{"adoption": {"forks": 615, "observed_at": "2026-08-28T04:09:29.703256+00:00", "stars": 5797}, "canonical_url": "https://ross.abutalabs.com/products/agentops", "card": {"archived": false, "artifact_type": "library", "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", "domain": ["large-language-models", "developer-tools", "monitoring", "machine-learning"], "enriched": true, "function": ["monitoring", "tracing", "benchmarking", "analytics", "logging", "sdk"], "health_score": 88, "homepage": "https://agentops.ai", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["AgentOps-AI/agentops"], "name": "AgentOps-AI/agentops", "platform": ["python", "cross-platform"], "pushed_at": "2026-06-25T08:25:03+00:00", "repo": "AgentOps-AI/agentops", "stars": 5797, "tags": ["llm-observability", "agent-monitoring", "cost-tracking", "llm-tracing", "agent-evaluation", "session-replay", "ai-agents", "nodejs"], "topics": ["agent", "agentops", "ai", "evals", "evaluation-metrics", "llm", "anthropic", "autogen", "cost-estimation", "crewai", "groq", "langchain", "mistral", "ollama", "openai", "agents-sdk", "openai-agents"], "urls": [], "use_cases": ["track llm costs per agent run", "debug ai agent workflows with session replay", "monitor ai agents in production", "evaluate and benchmark llm agents", "trace multi-agent interactions in crewai or langchain", "audit agent logs and errors"], "what_it_is": "AgentOps is a Python SDK and observability platform for monitoring, debugging, and evaluating AI agents and LLM applications. It auto-instruments LLM calls, tool usage, and multi-agent interactions, tracking traces, costs, and errors with integrations for frameworks like CrewAI, LangChain, AutoGen, and the OpenAI Agents SDK.", "when_to_avoid": ["you need general-purpose APM for non-LLM applications", "you want fully self-hosted observability without the AgentOps dashboard service", "you use a stack outside Python/TypeScript SDKs or unsupported LLM providers"], "when_to_choose": ["you build AI agents with frameworks like CrewAI, LangChain, AutoGen, or OpenAI Agents SDK and need observability", "you want LLM cost tracking and evaluation metrics with minimal code (two lines to init)", "you need session replay and time-travel debugging for agent runs"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/agentops", "repo": "AgentOps-AI/agentops", "role": "main", "score": 72}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.703256+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:52:46.909551+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f797bb1a685dee0a35a3a2f4381bb095d50c7025f28cfff0c28687c26dd2949f", "fetched_at": "2026-08-28T04:09:29.703256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AgentOps-AI/agentops"}, {"content_hash": "cf2bd381c35b80343e135f4f1d29fdf2d14c5f9e6f317126accecfaf155a8a09", "fetched_at": "2026-08-29T08:47:59.979468+00:00", "kind": "homepage", "missing": false, "url": "https://agentops.ai"}, {"content_hash": "1caf236089e32cdf973b4af5b1c1f16ac1161e8a2a4a517d68924775c7ec9bf8", "fetched_at": "2026-08-29T08:47:59.988322+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agentops.ai"}, {"content_hash": "1738bb4701d6f304bf4530a557deda1ecdea23b70c3f736133ea1280492602ee", "fetched_at": "2026-08-29T08:47:59.990289+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/agentops/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 89, "longevity": 79, "rhythm": 45}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1114, "days_push": 69, "days_rel": 369, "gap_med": 3.0, "n_releases_24m": 49}, "score": 72, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}