{"data":{"slug":"agentops-ai-agentops","name":"agentops","tagline":"Python SDK for AI agent monitoring and LLM cost tracking","github_url":"https://github.com/AgentOps-AI/agentops","owner":"AgentOps-AI","repo":"agentops","owner_avatar_url":"https://avatars.githubusercontent.com/u/140554352?v=4","primary_language":"Python","stars":5830,"forks":625,"topics":["agent","agentops","agents-sdk","ai","anthropic","autogen","cost-estimation","crewai","evals","evaluation-metrics","groq","langchain","llm","mistral","ollama","openai","openai-agents"],"archived":false,"github_pushed_at":"2026-06-25T08:25:03+00:00","maintenance_label":"Steady","stars_delta_30d":59,"url":"https://www.graphcanon.com/tools/agentops-ai-agentops","markdown_url":"https://www.graphcanon.com/tools/agentops-ai-agentops.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/agentops-ai-agentops","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=agentops-ai-agentops","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","homepage_url":"https://agentops.ai","license":"MIT","open_issues":184,"watchers":53,"ai_summary":"AgentOps-AI/agentops is an open-source Python-based toolkit that supports monitoring artificial intelligence agents, benchmarking performance metrics, and managing costs associated with Large Language Model usage. Integrations include several prominent platforms such as Langchain, CrewAI, and OpenAI Agents SDK.","readme_excerpt":"## Quick Start ⌨️\n\n```bash\npip install agentops\n```\n\n\n#### Session replays in 2 lines of code\n\nInitialize the AgentOps client and automatically get analytics on all your LLM calls.\n\n[Get an API key](https://app.agentops.ai/settings/projects)\n\n```python\nimport agentops\n\n---\n\n## Self-Hosting\n\nLooking to run the full AgentOps app (Dashboard + API backend) on your machine? Follow the setup guide in `app/README.md`:\n\n- [Run the App and Backend (Dashboard + API)](app/README.md)\n\n\n<details>\n  <summary>Agent Debugging</summary>\n  <a href=\"https://app.agentops.ai?ref=gh\">\n    <img src=\"docs/images/external/app_screenshots/session-drilldown-metadata.png\" style=\"width: 90%;\" alt=\"Agent Metadata\"/>\n  </a>\n  <a href=\"https://app.agentops.ai?ref=gh\">\n    <img src=\"docs/images/external/app_screenshots/chat-viewer.png\" style=\"width: 90%;\" alt=\"Chat Viewer\"/>\n  </a>\n  <a href=\"https://app.agentops.ai?ref=gh\">\n    <img src=\"docs/images/external/app_screenshots/session-drilldown-graphs.png\" style=\"width: 90%;\" alt=\"Event Graphs\"/>\n  </a>\n</details>\n\n<details>\n  <summary>Session Replays</summary>\n  <a href=\"https://app.agentops.ai?ref=gh\">\n    <img src=\"docs/images/external/app_screenshots/session-replay.png\" style=\"width: 90%;\" alt=\"Session Replays\"/>\n  </a>\n</details>\n\n<details>\n  <summary>Summary Analytics</summary>\n  <a href=\"https://app.agentops.ai?ref=gh\">\n   <img src=\"docs/images/external/app_screenshots/overview.png\" style=\"width: 90%;\" alt=\"Summary Analytics\"/>\n  </a>\n  <a href=\"https://app.agentops.ai?ref=gh\">\n   <img src=\"docs/images/external/app_screenshots/overview-charts.png\" style=\"width: 90%;\" alt=\"Summary Analytics Charts\"/>\n  </a>\n</details>","github_created_at":"2023-08-15T23:26:23+00:00","created_at":"2026-07-15T11:03:41.099328+00:00","updated_at":"2026-09-20T05:12:47.837056+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"slug":"evaluation-observability","name":"Evaluation & Observability","url":"https://www.graphcanon.com/categories/evaluation-observability","markdown_url":"https://www.graphcanon.com/categories/evaluation-observability.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/evaluation-observability"}],"tags":[{"slug":"ai-agents","name":"ai-agents"},{"slug":"benchmarking","name":"benchmarking"},{"slug":"cost-tracking","name":"cost-tracking"}],"trust":{"provenance":{"is_fork":false,"github_id":679017521,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T05:12:44.759Z","maintenance":{"label":"Steady","score":60,"methodology":"github_public_v1","releases_90d":0,"days_since_push":86,"last_release_at":"2025-08-29T06:36:28Z","stars_delta_30d":59,"open_issues_delta_30d":8},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-15T11:03:42.674Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-20T05:12:45.808Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-09-20T05:12:45.808Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-09-20T05:12:45.808Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["Integrations are needed specifically with Langchain, CrewAI, or OpenAI Agents SDK","Real-time session replays are required with minimal setup effort"],"when_not_to_use":["If specific integration support is needed for frameworks not listed including Autogen AG2 CamelAI","In case self-hosting of components is impractical due to resource constraints"],"source":"enrich:decision_facts","observed_at":"2026-07-17T11:05:59.864Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"AgentOps is an open-source Python toolkit for monitoring AI agents and tracking costs associated with Large Language Model usage."}]}}