "cli", "developer-tools", "json", "json-repair", "json-schema", "llm", "openai", "python", "repair", "structured-output", "validation" ], "description": "Validate, repair, and retry LLM structured outputs. 13 repair strategies for common JSON malformations, JSON Schema validation, and retry-with-feedback prompts.", "overview": "Use ndcorder/outputguard when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "567-labs/instructor", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 60, "recent_commits": 2, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 4, "agent_score": 52, "score": 60, "agent_score_breakdown": { "documentation": 90, "maintenance": 11, "deployment": 80, "popularity": 36, "community": 46 }, "git_top_score": 60, "git_top_score_breakdown": { "community": 63, "maintenance": 9, "documentation": 92, "stability": 70, "adoption": 39, "agent_readability": 100 }, "summary": { "tl_dr": "Use ndcorder/outputguard when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "purpose": "Use ndcorder/outputguard when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "567-labs/instructor", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "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": "2026-08-18T13:13:18.697Z" }, "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": "2026-08-18T13:13:18.697Z" }, { "project_id": "arena-ai/structured-logprobs", "repo": "arena-ai/structured-logprobs", "name": "structured-logprobs", "github_url": "https://github.com/arena-ai/structured-logprobs", "homepage_url": "https://arena-ai.github.io/structured-logprobs/", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "agents", "ai", "llm", "log-probability", "openai", "structured-outputs" ], "description": "OpenAI's Structured Outputs with Logprobs", "overview": "Use arena-ai/structured-logprobs when the user needs a prompt tooling project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "Starlight143/crucible", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for arena-ai/structured-logprobs." ] }, "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 211, "recent_commits": 0, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 56, "score": 63, "agent_score_breakdown": { "documentation": 90, "maintenance": 7, "deployment": 90, "popularity": 46, "community": 49 }, "git_top_score": 63, "git_top_score_breakdown": { "community": 77, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 62, "agent_readability": 100 }, "summary": { "tl_dr": "Use arena-ai/structured-logprobs when the user needs a prompt tooling project with docker, library-only, local deployment options.", "purpose": "Use arena-ai/structured-logprobs when the user needs a prompt tooling project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "Starlight143/crucible", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Curated category override for arena-ai/structured-logprobs." ] }, "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": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "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": "2026-08-18T09:30:53.169Z" }, "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": "2026-08-18T09:30:53.169Z" }, { "project_id": "omnigent-ai/omnigent", "repo": "omnigent-ai/omnigent", "name": "omnigent", "github_url": "https://github.com/omnigent-ai/omnigent", "homepage_url": "https://omnigent.ai", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent-framework", "agent-governance", "agent-orchestration", "agents", "ai", "ai-agent", "ai-agents", "claude-code", "codex", "coding-agents", "developer-tools", "llm", "ml", "multi-agent", "python", "sandbox" ], "description": "Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.", "overview": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.", "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "serverless", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build agents with omnigent", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "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, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 9097, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 12 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 84, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 100, "popularity": 79, "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 omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.", "purpose": "Use omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with omnigent", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "kubernetes", "serverless", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langchain", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "crewAIInc/crewAI", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "Significant-Gravitas/AutoGPT", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent framework\" in metadata.", "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"serverless\" in repository content.", "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, postgres, filesystem.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "partial", "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", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-20T20:51:24.662Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, 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": "2026-08-20T20:51:24.662Z" }, { "project_id": "martosaur/instructor_lite", "repo": "martosaur/instructor_lite", "name": "instructor_lite", "github_url": "https://github.com/martosaur/instructor_lite", "homepage_url": null, "language": "Elixir", "license": null, "project_kind": "project", "category": [ "prompt_tooling" ], "tags": [ "ai", "ecto", "elixir", "instructor", "llm" ], "description": "Structured outputs for LLMs in Elixir ", "overview": "Use martosaur/instructor_lite when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "manage prompts", "version prompt workflows", "improve prompt iteration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in repository content." ] }, "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 142, "recent_commits": 10, "contributors": 19, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 10, "agent_score": 60, "score": 74, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 80, "popularity": 43, "community": 64 }, "git_top_score": 74, "git_top_score_breakdown": { "community": 100, "maintenance": 26, "documentation": 92, "stability": 78, "adoption": 58, "agent_readability": 100 }, "summary": { "tl_dr": "Use martosaur/instructor_lite when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "purpose": "Use martosaur/instructor_lite when the user needs a prompt tooling project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "prompt templates", "schemas", "constraints" ], "outputs": [ "structured prompts", "validated generations", "prompt tooling artifacts" ], "good_for": [ "manage prompts", "version prompt workflows", "improve prompt iteration", "structured output", "prompt engineering", "format enforcement" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "raw inference serving", "database workloads" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langfuse/langfuse", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "future-agi/future-agi", "reason": "Same prompt tooling intent with workflow overlap." }, { "repo": "guardrails-ai/guardrails", "reason": "Same prompt tooling intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"prompt\" in repository content." ] }, "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": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "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": "2026-08-18T08:57:57.851Z" }, "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": "2026-08-18T08:57:57.851Z" }, { "project_id": "agentforce314/clawcodex", "repo": "agentforce314/clawcodex", "name": "clawcodex", "github_url": "https://github.com/agentforce314/clawcodex", "homepage_url": "https://clawcodex.app", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "coding_agent" ], "tags": [ "agent", "ai", "ai-agent", "ai-coding", "claude", "claude-code", "cli", "code", "codex", "coding", "coding-agent", "deepseek", "llm", "python", "token-efficient" ], "description": "Token efficient Claude Code full Python rebuild. AI Coding Agent in 310K LoC Python. Up to 200X Cost Saving!", "overview": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.", "alternatives": [ { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "github/spec-kit", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "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": 864, "recent_commits": 100, "contributors": 11, "issue_response_time_hours": null, "release_frequency_180d": 6 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 26, "agent_score": 66, "score": 89, "agent_score_breakdown": { "documentation": 90, "maintenance": 46, "deployment": 80, "popularity": 59, "community": 56 }, "git_top_score": 89, "git_top_score_breakdown": { "community": 100, "maintenance": 63, "documentation": 92, "stability": 100, "adoption": 86, "agent_readability": 100 }, "summary": { "tl_dr": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.", "purpose": "Use agentforce314/clawcodex when the user needs a coding agent project with library-only, local, cloud deployment options.", "install": "Install as a library or package using the repository instructions.", "inputs": [ "coding task", "repo context", "tool permissions" ], "outputs": [ "code changes", "patches", "developer assistant actions" ], "good_for": [ "build AI coding assistants", "automate developer workflows", "integrate codebase-aware agents", "software engineering tasks", "code editing", "repo automation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "static documentation sites", "non-code workflows" ], "deployment": [ "library_only", "local", "cloud" ], "alternatives": [ { "repo": "ollama/ollama", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "github/spec-kit", "reason": "Same coding agent intent with coding_agent, workflow overlap." }, { "repo": "OpenHands/OpenHands", "reason": "Same coding agent intent with coding_agent, workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"coding agent\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "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": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-17T09:04:16.315Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "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": "2026-08-17T09:04:16.315Z" } ], "resolved_from": { "requested_id": "DataFog/datafog-python", "resolved_id": "DataFog/datafog-python", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1169, "generated_at": "2026-08-21T00:52:10.335Z", "snapshot_id": "d1:1169:2026-08-21T00:30:24.149Z", "latest_synced_at": "2026-08-21T00:30:24.149Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }