ContextPull
Exact document sections on demand for LLM agents: index in context, search, read, grep, neighbours.
MCP server · by mi2arun
About
ContextPull is an MCP server published by mi2arun. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-14.
What it asks for
- Runs on your machine
None of the marketplaces we read publishes its tools or the settings it asks for.
Requires: <corpus_or_store>
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Package
PyPI contextpull (contextpull on PyPI)
- PyPI downloads/week: 20 (2026-10-13)
- PyPI downloads/month: 352 (2026-10-13)
- Latest version on PyPI: 0.2.1, published 2026-09-14
No known vulnerabilities in OSV for 0.2.1 (checked 2026-10-14)
PyPI facts come from pypi.org, PyPI downloads from pypistats.org. Each figure is the registry's own and is never added to another. A registry that publishes no figure shows none: no number is not zero. Vulnerability records come from OSV.dev (CC BY 4.0) and concern the declared version only; a listing that declares no version gets no answer. We do not scan code.
Works with
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
A one-click link opens the client, which asks you to confirm before it adds the server.
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a local MCP server: PyPI package
Built from what Official MCP Registry declares.
claude mcp add --transport stdio contextpull -- uvx --from "contextpull[mcp]" contextpull serve "<YOUR_CORPUS_OR_STORE>"
[mcp_servers.contextpull]
command = "uvx"
args = ["--from", "contextpull[mcp]", "contextpull", "serve", "<YOUR_CORPUS_OR_STORE>"]
{
"mcpServers": {
"contextpull": {
"command": "uvx",
"args": [
"--from",
"contextpull[mcp]",
"contextpull",
"serve",
"<YOUR_CORPUS_OR_STORE>"
]
}
}
}
Replace the values in angle brackets with your own. We show the names of the settings, never values.
Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Official MCP Registry (Open the registry record) | Listed | 0.2.1 | Downloads/month (PyPI): 352 Downloads/week (PyPI): 20 Forks (GitHub): 0 Stars (GitHub): 0 |
Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
What changed
Nothing has moved on this plugin since we started watching it.
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
context io.github.neuledge/context
Local-first documentation for AI agents. Offline, instant, private doc retrieval.
-
Just-in-time instructions for agents: upload docs, serve only the sections each turn needs.
-
Local RAG MCP for markdown documentation. Retrieval only; host synthesizes answers.
-
Query your own PDFs and documents from any MCP client. Every answer cites the page it came from.
-
Any site's llms.txt: find the covering index, read its linked docs as markdown, search sections.
-
Local Markdown search, navigation and editing via MCP, with optional vector embeddings.
-
Search, read, and automate TextMine documents, records, workflows, integrations, and agent tasks.
-
Your private knowledge base: upload documents (.md, .txt, .docx, PDF, images), the platform indexes
-
Connect AI assistants to Outline for document search, reading, and management
-
agentready-mcp io.github.AshutoshRaj97/agentready-mcp
Query any docs site via MCP. Submit a URL, ask questions, get cited answers.
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
Connect AI assistants to Outline for document search, reading, and management
-
One MCP, many parsers. Routes between markitdown, Docling, and LlamaParse. Plus an interpret tool…
-
foundation
Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.
-
Search, scrape, and crawl the web for AI agents. Batch scraping and answers with citations.
-
Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.
Has a listing on Claude Code: claude-plugins-official (5)
-
MCP server for terminal commands, file operations, and process management
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
-
Upstash Context7 MCP server for up-to-date documentation lookup. Connects to Context7's hosted remote MCP server (https://mcp.context7.com/mcp) — no local Node.js or npx required…
-
Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
-
Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.
Has a listing on Claude: knowledge-work-plugins (5)
-
Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.
-
MCP server for terminal commands, file operations, and process management
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
-
Search across all of your company's tools in one place. Find anything across email, chat, documents, and wikis without switching between apps.
-
Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Work with SharePoint using the configured Microsoft SharePoint app connector.
-
The Dropbox plugin for ChatGPT connects your Dropbox files directly to ChatGPT. You can access files, save ChatGPT-generated content to Dropbox, and create sharing links without…
-
Install, open, and connect the signed ChatCut Desktop app from Codex.
-
Use Google Drive as the single entrypoint for Drive, Docs, Sheets, and Slides work.
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
Has a listing on Community GitHub marketplaces (5)
-
Section-level doc search for .md, .rst, .adoc, .ipynb, .html, .yaml, .json, and OpenAPI specs.
-
Search a billion+ documents — papers, books, code, legal cases, forums, Wikipedia, and more.
-
One MCP, many parsers. Routes between markitdown, Docling, and LlamaParse. Plus an interpret tool…
-
dossier ai.imboard/dossier
MCP server for dossier automation standard - enables LLMs to discover, verify, and execute dossiers
-
Git-native content governance for AI agents — 27 deterministic MCP tools over stdio and HTTP.
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
-
Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…
-
Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating…
-
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
-
Comprehensive collection for building declarative agents with Model Context Protocol integration for Microsoft 365 Copilot
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
-
mcp-apps
Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
Build Power Apps Canvas Apps using the Canvas Authoring MCP server.
-
workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
Has a listing on Cursor: cursor/plugins (5)
Has a listing on Docker MCP Catalog (5)
-
The Official Model Context Protocol (MCP) server for Kagi Search & other tools.
-
Production-ready RAG service to search and retrieve data from your documents.
-
Production-ready RAG service to search and retrieve data from your documents.
-
tavily-mcp io.github.tavily-ai/tavily-mcp
MCP server for advanced web search using Tavily
-
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
Has a listing on Official MCP Registry (5)
-
context io.github.neuledge/context
Local-first documentation for AI agents. Offline, instant, private doc retrieval.
-
Just-in-time instructions for agents: upload docs, serve only the sections each turn needs.
-
Local RAG MCP for markdown documentation. Retrieval only; host synthesizes answers.
-
Query your own PDFs and documents from any MCP client. Every answer cites the page it came from.
-
Any site's llms.txt: find the covering index, read its linked docs as markdown, search sections.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Is this your plugin?
Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.