microsoft/markitdown
MarkItDown is a Python tool that converts various file formats into Markdown and integrates with LLM applications via an MCP server for enhanced text analysis and document processing.
Awesome MCP › Other MCP Servers
Other MCP Servers
punkpeye/awesome-mcp-servers
A curated collection of Model Context Protocol (MCP) servers that enable AI models to securely interact with local and remote resources through standardized server implementations.
modelcontextprotocol/servers
The Model Context Protocol Servers repository offers reference implementations and third-party integrations that demonstrate how MCP enables Large Language Models to securely access and interact with diverse tools and data sources.
koala73/worldmonitor
World Monitor is an AI-powered, real-time global intelligence dashboard aggregating news and monitoring geopolitical and infrastructure data for unified situational awareness.
headroomlabs-ai/headroom
Headroom is a context compression layer for AI agents, reducing token usage by 60-95% while preserving accuracy, implemented as a library, proxy, and MCP server.
diegosouzapw/OmniRoute
OmniRoute is a free AI gateway that connects various AI tools and models from over 230 providers through a single endpoint, featuring token compression, smart auto-fallback, and support for Model C...
rohitg00/ai-engineering-from-scratch
This comprehensive curriculum teaches AI engineering from scratch, focusing on building AI algorithms, agents, and MCP servers hands-on, covering everything from mathematical foundations to autonom...
every-app/open-seo
Open source, self-hostable SEO platform that exposes its keyword, rank, backlink and site-audit data to AI agents through an MCP server and a set of companion agent skills.
wanshuiyin/Auto-claude-code-research-in-sleep
ARIS (Auto-Research-In-Sleep) is a lightweight, framework-agnostic methodology and set of skills for autonomous ML research, enabling cross-model review loops, idea discovery, and experiment automa...
casdoor/casdoor
Casdoor is an open-source, AI-first Identity and Access Management (IAM) and Model Context Protocol (MCP) gateway, providing authentication, authorization, and user management with a modern web UI.
palmier-io/palmier-pro
Palmier Pro is an open-source macOS video editor designed for AI, integrating generative AI capabilities and agents via MCP to allow collaborative video creation and editing.
kubeshark/kubeshark
Kubeshark provides eBPF-powered network observability for Kubernetes, indexing L4/L7 traffic with full K8s context, decrypting TLS, and enabling queries by AI agents via MCP and humans via a dashbo...
appcypher/awesome-mcp-servers
A curated list of Model Context Protocol (MCP) servers that enable AI models to securely interact with local and remote resources through standardized server implementations, enhancing AI capabilities across various domains.
exa-labs/exa-mcp-server
Exa MCP Server is a Model Context Protocol server that enables AI assistants like Claude to perform real-time web searches using the Exa AI Search API with multiple specialized search tools.
wong2/awesome-mcp-servers
A curated list of Model Context Protocol (MCP) servers showcasing reference implementations and official production-ready integrations for diverse AI-powered applications.
IvanMurzak/Unity-MCP
Unity MCP is a plugin and server that bridges Large Language Models with Unity, enabling AI-driven interaction and automation within the Unity Editor through the Model Context Protocol.
Shashankss1205/CodeGraphContext
CodeGraphContext is an MCP server and CLI tool that indexes local code into a graph database, enabling AI assistants and developers to access deep code context across multiple programming languages.
haris-musa/excel-mcp-server
An MCP server enabling AI-driven creation, reading, and modification of Excel files without requiring Microsoft Excel installation, supporting both local and remote use through stdio and SSE transport modes.
taylorwilsdon/google_workspace_mcp
A high-performance MCP server enabling full natural language control and AI assistant integration with all major Google Workspace services including Calendar, Gmail, Drive, Docs, Sheets, Slides, Forms, and Chat.
deedy5/ddgs
DDGS is a metasearch library that aggregates results from multiple web search services and integrates with the Model Context Protocol (MCP) for AI-assisted search capabilities.
ppl-ai/modelcontextprotocol
A Model Context Protocol server connector integrating the Perplexity Sonar API to enable real-time web search and live research capabilities for AI assistants like Claude within the MCP ecosystem.
tavily-ai/tavily-mcp
Tavily MCP server is an implementation of the Model Context Protocol that enables AI assistants to access and interact with real-time web data through advanced search, extraction, mapping, and crawling tools.
