{
  "project_id": "traccia-ai/traccia-py",
  "repo": "traccia-ai/traccia-py",
  "name": "traccia-py",
  "github_url": "https://github.com/traccia-ai/traccia-py",
  "homepage_url": "https://traccia.ai/",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "ai_observability"
  ],
  "tags": [
    "agent",
    "agent-debugging",
    "agent-governance",
    "agent-governance-autonomous-systems",
    "agent-monitoring",
    "agent-monitoring-policy-engine",
    "agent-optimization",
    "agent-policies",
    "agentic-ai",
    "ai",
    "observability"
  ],
  "description": "OpenTelemetry SDK for AI agent observability, tracing, debugging, governance, and runtime policy enforcement. Monitor and debug OpenAI Agents, LangGraph, CrewAI, and LLM applications in production.",
  "overview": "Use traccia-ai/traccia-py when the user needs an ai observability project with library-only, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "pydantic/logfire",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    },
    {
      "repo": "monoscope-tech/monoscope",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    },
    {
      "repo": "traceloop/openllmetry",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    },
    {
      "repo": "eunomia-bpf/agentsight",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    },
    {
      "repo": "olemeyer/rocketplaneIO",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    },
    {
      "repo": "traceloop/openllmetry-js",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    },
    {
      "repo": "evilmartians/agent-prism",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    },
    {
      "repo": "langchain-ai/langsmith-sdk",
      "reason": "Related to traccia-ai/traccia-py through ai observability category and library_only deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "trace LLM applications",
    "monitor agent behavior",
    "debug production AI systems"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"observability\" in metadata.",
        "Matched \"tracing\" in metadata.",
        "Matched \"monitoring\" 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": 92,
    "recent_commits": 6,
    "contributors": 5,
    "issue_response_time_hours": null,
    "release_frequency_180d": 21
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 21,
  "agent_score": 60,
  "score": 75,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 39,
    "deployment": 80,
    "popularity": 39,
    "community": 50
  },
  "git_top_score": 75,
  "git_top_score_breakdown": {
    "community": 77,
    "maintenance": 43,
    "documentation": 92,
    "stability": 100,
    "adoption": 56,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use traccia-ai/traccia-py when the user needs an ai observability project with library-only, local, cloud deployment options.",
    "purpose": "Use traccia-ai/traccia-py when the user needs an ai observability project with library-only, local, cloud deployment options.",
    "install": "Install as a library or package using the repository instructions.",
    "inputs": [
      "traces",
      "events",
      "metrics"
    ],
    "outputs": [
      "dashboards",
      "alerts",
      "trace views"
    ],
    "good_for": [
      "trace LLM applications",
      "monitor agent behavior",
      "debug production AI systems",
      "monitoring AI systems",
      "debugging agent behavior",
      "instrumentation"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "model serving by itself",
      "UI-only projects"
    ],
    "deployment": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"observability\" in metadata.",
          "Matched \"tracing\" in metadata.",
          "Matched \"monitoring\" 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": "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-07-28T09:01:01.700Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "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": "2026-07-28T09:01:01.700Z",
  "knowledge": {
    "project": {
      "id": "traccia-ai/traccia-py",
      "owner": "traccia-ai",
      "name": "traccia-py",
      "full_name": "traccia-ai/traccia-py",
      "github_url": "https://github.com/traccia-ai/traccia-py",
      "homepage_url": "https://traccia.ai/",
      "description": "OpenTelemetry SDK for AI agent observability, tracing, debugging, governance, and runtime policy enforcement. Monitor and debug OpenAI Agents, LangGraph, CrewAI, and LLM applications in production.",
      "language": "Python",
      "topics": [
        "agent",
        "agent-debugging",
        "agent-governance",
        "agent-governance-autonomous-systems",
        "agent-monitoring",
        "agent-monitoring-policy-engine",
        "agent-optimization",
        "agent-policies",
        "agentic-ai",
        "ai",
        "observability"
      ],
      "license": "Apache-2.0",
      "stars": 92,
      "forks": 20,
      "open_issues": 3,
      "default_branch": "main",
      "created_at": "2026-01-21T16:12:57Z",
      "updated_at": "2026-07-27T15:03:54Z",
      "pushed_at": "2026-07-16T10:14:02Z",
      "synced_at": "2026-07-28T09:01:01.700Z"
    },
    "agent_card": {
      "project_id": "traccia-ai/traccia-py",
      "project_kind": "project",
      "category": "ai_observability",
      "difficulty": "beginner",
      "deployment": [
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "trace LLM applications",
        "monitor agent behavior",
        "debug production AI systems"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [],
      "summary_for_agent": "Use traccia-ai/traccia-py when the user needs an ai observability project with library-only, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"observability\" in metadata.",
            "Matched \"tracing\" in metadata.",
            "Matched \"monitoring\" 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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-28T09:01:01.700Z"
    },
    "metrics": {
      "project_id": "traccia-ai/traccia-py",
      "stars_30d_delta": 15,
      "commits_30d": 6,
      "releases_180d": 21,
      "contributors_90d": 5,
      "issue_first_response_median_hours": null,
      "recent_push_days": 11,
      "git_score": 21,
      "maintenance_score": 39,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-28T09:01:01.700Z"
    }
  },
  "resolved_from": {
    "requested_id": "traccia-ai/traccia-py",
    "resolved_id": "traccia-ai/traccia-py",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 999,
    "generated_at": "2026-07-28T12:06:25.313Z",
    "snapshot_id": "d1:999:2026-07-28T11:01:10.254Z",
    "latest_synced_at": "2026-07-28T11:01:10.254Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}