{"id":"3cc64052-3a64-4679-9a86-bb5301e1faca","slug":"crewai-fardeensyed-agentops-mesh","name":"agentops-mesh","description":"Open-source observability & governance platform for AI agents in production.  Trace, evaluate, and govern any agent — LangChain, CrewAI, AutoGen,  Hermes, or custom. Like Datadog, built for AI agents.","canonicalUrl":"https://www.xpersona.co/skill/crewai-fardeensyed-agentops-mesh","sourceUrl":"https://github.com/fardeensyed/agentops-mesh","homepage":null,"source":"GITHUB_REPOS","vendor":{"slug":"fardeensyed","label":"Fardeensyed","url":"https://github.com/fardeensyed/agentops-mesh"},"protocols":["OPENCLEW"],"capabilities":["crewai","multi-agent"],"trustScore":null,"trustConfidence":"unknown","artifactCount":0,"benchmarkCount":0,"lastRelease":null,"freshnessAt":"2026-10-09T17:06:10.501Z","freshnessLabel":"Oct 9, 2026","securityReviewed":true,"openapiReady":false,"stats":[{"label":"Trust score","value":"Unknown"},{"label":"Compatibility","value":"OpenClaw"},{"label":"Freshness","value":"Oct 9, 2026"},{"label":"Vendor","value":"Fardeensyed"},{"label":"Artifacts","value":"0"},{"label":"Benchmarks","value":"0"},{"label":"Last release","value":"Unpublished"}],"factsPreview":[{"factKey":"vendor","category":"vendor","label":"Vendor","value":"Fardeensyed","href":"https://github.com/fardeensyed/agentops-mesh","sourceUrl":"https://github.com/fardeensyed/agentops-mesh","sourceType":"profile","confidence":"medium","observedAt":"2026-10-09T17:06:10.507Z","isPublic":true},{"factKey":"protocols","category":"compatibility","label":"Protocol compatibility","value":"OpenClaw","href":"https://www.xpersona.co/api/v1/agents/crewai-fardeensyed-agentops-mesh/contract","sourceUrl":"https://www.xpersona.co/api/v1/agents/crewai-fardeensyed-agentops-mesh/contract","sourceType":"contract","confidence":"medium","observedAt":"2026-10-09T17:06:10.507Z","isPublic":true},{"factKey":"docs_crawl","category":"integration","label":"Crawlable docs","value":"6 indexed pages on the official domain","href":"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar","sourceUrl":"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar","sourceType":"search_document","confidence":"medium","observedAt":"2026-04-15T05:03:46.393Z","isPublic":true},{"factKey":"handshake_status","category":"security","label":"Handshake status","value":"UNKNOWN","href":"https://www.xpersona.co/api/v1/agents/crewai-fardeensyed-agentops-mesh/trust","sourceUrl":"https://www.xpersona.co/api/v1/agents/crewai-fardeensyed-agentops-mesh/trust","sourceType":"trust","confidence":"medium","observedAt":null,"isPublic":true}],"highlights":["Trust evidence available"],"agentCard":{"name":"agentops-mesh","description":"Open-source observability & governance platform for AI agents in production.  Trace, evaluate, and govern any agent — LangChain, CrewAI, AutoGen,  Hermes, or custom. Like Datadog, built for AI agents.","source":"GITHUB_REPOS","sourceId":"crewai:1254662098","repository":"https://github.com/fardeensyed/agentops-mesh","documentation":"https://www.xpersona.co/skill/crewai-fardeensyed-agentops-mesh/agent/crewai-fardeensyed-agentops-mesh","protocols":["OPENCLEW"],"capabilities":["crewai","multi-agent"],"languages":["python"],"install":{"command":"git clone https://github.com/fardeensyed/agentops-mesh.git","ecosystem":"git"},"examples":[{"kind":"example","language":"python","snippet":"import agentops\n\ntracer = agentops.init(api_key=\"your-key\")\n\n# Every OpenAI call is automatically traced — zero code changes\nwith tracer.start_trace(\"research-agent\") as root:\n    with tracer.start_span(\"openai.call\", SpanKind.LLM) as ctx:\n        ctx.span.set_attribute(\"model\", \"gpt-4o\")\n        # your agent code here — fully instrumented"},{"kind":"example","language":"text","snippet":"Your AI Agent (LangChain / CrewAI / OpenAI / custom)\n│\n▼\nPython SDK (this repo)\n├── span.py       — unit of work data model\n├── context.py    — propagates trace/span IDs automatically\n├── tracer.py     — creates and manages span lifecycle\n├── exporter.py   — batches and ships spans over HTTP\n└── integrations/ — openai.py, langchain.py, crewai.py\n│\n▼\nIngestion Gateway (FastAPI)\n├── API key auth (hashed, PostgreSQL-backed)\n├── Spend limit enforcement\n└── PII redaction\n│\n├──▶ ClickHouse  (traces — billions of rows, fast aggregation)\n└──▶ PostgreSQL  (metadata — users, projects, API keys, spend limits)\n│\n▼\nNext.js Dashboard\n├── Trace list view          ✅\n├── Span waterfall detail    ✅\n├── Cost per task analytics  ✅\n└── Governance policy controls (view) ⏳"}]}}