GongRzhe/Office-Word-MCP-Server
Office-Word-MCP-Server is an MCP server that enables AI assistants to create, read, and manipulate Microsoft Word documents through a standardized interface with rich editing capabilities.
loopwork/iMCP
iMCP is a macOS app that acts as an MCP server, enabling AI clients to securely access and manage personal data services like Messages, Contacts, Calendar, and more through the Model Context Protocol.
nickclyde/duckduckgo-mcp-server
DuckDuckGo MCP Server is an MCP server that provides optimized web search and content fetching through DuckDuckGo for large language model consumption and integration with Claude Desktop.
lpigeon/ros-mcp-server
The ROS MCP Server enables large language models (LLMs) to control and monitor ROS/ROS2-powered robots through natural language, facilitating two-way communication without requiring changes to exis...
ihor-sokoliuk/mcp-searxng
mcp-searxng is an MCP server implementation that integrates the SearXNG API to provide advanced web search capabilities within the Model Context Protocol ecosystem.
nspady/google-calendar-mcp
Google Calendar MCP Server is an MCP server that enables AI assistants to manage Google Calendar events through a standardized interface with advanced features like smart scheduling, multi-calendar support, and event import from images.
jaw9c/awesome-remote-mcp-servers
A curated list of high-quality remote Model Context Protocol (MCP) servers for developers to discover reliable and production-ready services for AI applications.
YuzeHao2023/Awesome-MCP-Servers
A curated, community-driven list of Model Context Protocol (MCP) servers, tools, frameworks, clients, and utilities enabling secure AI model interactions with local and remote resources through standardized server implementations.
harehare/mq
mq is a jq-like command-line tool for processing and transforming Markdown files, with features supporting LLM workflows and an MCP server implementation for AI assistant integration.
xing5/mcp-google-sheets
mcp-google-sheets is a Python-based MCP server that enables AI-driven spreadsheet creation and manipulation by integrating Google Sheets and Drive APIs for use with MCP-compatible clients.
Softeria/ms-365-mcp-server
ms-365-mcp-server is a Model Context Protocol server enabling secure and comprehensive interaction with Microsoft 365 and Office services via the Microsoft Graph API, supporting both personal and organizational accounts.
SecretiveShell/MCP-Bridge
MCP-Bridge is middleware that enables seamless integration of MCP tools with the OpenAI API, allowing transparent use of MCP tools through an OpenAI-compatible interface.
sylphxltd/pdf-reader-mcp
pdf-reader-mcp is an MCP server that enables AI agents to securely read and extract text, metadata, and page counts from PDF files, supporting both local and URL sources with structured JSON output for seamless integration.
hyper-mcp-rs/hyper-mcp
hyper-mcp is a fast, secure MCP server that extends its capabilities through WebAssembly plugins, supporting multiple MCP protocols and enabling AI integration across diverse environments.
ChiR24/Unreal_mcp
This project offers a comprehensive Model Context Protocol (MCP) server for Unreal Engine, enabling AI assistants to control the engine via a native C++ Automation Bridge plugin for high-performanc...
TensorBlock/awesome-mcp-servers
A comprehensive curated collection of Model Context Protocol (MCP) servers categorized by functionality, enabling standardized and secure integration of language models with external tools and data sources.
zcaceres/fetch-mcp
Fetch MCP Server is an MCP server that fetches and transforms web content into HTML, JSON, plain text, and Markdown formats on demand.
MigoXLab/dingo
Dingo is a comprehensive AI data quality evaluation tool featuring multiple datasets and evaluation methods, including an experimental Model Context Protocol (MCP) server for advanced integration.
yuniko-software/minecraft-mcp-server
Minecraft MCP Server is a bot that uses the Model Context Protocol and Mineflayer API to allow AI models like Claude to control a Minecraft character in real-time through natural language commands.
tufantunc/ssh-mcp
This project is an MCP server that enables Large Language Models (LLMs) and other MCP clients to execute shell commands securely over SSH on remote Linux and Windows servers.
mark3labs/mcp-filesystem-server
MCP Filesystem Server is a secure and comprehensive Go-based server implementing the Model Context Protocol to provide controlled access and operations on the local filesystem.
automation-ai-labs/mcp-link
MCP Link automates the conversion of any OpenAPI V3 API into a fully compatible MCP Server, enabling seamless integration with AI Agent frameworks without modifying the original APIs.
