PEP MCP Server

PEP MCP Server

Provides tools to search, list, and retrieve Python Enhancement Proposals (PEPs) directly from official sources like peps.python.org. It enables users to query active PEP titles and fetch document content or focused excerpts through natural language.

Category
Visit Server

README

PEP MCP Server

MCP server that exposes on-demand Python PEP lookup tools backed by the live PEP index.

Features

  • list_peps: list only active PEPs
  • search_peps: search active PEP titles
  • get_pep: fetch a PEP document by number, optionally returning focused excerpts for a query

Data Sources

  • PEP index JSON: https://peps.python.org/api/peps.json
  • PEP content:
    • https://raw.githubusercontent.com/python/peps/main/peps/pep-XXXX.rst
    • Fallback: https://github.com/python/peps/blob/main/peps/pep-XXXX.rst?plain=1

Setup

python -m venv .venv
.venv/bin/pip install -e ".[dev]"

Run

.venv/bin/pep-mcp-server

or:

.venv/bin/python -m pep_mcp_server

Docker

Build and tag:

docker build -t pep-mcp-server:latest .

MCP uses stdio, so the container must keep stdin open (-i). Example:

docker run --rm -i pep-mcp-server:latest

Cursor MCP (Docker)

You do not put PEP or GitHub URLs in mcp.json. Cursor only needs the command that runs the server; listing and fetching PEPs happens inside the process when tools run.

Use -i (required for stdio). Optional -e lines silence the startup banner and pin transport:

{
  "mcpServers": {
    "pep": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "FASTMCP_TRANSPORT=stdio",
        "-e",
        "FASTMCP_SHOW_SERVER_BANNER=false",
        "pep-mcp-server:latest"
      ]
    }
  }
}

If the image is not on this machine yet, build it once from the project directory (see above).

If the MCP log shows Found 0 tools but listOfferingsForUI / Not connected warnings, that is often a Cursor UI race or a separate UI listing path; try reloading the window or invoking a tool from chat. The server still exposes three tools over stdio (verified with the MCP Python client).

Tool Contracts

list_peps() -> list[dict]

Returns active PEPs with:

  • number
  • title
  • type
  • topic
  • created
  • url

(status is omitted; every row is active.)

search_peps(query: str) -> list[dict]

Case-insensitive substring search on active PEP titles.

get_pep(pep, query=None, max_full_content_chars=None) -> dict

  • Accepts 8, 0008, or pep-0008.
  • Returns metadata and:
    • content when query is not provided (capped by default for token efficiency)
    • excerpt when query is provided and matches
    • content fallback when query has no matches (also capped by default)
  • Optional max_full_content_chars: omit or None for the default cap; use 0 for the full document (can be very large).

Tests

.venv/bin/pytest -q

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured