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 2209-2256 of 3.1K MCP servers
Clear filtersby apify
📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
by ashev87
[](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
by TANTIOPE
📇 ☁️ 🍎 🪟 🐧 - MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.
Cloud browsers for web automation and agent tasks
by jbeker
Browse libraries, search media, manage playlists and collections, and view playback history on Plex Media Server with OAuth authentication.
by brave
📇 ☁️ - Web search capabilities using Brave's Search API
by karashiiro
Browses public AT Protocol network data including repository metadata, records, blobs, and search without requiring authentication.
by echology-io
🐍 🏠 🍎 🪟 🐧 - Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI.
by exa-labs
🎖️ 📇 ☁️ – 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.
by kshern
☁️ 📇 – Tavily AI search API
by pranciskus
[](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) 📇 ☁️ - Real-time world news for AI agents — events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. `npx -y @newsmcp/server`
by parallel-web
☁️ 🔎 - Highest Accuracy Web Search for AI
by parallel-web
☁️ 🔎 - Highest Accuracy Deep Research and Batch Tasks MCP
by serkan-ozal
🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
Search and browse a curated gallery of memes, infographics, and visual content.
AI memory with Knowledge Graph, semantic search, Magic Link auth, and a free tier.
by optuna
🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
by apex-500
Hosted platform providing 25 tools covering crypto, web search, text processing, math, and monitoring with tiered pricing.
by supertone-inc
[](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp) 🐍 ☁️ 🍎 🪟 🐧 - High-quality Supertone TTS API: generate speech, search & preview the voice catalog, predict duration/cost, and clone voices. Korean, English, Japanese, and 20+ more languages. Install via `uvx supertone-mcp`.
Natural language access to Google Analytics 4, Search Console, Google Tag Manager, and AdSense through 69 marketing tools.
Search academic papers and scholarly literature through Apify's web scraping infrastructure.
Search court records and legal case information through Apify's web scraping infrastructure.
by erithwik
🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
Catholic formation tools including spiritual direction, saints database, scripture, and semantic search.
by studio-moser
Knowledge-graph memory server with typed relationships, BM25 search, and zero-dependency binary.
Search real estate listings and property market data through Apify's web scraping infrastructure.
Search and retrieve social media content and posts through Apify's web scraping infrastructure.
Search Redfin real estate listings and property data through Apify's web scraping infrastructure.
Search and verify 360,000+ business entities with AI trust scores and W3C verifiable credentials via Nordax's entity network.
Search engine for AI agents that finds and ranks agentic-ready tools, APIs, and services.
by Ansvar-Systems
Zambia legislation via MCP -- full-text search across statutes and provisions
by kehvinbehvin
️🏠 📇 – Stop bloating your LLM context. Query & Extract only what you need from your JSON files.
by Ansvar-Systems
Vietnamese legislation via MCP — full-text search across statutes and provisions
by pragmar
🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
by mikechao
📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
by yigitkonur
HTTP-first research server combining web search, Reddit mining, web scraping, and deep research workflows.
by memsolus
Persistent memory system for AI agents with semantic search, knowledge graph extraction, and shared memory pools.
by hlydecker
🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
by kimtth
🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
by rdhwin
Slack integration on Cloudflare Workers with OAuth authentication and 8 messaging and search tools.
by richardahasting
Personal AI memory system with pgvector semantic search, hybrid retrieval, and LLM-powered summarization.
by getrupt
📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
by elankeeran
Access UK Companies House API for company searches, profiles, officers, and filing history
Search biomedical literature, article details, and MeSH terms from PubMed/MEDLINE.
Web intelligence for AI agents — SERP, competitor analysis, market research, and keyword tracking.
Search and rent musical instruments in New Zealand, with pricing, teachers, and FAQs.
Connects to your Recipe Clipper library to search, retrieve, and organize your saved recipes.
by mamertofabian
🐍 🏠 🪟 - Fast Windows file search using Everything SDK
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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