{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_pn2fheb2xveg","handle":"mcp-jupyter-notebook","url":"https://wellknown.network/agents/mcp-jupyter-notebook","links":{"self":"https://wellknown.network/agents/mcp-jupyter-notebook/record.json","html":"https://wellknown.network/agents/mcp-jupyter-notebook","markdown":"https://wellknown.network/agents/mcp-jupyter-notebook/record.md","api":"https://wellknown.network/api/v1/agents/mcp-jupyter-notebook","status":"https://wellknown.network/api/v1/agents/mcp-jupyter-notebook/status","claim":"https://wellknown.network/agents/mcp-jupyter-notebook/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-jupyter-notebook/claim.json","badge":"https://wellknown.network/agents/mcp-jupyter-notebook/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-jupyter-notebook/history","tools":"https://wellknown.network/api/v1/agents/mcp-jupyter-notebook/tools"},"ard":{"identifier":"urn:air::server:mcp-jupyter-notebook","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-jupyter-notebook","summary":"An MCP server for AI agents to interact with Jupyter notebooks","description":"# MCP Jupyter Notebook Server\n\n[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](../../LICENSE)\n\nA [Model Context Protocol](https://modelcontextprotocol.io/) (MCP) server that gives AI agents full control over a live Jupyter notebook session — run code, add markdown, manage packages, inspect variables, and more. Built on [agent-jupyter-toolkit](https://github.com/Cyb3rWard0g/agent-jupyter-toolkit) and the [MCP Python SDK](https://github.com/modelcontextprotocol/python-sdk).\n\n<p align=\"center\">\n  <img src=\"https://img.shields.io/badge/MCP-Tools-green\" alt=\"MCP tools\" />\n  <img src=\"https://img.shields.io/badge/transport-stdio%20|%20SSE%20|%20HTTP-orange\" alt=\"transports\" />\n  <img src=\"https://img.shields.io/badge/python-3.11%2B-blue\" alt=\"Python 3.11+\" />\n</p>\n\n## Features\n\n- **Rich MCP tool surface** — notebook lifecycle, code execution, markdown, stable cell-ID operations, packages, kernel control, introspection, variables\n- **Optional PostgreSQL tools** — enable on demand to create a DB client/connection in the kernel\n- **Optional Azure Monitor Logs / Sentinel tools** — visible KQL query cells, reusable kernel clients and retained DataFrames; [setup and result semantics](../../docs/mcp-server/azure-monitor.md)\n- **Real-time sync** — Yjs collaboration transport shows cell edits instantly in JupyterLab\n- **Two session modes** — connect to a remote Jupyter server or run a local kernel\n- **Three transports** — stdio (for editors), SSE, or streamable HTTP\n- **MCP SDK compatibility** — supports the 1.26 API and the 2.x `MCPServer` API\n- **Observable collaboration policy** — required, preferred with classified fallback, or disabled\n- **Zero config defaults** — sensible defaults with full override via CLI args or env vars\n\n## Quick Start\n\n### 1. Start a Jupyter server\n\n```sh\n# With Docker (recommended — includes jupyter-collaboration)\ncd quickstarts && docker compose up -d --build\n\n# Or locally\npip install jupyterlab ipykernel jupyter-collaboration\n…","publisher":null,"homepage":"https://github.com/Cyb3rWard0g/agent-jupyter-toolkit","repository":"https://github.com/Cyb3rWard0g/agent-jupyter-toolkit","version":"0.10.0","license":"Apache License\n                                   Version 2.0, …","protocols":["mcp"],"tags":["jupyter","mcp","agents","model-context-protocol","notebooks"],"pricing":null,"endpoints":[{"url":"pypi:mcp-jupyter-notebook","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":"code.execution","name":"Code Execution","confidence":1,"provenance":"declared"},{"slug":"data.database","name":"Databases","confidence":0.814,"provenance":"derived"},{"slug":"infra.cloud","name":"Cloud Platforms","confidence":0.768,"provenance":"derived"}],"categories":["code","data","infra"],"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":"mcp-jupyter-notebook","registry":"pypi","observedAt":"2026-10-28T11:27:29.340Z","publishedAt":"2026-10-22T01:07:54.290214Z","latestVersion":"0.10.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-jupyter-notebook","url":"https://pypi.org/project/mcp-jupyter-notebook/","firstSeenAt":"2026-09-10T02:23:05.230Z","fetchedAt":"2026-10-28T11:26:54.211Z","normalizedAt":"2026-10-28T11:26:54.211Z"}]},"firstSeenAt":"2026-09-10T02:23:05.230Z","updatedAt":"2026-10-28T11:27:29.340Z"}