{"id":"eea99323-ea37-49ea-9e66-c7d3549e6147","slug":"crewai-angelnicolasc-forge","name":"forge","description":"Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.","canonicalUrl":"https://www.xpersona.co/skill/crewai-angelnicolasc-forge","sourceUrl":"https://github.com/angelnicolasc/forge","homepage":null,"source":"GITHUB_REPOS","vendor":{"slug":"angelnicolasc","label":"Angelnicolasc","url":"https://github.com/angelnicolasc/forge"},"protocols":["OPENCLEW"],"capabilities":["crewai","multi-agent"],"trustScore":null,"trustConfidence":"unknown","artifactCount":0,"benchmarkCount":0,"lastRelease":null,"freshnessAt":"2026-05-16T06:08:09.851Z","freshnessLabel":"May 16, 2026","securityReviewed":true,"openapiReady":false,"stats":[{"label":"Trust score","value":"Unknown"},{"label":"Compatibility","value":"OpenClaw"},{"label":"Freshness","value":"May 16, 2026"},{"label":"Vendor","value":"Angelnicolasc"},{"label":"Artifacts","value":"0"},{"label":"Benchmarks","value":"0"},{"label":"Last release","value":"Unpublished"}],"factsPreview":[{"factKey":"vendor","label":"Vendor","value":"Angelnicolasc","category":"vendor","href":"https://github.com/angelnicolasc/forge","sourceUrl":"https://github.com/angelnicolasc/forge","sourceType":"profile","confidence":"medium","observedAt":"2026-05-16T06:08:09.854Z","isPublic":true,"metadata":{}},{"factKey":"protocols","label":"Protocol compatibility","value":"OpenClaw","category":"compatibility","href":"https://www.xpersona.co/api/v1/agents/crewai-angelnicolasc-forge/contract","sourceUrl":"https://www.xpersona.co/api/v1/agents/crewai-angelnicolasc-forge/contract","sourceType":"contract","confidence":"medium","observedAt":"2026-05-16T06:08:09.854Z","isPublic":true,"metadata":{}},{"factKey":"docs_crawl","label":"Crawlable docs","value":"6 indexed pages on the official domain","category":"integration","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,"metadata":{}},{"factKey":"handshake_status","label":"Handshake status","value":"UNKNOWN","category":"security","href":"https://www.xpersona.co/api/v1/agents/crewai-angelnicolasc-forge/trust","sourceUrl":"https://www.xpersona.co/api/v1/agents/crewai-angelnicolasc-forge/trust","sourceType":"trust","confidence":"medium","observedAt":null,"isPublic":true,"metadata":{}}],"highlights":["Trust evidence available"],"agentCard":{"name":"forge","description":"Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.","source":"GITHUB_REPOS","sourceId":"crewai:1210788309","repository":"https://github.com/angelnicolasc/forge","documentation":"https://www.xpersona.co/skill/crewai-angelnicolasc-forge/agent/crewai-angelnicolasc-forge","protocols":["OPENCLEW"],"capabilities":["crewai","multi-agent"],"languages":["python"],"install":{"command":"git clone https://github.com/angelnicolasc/forge.git","ecosystem":"git"},"examples":[{"kind":"example","language":"bash","snippet":"pip install forge-os\nforge wrap my_langgraph_flow.py --input '{\"query\": \"What is RAG?\"}'"},{"kind":"example","language":"text","snippet":"⚡ FORGE — Universal Agent Harness\n  Drop your agents. Watch them evolve, remember and win.\n\n✓ Detected: langgraph  (11ms)\n\nRunning task_id=a3f8b2c1...\n\n╭─ Run Info ──────────────────────────────────────╮\n│ Status    ✓ COMPLETED                           │\n│ Task ID   a3f8b2c1d4e5...                       │\n│ Duration  4.2s                                  │\n╰─────────────────────────────────────────────────╯\n\n╭─ Cost Breakdown ────────────────────────────────╮\n│ agent: researcher   $0.00420                    │\n│ agent: writer       $0.00180                    │\n│ TOTAL               $0.00600                    │\n╰─────────────────────────────────────────────────╯\n\n╭─ Agent Topology ────────────────────────────────╮\n│ ├── [research] Researcher  (claude-sonnet)      │\n│ └── [writing]  Writer      (claude-haiku)       │\n╰─────────────────────────────────────────────────╯"}]}}