Dakkshin/after-effects-mcp
This project provides an MCP server for Adobe After Effects, enabling remote control of compositions, layers, and properties via ExtendScript to facilitate AI-driven automation in motion graphics a...
vivekVells/mcp-pandoc
mcp-pandoc is an MCP server that enables seamless document format conversion across multiple formats using pandoc within the Model Context Protocol ecosystem.
tevonsb/homeassistant-mcp
A Model Context Protocol (MCP) server for Home Assistant that enables natural language control and real-time management of smart home devices through integration with Language Learning Models (LLMs).
Fast-Editor/Lynkr
Lynkr is a self-hosted HTTP proxy that enables AI coding tools like Claude Code CLI, Cursor, and Codex to work with various LLM providers, including local models, reducing costs and enhancing privacy.
daobataotie/CAD-MCP
CAD-MCP is a server-side implementation of the Model Context Protocol (MCP) that enables natural language control over CAD software for drawing and modification operations, integrating NLP with CAD...
reading-plus-ai/mcp-server-data-exploration
MCP Server for Data Exploration is an interactive tool leveraging the Model Context Protocol to transform complex datasets into actionable insights through CSV loading and Python script execution.
openbnb-org/mcp-server-airbnb
Airbnb MCP Server is an MCP server that enables programmatic search and retrieval of detailed Airbnb listing data without requiring an API key.
8beeeaaat/touchdesigner-mcp
This project implements an MCP (Model Context Protocol) server for TouchDesigner, enabling AI agents to control and operate TouchDesigner projects programmatically.
MarkusPfundstein/mcp-gsuite
mcp-gsuite is an MCP server that integrates Gmail and Google Calendar functionalities through the Model Context Protocol, enabling advanced email and calendar management across multiple Google accounts.
Roblox/studio-rust-mcp-server
This project provides a Rust-based reference implementation of the Model Context Protocol (MCP) server for integrating Roblox Studio with AI clients like Claude Desktop and Cursor.
r-huijts/strava-mcp
A Model Context Protocol (MCP) server that connects to the Strava API, enabling Large Language Models to access and interact with Strava fitness data through natural language queries.
appium/appium-mcp
MCP Appium is an intelligent server designed to empower AI assistants with robust mobile automation tools, enabling natural language interactions and automated test creation for Android and iOS.
pskill9/web-search
An MCP server that enables free Google web searches by scraping search results and returning structured data without requiring API keys.
baidu-maps/mcp
Baidu Map MCP Server is an open-source, fully MCP-compliant location-based service platform providing comprehensive geospatial APIs and tools for seamless integration with AI agents and large language models.
tuanle96/mcp-odoo
An MCP server implementation that integrates AI assistants with Odoo ERP systems, enabling interaction with Odoo data and functionality through the Model Context Protocol.
K-Dense-AI/claude-skills-mcp
An MCP server enabling intelligent semantic search and retrieval of Claude Agent Skills, integrating them with any MCP-compatible AI model or coding assistant through vector embeddings and progress...
ivnvxd/mcp-server-odoo
Python MCP server that lets AI assistants search, create, update, delete and aggregate Odoo ERP records over XML-RPC, with API key authentication and an optional module for production access control.
ahmedeltaher/azan-mcp
Azan-mcp is a lightweight MCP library that calculates Islamic prayer times and triggers Azan with a single tool call, simplifying complex astronomical calculations for developers building AI agents or prayer applications.
wegotdocs/open-mcp
OpenMCP is an open-source standard and registry for converting web APIs into Model Context Protocol (MCP) servers, enabling efficient integration of APIs with MCP clients like large language models.
gomarble-ai/facebook-ads-mcp-server
Python MCP server that exposes the Meta (Facebook) Ads API to MCP clients, providing read access to ad accounts, campaigns, ad sets, ads, creatives and performance insights.
ttommyth/interactive-mcp
interactive-mcp is a local MCP server that enables interactive prompts, notifications, and chat sessions between large language models and users on their local machines.
