{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_68b77yt6qzzc","handle":"agent-mcp-framework","url":"https://wellknown.network/agents/agent-mcp-framework","links":{"self":"https://wellknown.network/agents/agent-mcp-framework/record.json","html":"https://wellknown.network/agents/agent-mcp-framework","markdown":"https://wellknown.network/agents/agent-mcp-framework/record.md","api":"https://wellknown.network/api/v1/agents/agent-mcp-framework","status":"https://wellknown.network/api/v1/agents/agent-mcp-framework/status","claim":"https://wellknown.network/agents/agent-mcp-framework/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/agent-mcp-framework/claim.json","badge":"https://wellknown.network/agents/agent-mcp-framework/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:agent-mcp-framework","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"agent-mcp-framework","summary":"A Python framework for building multi-agent MCP servers","description":"# agent-mcp-framework\n\n[![CI](https://github.com/Jbermingham1/agent-mcp-framework/actions/workflows/ci.yml/badge.svg)](https://github.com/Jbermingham1/agent-mcp-framework/actions/workflows/ci.yml)\n[![PyPI](https://img.shields.io/pypi/v/agent-mcp-framework)](https://pypi.org/project/agent-mcp-framework/)\n[![Docker](https://img.shields.io/badge/docker-ready-blue?logo=docker)](https://github.com/Jbermingham1/agent-mcp-framework/blob/main/Dockerfile)\n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)\n\nA Python framework for building multi-agent MCP (Model Context Protocol) servers.\n\nCompose multi-agent systems with sequential, parallel, conditional, and map-reduce pipeline patterns, agent lifecycle hooks, and structured outputs — and expose the result as MCP tools for Claude, VSCode, or any MCP-compatible client.\n\n## Features\n\n- **Agent abstractions** — `Agent`, `LLMAgent`, `FunctionAgent` with lifecycle hooks\n- **Pipeline composition** — Sequential, Parallel, Conditional, and MapReduce patterns\n- **MCP integration** — Expose agent pipelines as MCP tools over stdio or SSE\n- **Output formatting** — JSON, Markdown, and plain text output modes\n- **CLI** — Run servers and pipelines from the command line\n- **Docker ready** — Dockerfile, docker-compose, and container health checks\n- **CI** — GitHub Actions matrix (Python 3.10–3.13): lint, tests, Docker build\n\n## Installation\n\n```bash\npip install agent-mcp-framework\n```\n\n## Quick Start\n\n```python\nfrom agent_mcp_framework import Agent, AgentContext, AgentResult, SequentialPipeline, AgentMCPServer\n\nclass AnalyzerAgent(Agent):\n    async def run(self, context: AgentContext) -> AgentResult:\n        code = context.get(\"code\", \"\")\n        issues = []\n        if len(code.splitlines()) > 500:\n            issues.append(\"File exceeds 500 lines — consider splitting\")\n        if \"import *\" in code:\n            issues.append(\"Wildcard imports detected\")\n        context.set(\"issues\", iss…","publisher":null,"homepage":"https://github.com/Jbermingham1/agent-mcp-framework#readme","repository":"https://github.com/Jbermingham1/agent-mcp-framework#readme","version":"0.2.0","license":null,"protocols":["mcp"],"tags":["agents","ai","llm","mcp","model-context-protocol","multi-agent"],"pricing":null,"endpoints":[{"url":"pypi:agent-mcp-framework","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"automation.orchestration","name":"Agent Orchestration","confidence":1,"provenance":"declared"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.825,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"provenance":"derived"}],"categories":["automation","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"agent-mcp-framework","registry":"pypi","observedAt":"2026-09-09T08:22:32.541Z","publishedAt":"2026-07-06T06:42:12.188747Z","latestVersion":"0.2.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"agent-mcp-framework","url":"https://pypi.org/project/agent-mcp-framework/","firstSeenAt":"2026-09-09T08:21:08.479Z","fetchedAt":"2026-09-09T08:21:08.479Z","normalizedAt":"2026-09-09T08:21:08.479Z"}]},"firstSeenAt":"2026-09-09T08:21:08.479Z","updatedAt":"2026-09-09T08:22:32.541Z"}