Ext Ops Panel
Open dashboard

Needle

Production-ready RAG service to search and retrieve data from your documents.

MCP server · by needle-ai

About

Needle is an MCP server published by needle-ai. Marketplaces we read that list it: 1 (Docker MCP Catalog). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-12.

What it asks for

  • Runs on your machine
  • Secrets: 1
  • Settings: 1
  • Tools: 7

Tools it declares: 7. As declared on: Docker MCP Catalog.

  • needle_add_file
  • needle_create_collection
  • needle_get_collection_details
  • needle_get_collection_stats
  • needle_list_collections
  • needle_list_files
  • needle_search

Requires: NEEDLE_API_KEY (secret)

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.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

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: Docker image

Built from what Docker MCP Catalog declares.

Claude CodeTerminal
claude mcp add --env "NEEDLE_API_KEY=<YOUR_NEEDLE_API_KEY>" --transport stdio needle-mcp -- docker run -i --rm -e NEEDLE_API_KEY mcp/needle-mcp
Codex~/.codex/config.toml
[mcp_servers.needle-mcp]
command = "docker"
args = ["run", "-i", "--rm", "-e", "NEEDLE_API_KEY", "mcp/needle-mcp"]

[mcp_servers.needle-mcp.env]
NEEDLE_API_KEY = "<YOUR_NEEDLE_API_KEY>"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "needle-mcp": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "NEEDLE_API_KEY",
        "mcp/needle-mcp"
      ],
      "env": {
        "NEEDLE_API_KEY": "<YOUR_NEEDLE_API_KEY>"
      }
    }
  }
}
DockerTerminal
docker run -i --rm -e "NEEDLE_API_KEY=<YOUR_NEEDLE_API_KEY>" mcp/needle-mcp

Replace the values in angle brackets with your own. We show the names of the settings, never values.

We do not store launch arguments. If the server needs any, its own documentation names them.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Docker MCP Catalog (Open on Docker Hub) Listed sha256:d3fd314f40c3 Forks (GitHub): 24
Pulls (Docker Hub): 11 598
Stars (Docker Hub): 1
Stars (GitHub): 103
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.

  • foundation

    Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.

    by Unstructured-IO · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • Needle Remote

    Production-ready RAG service to search and retrieve data from your documents.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Unstructured Foundation

    Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.

    by Unstructured-IO · Plugin bundle

    Listed on: Claude: knowledge-work-plugins · Describes nearly the same job

  • LocalSynapse - Local File Search MCP Server

    Offline AI-powered local file search. BM25 + semantic hybrid search across all documents.

    by LocalSynapse · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Context Lens

    Semantic search knowledge base with serverless LanceDB. Zero setup, 100% local, 25+ file types

    by cornelcroi · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • semanticsearch

    A fully offline semantic search tool for Claude. Index local files (PDF, DOCX, Markdown, TXT, PPTX, CSV) into a vector database and search them using natural language. Uses hybrid…

    by ZhuBit · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • OmniClip RAG

    Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

    by EllisMorrow · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • OmniClip RAG

    Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

    by msjsc001 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • NIRA File Intel MCP

    Smart file intelligence for Claude — search, deduplicate, organize, and analyze files

    by pachote · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Obsidian Hybrid Search

    Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval.

    by flowing-abyss · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

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)
  • foundation

    Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.

    by Unstructured-IO · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • semanticsearch

    A fully offline semantic search tool for Claude. Index local files (PDF, DOCX, Markdown, TXT, PPTX, CSV) into a vector database and search them using natural language. Uses hybrid…

    by ZhuBit · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • egnyte

    Search, manage, and extract intelligence from Egnyte enterprise content. Connects Claude Code to your Egnyte domain via the Egnyte MCP server and CLI, enabling file operations…

    by egnyte · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • box

    Work with your Box content directly from Claude Code — search files, organize folders, collaborate with your team, and use Box AI to answer questions, summarize documents, and…

    by box · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • Outline MCP Server

    Connect AI assistants to Outline for document search, reading, and management

    by Vortiago · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • box

    Work with your Box content directly from Claude Code — search files, organize folders, collaborate with your team, and use Box AI to answer questions, summarize documents, and…

    by box · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • dropbox

    The Dropbox plugin for Claude connects your Dropbox files directly to Claude, so you can search, organize, save generated content, and create sharing links without switching…

    by dropbox · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes nearly the same job

  • claude-md-management

    Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.

    by Anthropic · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • GC AI

    Work in your GC AI legal knowledge base from Claude: upload documents, run review playbooks, and ask questions grounded in your own files, all as you.

    by GC-AI-Inc · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes nearly the same job

  • Desktop Commander

    MCP server for terminal commands, file operations, and process management

    by wonderwhy-er · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • Unstructured Foundation