DMontgomery40/deepseek-mcp-server
DeepSeek MCP Server is a Model Context Protocol server that enables seamless integration of DeepSeek's advanced language models with MCP-compatible applications, supporting multi-turn conversations, automatic model fallback, and extensive configuration options.
spences10/mcp-omnisearch
MCP-Omnisearch is an MCP server that unifies access to multiple search engines, AI tools, and content processing services through a single interface, enhancing AI-driven search and content workflows.
voska/hass-mcp
Hass-MCP is an MCP server enabling AI assistants like Claude to interact with Home Assistant for smart home management and automation.
trypeggy/facebook-ads-library-mcp
Python MCP server for the Facebook Ads Library that finds a brand platform ID, pulls its running ads and analyzes ad images and videos, with batching and a local media cache.
modelcontextprotocol/servers-archived
Archived repository of the original MCP reference server implementations, including Git, GitHub, GitLab, Slack, PostgreSQL, SQLite, Redis, Puppeteer and Google Drive, kept only for historical reference.
isaacphi/mcp-gdrive
isaacphi/mcp-gdrive is an MCP server that integrates Google Drive and Google Sheets functionalities, enabling file listing, reading, searching, and editing within the Model Context Protocol ecosystem.
open-strategy-partners/osp_marketing_tools
osp_marketing_tools is an MCP server providing advanced marketing and writing tools based on Open Strategy Partners' methodologies for technical marketing content creation, optimization, and product positioning, compatible with any MCP-supporting LLM client.
cnych/seo-mcp
SEO MCP is an MCP service that provides SEO data and analytics based on Ahrefs, including backlink analysis, keyword research, and traffic estimation, with automated CAPTCHA solving and caching for performance.
TuanKiri/weather-mcp-server
A lightweight Model Context Protocol (MCP) server that enables AI assistants like Claude to retrieve and interpret real-time weather data.
liuyoshio/mcp-compass
MCP Compass is a discovery and recommendation service that helps users find and utilize the right Model Context Protocol (MCP) servers through natural language queries and real-time updates.
surendranb/google-analytics-mcp
Python MCP server that gives AI clients query access to Google Analytics 4 through the Data API, with schema discovery, metric aliasing, server-side aggregation and query size guards.
GeLi2001/shopify-mcp
TypeScript MCP server for the Shopify GraphQL Admin API providing 31 tools across products, variants, customers, orders, metafields, inventory and tags with cursor pagination and filtering.
DMontgomery40/mcp-3D-printer-server
MCP server connecting AI clients to OctoPrint, Klipper, Duet, Repetier, Bambu Lab, Prusa Connect and Creality Cloud printers, with STL analysis, editing, visualisation and slicing tools.
salacoste/mcp-n8n-workflow-builder
MCP server that lets AI clients create, update, execute and monitor n8n workflows through 17 tools, with routing across several n8n instances such as development, staging and production.
MFYDev/ghost-mcp
MCP server for Ghost CMS that exposes the Admin API as tools for posts, members, newsletters, offers, invites, roles, tags, tiers, users and webhooks using JWT authentication.
jagan-shanmugam/open-streetmap-mcp
Python MCP server exposing OpenStreetMap data to LLM clients with tools for geocoding, reverse geocoding, routing, nearby place search, meeting point suggestion and neighborhood analysis.
deadletterq/mcp-opennutrition
TypeScript MCP server that serves the OpenNutrition food dataset locally, offering name search, paginated browsing, lookup by food ID and EAN-13 barcode lookup across 300,000+ items.
quarkiverse/quarkus-mcp-servers
This project offers a suite of MCP servers implemented in Quarkus to extend MCP-enabled LLM AI applications by enabling interaction with databases, JVM processes, file systems, container engines, Kubernetes, and external APIs.
mahdin75/gis-mcp
Python MCP server that brings geospatial analysis to AI assistants, with GIS operations plus data gathering for climate, biodiversity, land cover, movement, satellite imagery and administrative boundaries.
omni-mcp/isaac-sim-mcp
MCP server and Omniverse extension pair that lets agents drive NVIDIA Isaac Sim in natural language, building physics scenes, placing robots and running Python inside the simulator.
adityak74/mcp-scholarly
Python MCP server that searches arXiv for academic articles through a single search-arxiv tool, installable with uvx, Docker or Smithery.
