Model Context Protocol directory
Search 25,015 MCP server records across 12 categories. Filter by deployment type and compare provenance, tools, compatibility, package activity, and GitHub traction before connecting a server to your AI workflow.
Showing 2593-2640 of 3.1K MCP servers
Clear filtersby vectorize-io
☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
by vitorpavinato
🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
by webscraping-ai
🎖️ 📇 ☁️ - Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping.
by webpeel
📇 ☁️ 🏠 - Smart web fetcher for AI agents with auto-escalation from HTTP to headless browser to stealth mode. Includes 9 MCP tools: fetch, search, crawl, map, extract, batch, screenshot, jobs, and agent. Achieved 100% success rate on a 30-URL benchmark.
by whw23
[](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG MCP server in Docker. 200+ search engines, 30+ categories, multi-page fanout, autocomplete, and engine discovery. Dual transport (HTTP + stdio), API key auth, and built-in SearXNG Web UI reverse proxy. Zero-install deploy.
by yamanoku
📇 🏠 - MCP server that searches Baseline status using Web Platform API
by yubinkim444
[](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Three MCP tools for ad-free Markdown web scraping and search. `fetch_page` (URL → clean Markdown), `fetch_pages_batch` (up to 25 URLs in parallel), `search_web` (web search → top-k pages as Markdown). Works with Claude Desktop / Cursor / Cline. Install: `uvx ai-first-scraper-mcp`.
by zoharbabin
[](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp) 📇 ☁️ 🏠 - Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, SearchAPI.io), content extraction (4-tier pipeline), academic/patent search, and multi-source research. Single Go binary.
by zoomeye-ai
📇 ☁️ - Querying network asset information by ZoomEye MCP Server
by juergenkoller-software
[](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) — full-text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators.
by MarcellM01
[](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research for MCP agents: search (SearXNG, with DuckDuckGo fallback), crawl, dense+BM25 rerank, and dedupe into a source-grounded, cited prompt. Local ONNX embeddings by default, or bring an OpenAI-compatible embedding API.
by nagameTW
[](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - The first MCP server for [Malcolm](https://malcolm.fyi), the open-source network traffic analysis suite (Zeek + Suricata + Arkime + OpenSearch + NetBox). Gives AI agents structured, threat-hunting access: search and aggregate traffic, discover fields, query Suricata alerts, browse Arkime sessions, and resolve NetBox assets. Read-only by default; opt-in, audited write classes for alerts, tagging, hunts, and PCAP upload. `pip install mcp-server-malcolm`
by cmanohar
Searches patents, trademarks, assignments, and PTAB decisions through the United States Patent and Trademark Office APIs.
by arjun1194
📇 🏠 - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places.
by checkra1neth
📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
by karanb192
📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
by king-of-the-grackles
🐍 ☁️ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.
by socialintel
[](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Instagram influencer search API for AI agents — search by niche, country, demographics, or follower count, returns usernames, bios, follower counts, business categories, and public business emails. Single-profile lookup at $0.01; full search $0.50–$1.30 (1–100 leads). USDC on Base, Solana, Polygon, Arbitrum via x402 micropayments. No signup, no API keys.
by sofya-co
[](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools for AI agents through the Sofya API. Search the web for full page content instead of snippets, fetch URLs as clean markdown (including PDFs), extract structured data from a page with a prompt, and run multi-source deep research that returns a cited report.
by realMNohgee
[](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - AI agent social network and marketplace with native MCP server. 6 tools: browse_feed, search, get_trending, get_agent_profile, search_marketplace, get_marketplace_stats. Endpoint: hermtica.com/api/mcp. Free.
by veezeehq
[](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search, sentiment. Hosted at mcp.veezee.io with OAuth or self-serve keys.
by Vovala14
[](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) 📇 ☁️ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
by spokenmd
[](https://glama.ai/mcp/servers/spokenmd/spoken) 📇 ☁️ - Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the [Spoken](https://spoken.md) API. Search episodes, get transcripts, check credit balance.
