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 1777-1824 of 3.1K MCP servers
Clear filtersby lyse-labs
Expose design system components and tokens to AI agents for search, prop inspection, and token lookup.
by lolrazh
Integrates with Rayon Design CAD interface using browser automation to enable shape creation and drawing method searches for AI-assisted design workflows.
by ai-quill
Integrates with Scraper.is API to enable web content extraction, structured data parsing, and Markdown conversion for tasks like product research, news aggregation, and content analysis.
by Search-Atlas-Group
[](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM
by syndicats
Integrates with the German company register through the OpenRegister API to search for companies by name or register number, retrieve detailed company information including historical data and financials, and access shareholder information for business research and due diligence.
by tejpalvirk
Organizes and analyzes numerical research data through a structured knowledge graph, enabling tracking of projects, datasets, variables, hypotheses, and statistical tests with their relationships and results.
by kevin-weitgenant
Automates LinkedIn job post discovery and tracking through browser automation with persistent authentication, local SQLite storage, and a React dashboard for systematic opportunity management.
by watercrawl
Web crawling and scraping with search capabilities
by j-shelfwood
Bridges Obsidian vaults through the Local REST API, enabling intelligent note management, knowledge discovery, and conversational access to personal knowledge bases with semantic search, daily note handling, and task-oriented operations designed for knowledge workers.
by ajbr0wn
Integrates Gmail functionality to enable secure access, search, and analysis of email contents using OAuth2 authentication and the Gmail API.
by traves-theberge
Integrates with HackerNews through the Firebase API to search stories, analyze user profiles, track trending topics, and examine comment discussions with intelligent caching and metadata enhancement.
by bmorphism
Integrates Marginalia Search to discover non-commercial and independent web content for research, trend analysis, and alternative perspectives.
by bishopfox
Deliberately vulnerable customer support MCP server for security research and MCP penetration testing practice.
by uburuntu
Exposes the vas3k.club community platform API as MCP tools for searching members, citing posts, and retrieving links.
by ai-riksarkivet
Integrates with the Swedish National Archives (Riksarkivet) data platform to search transcribed historical documents, retrieve full page contexts with ALTO XML parsing, explore IIIF collections, and access OAI-PMH metadata records for document discovery and historical research.
by llmquant
Access financial data including wiki articles, research papers, crypto and equity prices, macro indicators, and SEC filings via the LLMQuant platform.
by kukapay
Integrates with the web3.career API to search and filter cryptocurrency and blockchain job opportunities with parameters like remote work preferences, location, and technology tags, returning structured job listings with company details, descriptions, and application URLs.
by elliotpadfield
Integrates with Unpaywall's database to find open access versions of academic papers and retrieve publication metadata including DOIs, author details, and venue information for research and educational purposes.
by arkapravasinha
Integrates with Groww trading platform API to enable stock market operations including instrument search, order management, portfolio tracking, margin calculations, and live market data retrieval across NSE and BSE exchanges for Indian equity and F&O trading workflows.
by amansingh0311
Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base querying.
by appleinmusic
Integrates with Baidu Search to enable web searches, result retrieval, and information extraction from China's largest search engine, providing access to Chinese language content and resources behind the Great Firewall.
by arborist-ai
Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through LanceDB vector storage and Ollama local processing.
by augmented-nature
Integrates with SureChEMBL's chemical patent database to enable patent searches, chemical compound discovery, structure analysis, and data export for pharmaceutical research and intellectual property analysis.
by davidwarshawsky
Web scraping proxy server with single-page scraping, web search, site mapping, crawling, and structured data extraction through dual local and remote modes.
by dereklei12
Persistent AI memory for Zed editor with hybrid semantic search and cognitive decay modeling.
by h-lu
Integrates with 9+ scholarly databases to search academic papers, download PDFs, extract full-text content as markdown, and retrieve metadata for literature reviews and research workflows.
by ludobos
Editorial intelligence platform for newsletter writers that manages research workflows from source collection through article drafting.
by phialsbasement
Enables browser automation on Linux systems for web interactions, screenshots, and JavaScript execution using Puppeteer
by graph-memory
Builds semantic graph memory from project directories with 58 navigation and search tools.
by reexpressai
Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows.
by riii111
Combines multiple search APIs (Brave Search, Tavily Search, and Wikipedia) to intelligently route queries based on classification, providing web search capabilities with automatic categorization, parallel execution, and result deduplication.
by runekaagaard
Integrates Notmuch email management with sendmail functionality to enable email composition, searching, and sending capabilities.
by sakshee5
Automates job application workflows by scraping job postings, analyzing resumes against job descriptions for ATS scoring, generating tailored cover letters, and providing company research capabilities to optimize application materials.
by skrul
Connects to Avid Pro Tools through the PTSL API to enable session management, transport control, track operations, timeline editing, and marker management with spatial search capabilities for audio clips and their positions.
by xplusplusai
Semantic search over 50,000+ Dynamics 365 F&O artifacts including tables, forms, classes, and more
by ystyle
Document scanning and search capabilities for indexing and querying large documentation repositories
by jabberjabberjabber
Integrates with YouTube and yt-dlp to search, download, and play music with MP3 conversion, local library management, and basic playback controls for building music discovery and playback systems.
by alexsvdk
Integrates GigaChat with web search capabilities, providing ask, research, and reason tools with file attachment support.
by arrteann
RAG-based MCP server for querying sing-box proxy software documentation using semantic search to prevent AI hallucinations.
by adityasasidhar
Enables browser automation through visual interaction using numbered screenshots where interactive elements are marked for precise clicking, form filling, and web scraping with persistent sessions and debugging capabilities.
by matthewlaw1
Leverages the CrewAI framework in combination with OpenAI API to orchestrate multi-agent workflows for automated research, data analysis, and problem-solving across domains.
by korolevpavel
MCP server providing local documentation search for the 1С:Элемент enterprise platform, indexing topics, standard library references, and user uploads.
by lling0000
Local bookmark management MCP server exposing a personal bookmark library to AI clients with search and organization tools.
by mkidawa
MCP server for frisco.pl Polish online grocery store with product search, cart management, and nutritional information.
by ngmeyer
Connect AI assistants to Obsidian vaults or any markdown folder for search, backlinks, graph traversal, and knowledge management.
by mcp-100
Retrieves real-time financial market data from Alpha Vantage, enabling comprehensive stock analysis, investment research, and market intelligence through dynamic querying capabilities.
by no-ob
Dart-based server providing web search, HTTP request, and web content extraction capabilities.
by florianbuetow
Lightweight IMAP email integration for reading, searching, organizing, and drafting emails with built-in safety guardrails that prevent sending or deleting.
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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