szeider/mcp-solver
An MCP server that exposes constraint-solving backends (SAT, MaxSAT, SMT, CP, ASP, DP) to the host LLM through a persistent Python kernel, so the host writes, runs and submits a verified solver program.
aaronsb/google-workspace-mcp
Multi-account Google Workspace MCP server covering Gmail, Calendar, Drive, Docs, Sheets, Tasks and Meet through 11 tools and 80 operations, with OAuth tokens kept on the local machine.
rust-mcp-stack/rust-mcp-filesystem
Rust rewrite of the reference filesystem MCP server: a single async binary that is read-only by default and adds glob search, MCP roots support and ZIP archive tools.
smn2gnt/MCP-Salesforce
Python MCP server for Salesforce that exposes SOQL queries, SOSL searches, object metadata, single and bulk record CRUD, and Tooling, Apex REST and raw REST API calls to LLM clients.
fatwang2/search1api-mcp
search1api-mcp is an MCP server that provides advanced web and news search functionalities using Search1API, enabling seamless integration with various MCP clients including LibreChat.
langfuse/mcp-server-langfuse
MCP server for Langfuse Prompt Management that lets MCP clients list production-labelled prompts and retrieve them compiled with variables, exposed both as MCP prompts and as fallback tools.
integromat/make-mcp-server
Legacy Node.js MCP server that exposes Make (formerly Integromat) on-demand scenarios as callable tools, letting AI assistants trigger existing automation workflows and read their output as structured JSON.
lfnovo/content-core
Python content extraction and summarisation library with a bundled MCP server that exposes extract_content and summarize_content over URLs, documents, audio and video.
andybrandt/mcp-simple-pubmed
Python MCP server that queries PubMed through the NCBI Entrez API, returning abstracts, metadata and full text of open access articles, plus prompts for building literature searches.
zoedsoupe/anubis-mcp
Elixir SDK for the Model Context Protocol providing both client and server implementations with compile-time or runtime tool registration, streamable HTTP transport and Plug or Phoenix integration.
serpapi/serpapi-mcp
Official SerpApi MCP server giving AI clients structured search results from Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay and other engines through one search tool, available hosted or self-hosted.
tsmztech/mcp-server-salesforce
TypeScript MCP server for Salesforce that queries and modifies records, manages custom objects, fields and field permissions, and reads or writes Apex classes, triggers and debug logs.
0xshellming/mcp-summarizer
MCP server that summarizes text, web pages, PDFs, EPUB books and HTML through Google Gemini 1.5 Pro, with configurable summary length, target language, focus and output style.
taskade/mcp
Taskade Workspace MCP server exposing 62 tools for workspaces, projects, tasks, AI agents, webhooks, knowledge bases and sharing, plus an OpenAPI codegen package for generating MCP tools from any spec.
pyroprompts/any-chat-completions-mcp
any-chat-completions-mcp is a TypeScript-based MCP server that integrates any OpenAI SDK compatible chat completion API, enabling seamless multi-model chat interactions through the Model Context Protocol.
zcaceres/gtasks-mcp
An MCP server for Google Tasks with tools to list, search, create, update and delete tasks across task lists.
GongRzhe/Human-In-the-Loop-MCP-Server
Python MCP server that lets an AI assistant pause and ask a person through native desktop dialogs for text, choices, multi-line input, confirmations or acknowledgement of a message.
JamsusMaximus/trainingpeaks-mcp
An MCP server for TrainingPeaks that reads workouts and fitness metrics and builds structured sessions, using cookie authentication so no API approval is needed.
githejie/mcp-server-calculator
A minimal MCP server exposing one tool that evaluates a mathematical expression, giving a model exact arithmetic.
pskill9/website-downloader
An MCP server that mirrors an entire website locally using wget, preserving directory structure and rewriting links to work offline.
OpenDataMCP/OpenDataMCP
CLI tool and provider modules that publish public open data sources, starting with the Swiss SBB train network, as MCP servers for LLM applications such as Claude Desktop.