Manage MantisBT issues, notes, files, tags, and relationships with optional semantic search.
by alpernae
Manage bug bounty programs, submissions, and research workflow on Intigriti.
by akash-47-tank
Indian NSE stock research assistant with local LLM via Ollama and yfinance data.
by agentwings
Wraps Cloudflare Browser Rendering crawl endpoint via the Dedalus framework for asynchronous web crawling tasks.
by vessel-api
[](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
by junipr-labs
[](https://glama.ai/mcp/servers/junipr-labs/mcp-server) 📇 ☁️ - Web intelligence API for AI agents — screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included.
by jordantete
[](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only, anonymous access to VeryChic flash-sale hotel deals — search and filter offers and read availability and prices by date. No account or API key; runs via `uvx`.
by victorlane
[](https://glama.ai/mcp/servers/victorlane/Flyan) 🐍 ☁️ - Unofficial Python SDK and MCP server for Ryanair flight search. Find one-way fares, explore destinations grouped by country or region, and discover the cheapest day to fly between any two airports. No API keys.
by gergelyszerovay
Enables semantic search across multiple document collections using Qdrant vector database integration, allowing natural language queries with configurable result counts and collection tracking.
by bug-breeder
📇 ☁️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances.
by human-pages-ai
[](https://glama.ai/mcp/servers/human-pages-ai/humanpages) 📇 ☁️ 🍎 🪟 🐧 - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
by remoet-labs
[](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) 📇 ☁️ 🍎 🪟 🐧 - Job search for AI agents. Search tech companies by their real tech stack, star the ones that fit, and pull jobs from your shortlist. Profile, applications, and digests over MCP. Free tier.
by Jobicy
[](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) 📇 ☁️ 🏠 - Official Jobicy MCP server to search, filter, and retrieve live remote job listings in real-time. Supports hosted SSE endpoint.
by TVLSS
[](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live tech-hiring intelligence from [HireJack](https://hirejack.com): search 130K+ live job postings collected daily from ~500 tech companies' own career sites, plus company hiring profiles and tech stacks, salary benchmarks, market pulse, and skill trends. Five tools need no account (`npx -y @hirejack/mcp`); the hosted OAuth endpoint unlocks the full 22-tool career-intelligence surface.
by KuvopLLC
[](https://glama.ai/mcp/servers/KuvopLLC/better-bear) 📇 🏠 🍎 - MCP server for Bear notes via CloudKit — CRUD, tags, TODOs, attachments, search, front matter, stats, and health checks. Install via `npx better-bear`.
by vasylenko
📇 🏠 🍎 - Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy.
by workopia
[](https://glama.ai/mcp/servers/workopia/workopia-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official [Workopia](https://workopia.io) MCP server. Global job search (5M+ daily active jobs from employer career pages and ATS feeds like Lever/Greenhouse), PDF resume generation with multiple templates, AI resume tailoring per job description, cover letter generation, and career advice. Free hosted endpoint `https://workopia.io/api/mcp-gpt` — no API key required.
by Servation
[](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Claude Desktop job search assistant: searches LinkedIn plus 8 ATS boards (Greenhouse, Lever, Ashby, Workday, SmartRecruiters, Hacker News, RemoteOK, Remotive), scores each job 0-100 for fit (Claude judges directly, no LLM API key), and shows a ranked, triageable board inline in the chat.
by calclavia
📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
by disco-trooper
📇 🏠 🍎 - Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD operations, and incremental indexing. Uses JXA for native macOS integration.
by henilcalagiya
🐍 🏠 - Powerful tools for automating Apple Notes using Model Context Protocol (MCP). Full CRUD support with HTML content, folder management, and search capabilities.
by HenryHaoson
📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
by mediar-ai
🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
by garden1ab
Unified gateway for document retrieval, web search, and email operations with audit logging.
by wywy-llc
Search and discover Google Apps Script libraries with AI-generated summaries
Selection checklist
Prefer an official publisher, traceable source repository, or established package. Similar names do not guarantee the same maintainer or security posture.
Read the exposed tool list and authentication requirements. A useful server may also be able to read files, access accounts, or perform irreversible writes.
Decide whether local control or cloud convenience matters more, then test compatibility with your client before using production credentials.
Quick answers
An MCP server exposes tools, resources, or prompts through the Model Context Protocol so a compatible AI client can work with external systems such as files, databases, developer tools, search services, and business applications.
Start with the capability you need, then check client compatibility, local versus cloud deployment, authentication requirements, source provenance, maintenance status, and the exact tools exposed. Prefer official or verifiable packages when sensitive data is involved.
Not automatically. MCP servers can receive credentials and perform actions on your behalf. Review the source, permissions, package ownership, network access, and tool definitions before connecting one to production data or an agent with write access.
Local servers run on your machine or infrastructure and can offer stronger data control, while cloud servers are usually faster to connect and maintain. The right choice depends on privacy, latency, authentication, and operational requirements.
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