AI Tools Scout
Open-source ToolsLLM ProjectsMCP ServersMethodology
AI Tools Scout

An open-source AI tools directory with clear use cases, visible source freshness, and maintenance evidence for anyone deciding what to try.

Explore
Open source AI projectsOpen source LLM projectsMCP servers list
More
SkillsContentAbout
Rankings use public ecosystem signals. Treat them as a starting point, then confirm license, setup, safety, and fit with the upstream project.
  1. Home
  2. /MCP Servers

Model Context Protocol directory

MCP Servers List

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.

MCP data last synced 5d ago.
AllDevSearchDatabase
Productivity
Communication
Utility
Design
Finance
Automation
Security
Analytics
Other
Deploy:AllCloudLocalCloud + Local

Showing 3025-3072 of 3.1K MCP servers

Clear filters

malawi-law-mcp

by Ansvar-Systems

Search
Official

Malawi legislation via MCP -- full-text search across statutes and provisions

Python Documentation Search

by xpe-7

Search

Enables AI assistants to retrieve up-to-date documentation from popular Python libraries by performing targeted Google searches within specific documentation domains and extracting relevant content.

Korean Constitutional Court

by woongaro

Search

Searches and retrieves Korean Constitutional Court decisions via the official Open API.

Wordware Research

by aleksandrkrivolap

Search

Integrates with Wordware's research and productivity tools to enable deep research on individuals, companies, and topics with direct saving to Notion and other specialized functions.

eyalzh/browser-control-mcp

by eyalzh

Search

📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).

firecrawl/firecrawl-mcp-server

by firecrawl

Search

[![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with live browser interaction (`firecrawl_interact`) — navigate, click, type, and scroll on a page before extraction, for JS-heavy or auth-gated sites. Also scrape, crawl, map, search, and extract.

Docmost Local

by wisflux

Search

Local MCP server for Docmost wiki with native authentication, space listing, document search, and page retrieval as Markdown.

lithuanian-law-mcp

by Ansvar-Systems

Search
Official

Lithuanian legislation via MCP — full-text search across statutes and provisions

fradser/mcp-server-apple-reminders

by FradSer

Search

📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS

liechtenstein-law-mcp

by Ansvar-Systems

Search
Official

Liechtenstein legislation via MCP — full-text search across statutes and provisions

latvian-law-mcp

by Ansvar-Systems

Search
Official

Latvian legislation via MCP — full-text search across statutes and provisions

segentic-lab/periscope-mcp

by segentic-lab

Search

[![segentic-lab/periscope-mcp MCP server](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.

sh6drack/zen-mcp

by sh6drack

Search

[![sh6drack/zen-mcp MCP server](https://glama.ai/mcp/servers/sh6drack/zen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.

hshintelligence/agent-scrape

by hshintelligence

Search

[![hshintelligence/agent-scrape MCP server](https://glama.ai/mcp/servers/hshintelligence/agent-scrape/badges/score.svg)](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports.

Boss Zhipin

by yahao333

Search

Automates job search and resume submission on the Boss Zhipin platform.

Venmo

by aaymeloglu

Search

Integrates with Venmo for sending money, requesting payments, searching users, and managing transactions.

lespaceman/agent-web-interface

by lespaceman

Search

[![lespaceman/agent-web-interface MCP server](https://glama.ai/mcp/servers/lespaceman/agent-web-interface/badges/score.svg)](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation for LLM agents: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.

kenya-law-mcp

by Ansvar-Systems

Search
Official

Kenya legislation via MCP — full-text search across statutes and provisions

jordanian-law-mcp

by Ansvar-Systems

Search
Official

Jordan legislation via MCP -- full-text search across statutes and provisions

ekas-io/open-sales-stack

by ekas-io

Search

[![open-sales-stack MCP server](https://glama.ai/mcp/servers/ekas-io/open-sales-stack/badges/score.svg)](https://glama.ai/mcp/servers/ekas-io/open-sales-stack) 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting by [Ekas](https://ekas.io/)

markmircea/Selenix-MCP-Server

by markmircea

Search

[![markmircea/Selenix-MCP-Server MCP server](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language.

