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  1. mcp-context-engine mcp-context-engine Public

    MCP server that acts as a persistent context engine for AI assistants: task, epic and dependency tracking in SQLite/PostgreSQL so agents keep perfect state across tool calls and sessions

    Python

  2. swarm-langgraph swarm-langgraph Public

    Tutorial: a multi-agent swarm built directly on LangGraph primitives - no langgraph-swarm wrapper - where agents hand off a shared conversation via Command-returning tools

    Python

  3. supervisor-worker_agents supervisor-worker_agents Public

    Hands-on tutorial: hierarchical supervisor-worker multi-agent systems with LangGraph - persistent resumable agent conversations, safe parallel delegation, and built-in delegation-tree visualization

    Python

  4. migration-jobs-py migration-jobs-py Public

    Run-once application jobs for Python + Postgres: generate a file per job, run them all on deploy, and a tracking table guarantees no job runs twice and failed jobs retry

    Python

  5. shell-mcp shell-mcp Public

    Reference MCP server giving coding agents shell access done right: foreground commands with timeouts, background processes with PIDs, live output inspection and graceful termination

    Python