    Connect sources and search processed documents with Unstructured Foundation. Provides MCP access to source setup, processing status, document search, and document retrieval.

    by Unstructured-IO · Plugin bundle

    Listed on: Claude: knowledge-work-plugins · Describes nearly the same job

  • box

    Work with your Box content directly from Claude Code — search files, organize folders, collaborate with your team, and use Box AI to answer questions, summarize documents, and…

    by box · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • Enterprise Search

    Search across all of your company's tools in one place. Find anything across email, chat, documents, and wikis without switching between apps.

    by Anthropic · Plugin bundle

    Listed on: Claude: knowledge-work-plugins · Describes nearly the same job

  • dropbox

    The Dropbox plugin for Claude connects your Dropbox files directly to Claude, so you can search, organize, save generated content, and create sharing links without switching…

    by dropbox · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes nearly the same job

  • GC AI

    Work in your GC AI legal knowledge base from Claude: upload documents, run review playbooks, and ask questions grounded in your own files, all as you.

    by GC-AI-Inc · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Describes a similar job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • Dropbox

    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…

    by Dropbox · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Google Drive

    Use Google Drive as the single entrypoint for Drive, Docs, Sheets, and Slides work.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Airtable

    Bring operational data and context into the flow of your ChatGPT conversations. You can ask questions, create and update records, and analyze your data—all through conversation…

    by Airtable · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • SharePoint

    Work with SharePoint using the configured Microsoft SharePoint app connector.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Notion

    Notion workflows for implementation planning, research synthesis, meeting preparation, and knowledge capture.

    by Notion · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • box

    Work with your Box content directly from Claude Code — search files, organize folders, collaborate with your team, and use Box AI to answer questions, summarize documents, and…

    by box · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • dropbox

    The Dropbox plugin for Cursor connects your Dropbox files directly to Cursor, so you can search, reference, and organize files, save generated content, and create sharing links…

    by Dropbox · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • One MCP, many parsers

    One MCP, many parsers. Routes between markitdown, Docling, and LlamaParse. Plus an interpret tool…

    by adelaidasofia · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • Desktop Commander

    MCP server for terminal commands, file operations, and process management

    by wonderwhy-er · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • atlan

    Atlan data catalog plugin for Claude Code. Search, explore, govern, and manage your data assets through natural language. Powered by the Atlan MCP server with semantic search…

    by atlanhq · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • doublecheck

    Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • anarlog

    Query Anarlog meetings locally, or connect through OAuth to read opted-in Cloud snapshots.

    by fastrepl · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • chronicle-stats

    See your local Copilot token usage by day, model, and session, and get tips to use it more efficiently.

    by Julia Muiruri · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • mcp-m365-copilot

    Comprehensive collection for building declarative agents with Model Context Protocol integration for Microsoft 365 Copilot

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • sumo-logic

    Query Sumo Logic logs, alerts, dashboards, and SIEM insights directly from Copilot.

    by SumoLogic · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

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.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • workiq-productivity

    WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes a similar job

Has a listing on Cursor: cursor/plugins (5)
  • OneDrive

    Browse, search, and read Microsoft OneDrive files.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • SharePoint

    Search and read Microsoft SharePoint sites, document libraries, files, and lists.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Fireflies

    Search meeting transcripts, summaries, and action items.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Fathom

    Search meetings and pull transcripts and summaries.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Circleback

    Search meetings, transcripts, action items, and emails.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Needle Remote

    Production-ready RAG service to search and retrieve data from your documents.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • ONLYOFFICE DocSpace

    ONLYOFFICE DocSpace is a room-based collaborative platform which allows organizing a clear file structure depending on users' needs or project goals.

    by ONLYOFFICE · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Box

    An MCP server capable of interacting with the Box API.

    by dgageot · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Obsidian

    MCP server that interacts with Obsidian via the Obsidian rest API community plugin.

    by MarkusPfundstein · MCP server

    Listed on: Docker MCP Catalog · Describes a similar job

  • Chroma

    A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma.

    by chroma-core · MCP server

    Listed on: Docker MCP Catalog · Describes a similar job

Has a listing on Official MCP Registry (5)
  • LocalSynapse - Local File Search MCP Server

    Offline AI-powered local file search. BM25 + semantic hybrid search across all documents.

    by LocalSynapse · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Context Lens

    Semantic search knowledge base with serverless LanceDB. Zero setup, 100% local, 25+ file types

    by cornelcroi · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • OmniClip RAG

    Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

    by EllisMorrow · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • OmniClip RAG

    Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

    by msjsc001 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • NIRA File Intel MCP

    Smart file intelligence for Claude — search, deduplicate, organize, and analyze files

    by pachote · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

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 Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built