LanceDB Vector Search

by vurtnec

Search

Enables vector search capabilities using LanceDB and Ollama's embedding model for similarity searches on document collections without context switching.

japan-law-mcp

by Ansvar-Systems

Search
Official

Japan legislation via MCP — full-text search across statutes and provisions

kimtaeyoon83/mcp-server-youtube-transcript

by kimtaeyoon83

Search

📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis

UKSUP Plant Protection

by vinagro-sk

Search

Searches and browses the Slovak plant protection products registry (UKSUP) via HTML scraping.

ivorian-law-mcp

by Ansvar-Systems

Search
Official

Ivory Coast legislation via MCP -- full-text search across statutes and provisions

VTK

by vicentebolea

Search

VTK class documentation, Python API reference, and semantic search over VTK examples with vector embeddings.

samson-art/transcriptor-mcp

by samson-art

Search

[![transcriptor-mcp MCP server](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp) 📇 ☁️ - Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis

lightpanda-io/gomcp

by lightpanda-io

Search

🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation

italian-law-mcp

by Ansvar-Systems

Search
Official

Italian legislation via MCP — full-text search across statutes and provisions

israel-law-mcp

by Ansvar-Systems

Search
Official

Israel legislation via MCP — full-text search across statutes and provisions

Valyu Knowledge Retrieval

by valyuai

Search

Integrates with Valyu's knowledge retrieval and feedback APIs, enabling information search across proprietary and web sources and submission of user feedback for enhanced information retrieval and interaction scenarios.

DocMCP

by v0idseeker

Search

PDF vector search engine using ChromaDB with web UI for document ingestion, semantic search, and collection management.

irish-law-mcp

by Ansvar-Systems

Search
Official

Irish legislation via MCP — full-text search across statutes and provisions

indonesian-law-mcp

by Ansvar-Systems

Search
Official

Indonesian legislation via MCP — full-text search across statutes and provisions

india-law-mcp

by Ansvar-Systems

Search
Official

Indian legislation via MCP — full-text search across statutes and provisions

itemit

by umin-ai

Search

Integrates with itemit's asset management platform to enable searching, creating, and managing physical assets and locations with item tracking, location lookup, and reminder retrieval capabilities.

icelandic-law-mcp

by Ansvar-Systems

Search
Official

Icelandic legislation via MCP — full-text search across statutes and provisions

SearchDoc RAG

by ucefmath

Search

RAG-powered document search using Quarkus, LangChain4j, and pgvector for semantic retrieval.

greek-law-mcp

by Ansvar-Systems

Search
Official

Greek legislation via MCP — full-text search across statutes and provisions

ghana-law-mcp

by Ansvar-Systems

Search
Official

Ghana legislation via MCP — full-text search across statutes and provisions

Pho Real Estate

by tuanstark

Search

GraphQL-based real estate data management with property search and market analysis.

georgian-law-mcp

by Ansvar-Systems

Search
Official

Georgian legislation via MCP — full-text search across statutes and provisions

ethiopian-law-mcp

by Ansvar-Systems

Search
Official

Ethiopia legislation via MCP -- full-text search across statutes and provisions

estonian-law-mcp

by Ansvar-Systems

Search
Official

Estonian legislation via MCP — full-text search across statutes and provisions

hanzili/comet-mcp

by hanzili

Search

📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.

LvcidPsyche/auto-browser

by LvcidPsyche

Search

[![LvcidPsyche/auto-browser MCP server](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser/badges/score.svg)](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) 🐍 🏠 🐧 🍎 🪟 - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.

recursechat/mcp-server-apple-shortcuts

by recursechat

Search

📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts

PreviousPage 64 of 66Next

Selection checklist

Choose an MCP server you can trust with the job

Verify provenance

Prefer an official publisher, traceable source repository, or established package. Similar names do not guarantee the same maintainer or security posture.

Inspect permissions

Read the exposed tool list and authentication requirements. A useful server may also be able to read files, access accounts, or perform irreversible writes.

Match deployment constraints

Decide whether local control or cloud convenience matters more, then test compatibility with your client before using production credentials.

Quick answers

MCP server directory questions

What is an MCP server?+

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.

How do I choose an MCP server?+

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.

Are MCP servers safe to install?+

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.

What is the difference between local and cloud MCP servers?+

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.

Weekly AI open-source movers

Get the fastest-growing projects, useful MCP servers, and technical reads in one weekly email.