{
  "project_id": "AgentOps-AI/agentops",
  "repo": "AgentOps-AI/agentops",
  "name": "agentops",
  "github_url": "https://github.com/AgentOps-AI/agentops",
  "homepage_url": "https://agentops.ai",
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "agent",
    "agentops",
    "agents-sdk",
    "ai",
    "anthropic",
    "autogen",
    "cost-estimation",
    "crewai",
    "evals",
    "evaluation-metrics",
    "groq",
    "langchain",
    "llm",
    "mistral",
    "ollama",
    "openai",
    "openai-agents"
  ],
  "description": "Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI",
  "overview": "Use AgentOps-AI/agentops when the user needs an agent framework project with library-only, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "langchain-ai/langchain",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "The-PR-Agent/pr-agent",
      "reason": "Same agent framework intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    },
    {
      "repo": "google/adk-python",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    },
    {
      "repo": "ax-llm/ax",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    },
    {
      "repo": "omnigent-ai/omnigent",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    },
    {
      "repo": "langchain-ai/langchain",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    },
    {
      "repo": "olimorris/codecompanion.nvim",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    },
    {
      "repo": "i-am-bee/beeai-framework",
      "reason": "Related to AgentOps-AI/agentops through agent framework category and library_only deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build agents with agentops",
    "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 \"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.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 5828,
    "recent_commits": 0,
    "contributors": 49,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 30,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 14,
  "agent_score": 69,
  "score": 72,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 18,
    "deployment": 80,
    "popularity": 75,
    "community": 94
  },
  "git_top_score": 72,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 12,
    "documentation": 92,
    "stability": 45,
    "adoption": 100,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-19T09:00:36.962Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
        ]
      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
        ]
      },
      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
        ]
      },
      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
        ]
      },
      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
        ]
      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
        ]
      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
        ]
      }
    },
    "coverage": {
      "observed": 3,
      "inferred": 1,
      "not_run": 2,
      "unknown": 0
    },
    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
    ]
  },
  "summary": {
    "tl_dr": "Use AgentOps-AI/agentops when the user needs an agent framework project with library-only, local, cloud deployment options.",
    "purpose": "Use AgentOps-AI/agentops when the user needs an agent framework project with library-only, local, cloud deployment options.",
    "install": "Install as a library or package using the repository instructions.",
    "inputs": [
      "task prompt",
      "tools",
      "context",
      "memory/state"
    ],
    "outputs": [
      "agent runs",
      "tool calls",
      "workflow state"
    ],
    "good_for": [
      "build agents with agentops",
      "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": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "Significant-Gravitas/AutoGPT",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "The-PR-Agent/pr-agent",
        "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 \"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.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 30,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-19T09:00:36.962Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-09-19T09:00:36.962Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "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",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-19T09:00:36.962Z",
  "knowledge": {
    "project": {
      "id": "AgentOps-AI/agentops",
      "owner": "AgentOps-AI",
      "name": "agentops",
      "full_name": "AgentOps-AI/agentops",
      "github_url": "https://github.com/AgentOps-AI/agentops",
      "homepage_url": "https://agentops.ai",
      "description": "Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI",
      "language": "Python",
      "topics": [
        "agent",
        "agentops",
        "agents-sdk",
        "ai",
        "anthropic",
        "autogen",
        "cost-estimation",
        "crewai",
        "evals",
        "evaluation-metrics",
        "groq",
        "langchain",
        "llm",
        "mistral",
        "ollama",
        "openai",
        "openai-agents"
      ],
      "license": "MIT",
      "stars": 5828,
      "forks": 623,
      "open_issues": 183,
      "default_branch": "main",
      "created_at": "2023-08-15T23:26:23Z",
      "updated_at": "2026-09-18T22:27:29Z",
      "pushed_at": "2026-06-25T08:25:03Z",
      "synced_at": "2026-09-19T09:00:36.962Z"
    },
    "agent_card": {
      "project_id": "AgentOps-AI/agentops",
      "project_kind": "project",
      "category": "agent_framework",
      "difficulty": "beginner",
      "deployment": [
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with agentops",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "Significant-Gravitas/AutoGPT",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "The-PR-Agent/pr-agent",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use AgentOps-AI/agentops when the user needs an agent framework project with library-only, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent framework\" in metadata.",
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "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.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-19T09:00:36.962Z"
    },
    "metrics": {
      "project_id": "AgentOps-AI/agentops",
      "stars_30d_delta": 40,
      "commits_30d": 0,
      "releases_180d": 0,
      "contributors_90d": 49,
      "issue_first_response_median_hours": null,
      "recent_push_days": 86,
      "git_score": 14,
      "maintenance_score": 18,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-09-19T09:00:36.962Z"
    }
  },
  "resolved_from": {
    "requested_id": "AgentOps-AI/agentops",
    "resolved_id": "AgentOps-AI/agentops",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-20T02:45:08.664Z",
    "snapshot_id": "d1:1213:2026-09-20T02:30:40.753Z",
    "latest_synced_at": "2026-09-20T02:30:40.753Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}