{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ry2xpthag4q6","handle":"session-mesh-mcp","url":"https://wellknown.network/agents/session-mesh-mcp","links":{"self":"https://wellknown.network/agents/session-mesh-mcp/record.json","html":"https://wellknown.network/agents/session-mesh-mcp","markdown":"https://wellknown.network/agents/session-mesh-mcp/record.md","api":"https://wellknown.network/api/v1/agents/session-mesh-mcp","status":"https://wellknown.network/api/v1/agents/session-mesh-mcp/status","claim":"https://wellknown.network/agents/session-mesh-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/session-mesh-mcp/claim.json","badge":"https://wellknown.network/agents/session-mesh-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/session-mesh-mcp/history","tools":"https://wellknown.network/api/v1/agents/session-mesh-mcp/tools"},"ard":{"identifier":"urn:air::server:session-mesh-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"session-mesh-mcp","summary":"Model Context Protocol multi-agent coordination kernel, cross-session mesh, and context firewall.","description":"# ⚡ MCP Agent Orchestrator\n\n[![TypeScript](https://img.shields.io/badge/TypeScript-5.8-blue.svg)](https://www.typescriptlang.org/)\n[![MCP](https://img.shields.io/badge/Model_Context_Protocol-1.12-green.svg)](https://modelcontextprotocol.io/)\n[![License](https://img.shields.io/badge/License-MIT-purple.svg)](LICENSE)\n[![Tests](https://img.shields.io/badge/Tests-29%2F29_Passing-brightgreen.svg)]()\n\nAn open, extensible **Model Context Protocol (MCP)** server that acts as a scalable, multi-modal **multi-agent coordination engine**.\n\nIt allows any MCP-compatible client (**Claude Desktop**, **Cursor**, **Antigravity**, **Zed**, **LibreChat**) to delegate complex multi-step programming and research goals to internal teams of specialized subagents — acting as a **context firewall** to conserve client token limits while preventing tool timeouts.\n\n---\n\n## 🌟 Key Features\n\n* **🧠 Multi-Modal Orchestration**:\n  1. **Cross-Session Agent Mesh (`invoke_session`, `send_session_message`, `check_inbox`)**: Spawn independent specialist subagents in isolated sessions with dedicated models, context boundaries, persistent SQLite inboxes, and bidirectional inter-session messaging.\n  2. **Autonomous Swarm (`start_swarm`)**: Supervisor agent decomposes goals into subtasks, delegates to worker agents, and synthesizes final outputs.\n  3. **Interactive Toolkit (`spawn_agent`, `send_agent_message`)**: Direct agent management primitives enabling host models to orchestrate custom loops.\n  4. **Structured Pipelines (`run_pipeline`)**: Deterministic multi-stage DAG workflows passing typed artifacts with human-in-the-loop checkpoints (`approve_checkpoint`).\n* **🔌 Flexible Inference (Zero API Keys or Cloud APIs)**:\n  * **Zero-Key Local Setup**: Uses your authenticated local **Antigravity (`agy`)** CLI (accessing `gemini-3.8-flash-high`, `claude-sonnet-4-6`, etc.) or **Ollama**.\n  * **Cloud API Setup**: Direct integrations for Google Gemini, Anthropic, OpenAI, or any OpenAI-compatible provider (DeepS…","publisher":null,"homepage":"https://github.com/ShashankIIITN/agent-mesh-mcp","repository":"https://github.com/ShashankIIITN/agent-mesh-mcp","version":"0.2.0","license":"MIT","protocols":["mcp"],"tags":["mcp","model-context-protocol","agent","orchestrator","multi-agent","swarm","agent-mesh","context-firewall"],"pricing":null,"endpoints":[{"url":"pypi:session-mesh-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"automation.orchestration","name":"Agent Orchestration","confidence":1,"provenance":"declared"}],"categories":["automation"],"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":"session-mesh-mcp","registry":"pypi","observedAt":"2026-10-28T22:24:30.271Z","publishedAt":"2026-10-26T17:55:27.851330Z","latestVersion":"0.2.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"session-mesh-mcp","url":"https://pypi.org/project/session-mesh-mcp/","firstSeenAt":"2026-10-28T22:23:03.732Z","fetchedAt":"2026-10-28T22:23:03.732Z","normalizedAt":"2026-10-28T22:23:03.732Z"}]},"firstSeenAt":"2026-10-28T22:23:03.732Z","updatedAt":"2026-10-28T22:24:30.271Z"}