PostHog/mcp
The PostHog MCP server repository, whose source has moved into the PostHog monorepo; it now points at the official documentation and a wizard command that installs the server into common clients.
roychri/mcp-server-asana
An MCP server for the Asana API covering tasks, projects, workspaces and comments, with an optional read-only mode that disables every write operation.
gomarble-ai/google-ads-mcp-server
A FastMCP server for the Google Ads API with automatic OAuth 2.0 authentication and token refresh, GAQL querying and keyword research tools.
dev-mirzabicer/ticktick-sdk
An async Python SDK for the TickTick and Dida365 task managers that also ships an MCP server, letting assistants read and manage tasks and projects.
cobanov/teslamate-mcp
MCP server exposing a TeslaMate PostgreSQL database through 35 tools, letting an AI client answer questions about drives, charging cost and battery degradation without writing SQL.
ConAcademy/buttplug-mcp
A Go MCP server that bridges tool-capable LLM hosts to the Buttplug.io intimate hardware ecosystem, listing connected devices and issuing vibration commands through an Intiface Central hub.
ChanMeng666/server-google-news
An MCP server that queries Google News through SerpAPI, returning headlines, stories and topics with automatic subject categorisation and configurable language and region codes.
peakmojo/mcp-hubspot
An MCP server for HubSpot CRM that exposes contacts, companies and engagement data, using FAISS vector storage and caching to work around API limits.
microsoft/clarity-mcp-server
Microsoft's MCP server for Clarity, giving access to session recordings, traffic and behaviour analytics with dimension filtering and documentation lookup.
DeepLcom/deepl-mcp-server
DeepL's official MCP server exposing text and document translation, rephrasing, and glossary and style rule lookups as tools.
getfounded/mcp-tool-kit
Python MCP server that bundles more than 120 tools, including filesystem, web search, browser automation, finance data and document handling, with automatic tool discovery over stdio or SSE.
nguyenvanduocit/all-in-one-model-context-protocol
Go MCP server bundling GitLab, Jira, Confluence, Google Calendar, YouTube, RAG and AI search tools behind one process; now archived and split into separate per-domain kit repositories.
Rai220/think-mcp
An MCP server providing a single think tool that lets an agent record an explicit intermediate thought during complex multi-step tool use, without changing any external state.
opgginc/opgg-mcp
OP.GG's MCP server providing game data for League of Legends, Teamfight Tactics and Valorant over a hosted streamable HTTP endpoint with explicit field selection.
ChristianHinge/dicom-mcp
An MCP server for DICOM medical imaging systems that queries PACS archives at patient, study and series level and extracts text from stored report documents.
dominik1001/caldav-mcp
An MCP server for CalDAV calendars with tools to list calendars, query events in a timeframe, and create, update and delete events.
GongRzhe/TRAVEL-PLANNER-MCP-Server
An MCP server for travel planning over the Google Maps APIs, covering location search, place details and travel-time calculation. The repository is archived.
freema/mcp-gsheets
An MCP server for the Google Sheets API that reads, writes and manipulates spreadsheets, including cell ranges, formatting and sheet structure.
translated/lara-mcp
MCP server for Lara Translate that adds machine translation, language detection, translation memories and glossaries to MCP clients over a hosted OAuth endpoint or a self-hosted process.
tanigami/mcp-server-perplexity
Minimal Python MCP server that exposes the Perplexity API as a single ask_perplexity tool returning chat completions with citations.
yzfly/mcp-excel-server
Python MCP server for spreadsheet files that reads XLSX, XLS, CSV, TSV and JSON, writes and updates workbooks, runs statistical analysis and pivot tables, and exports charts as images.
ProgramComputer/NASA-MCP-server
An MCP server covering more than twenty NASA data sources through one interface, with parameter validation, rate-limit handling and imagery format support.
mahdin75/geoserver-mcp
An MCP server for the GeoServer REST API, letting assistants manage workspaces, data stores and layers and query published geospatial data.
GongRzhe/JSON-MCP-Server
An MCP server that fetches JSON from a URL and queries it with JSONPath, supporting array slicing, sorting and conditional filtering. The repository is archived.
pab1it0/chess-mcp
An MCP server for Chess.com's public Published Data API covering player profiles, statistics, game records, clubs and titled players, with no authentication required.
lpigeon/unitree-go2-mcp-server
An MCP server that turns natural-language commands into ROS2 instructions for the Unitree Go2 quadruped robot.
pierrebrunelle/mcp-server-openai
Minimal Python MCP server that lets Claude query OpenAI models directly, configured with an OPENAI_API_KEY and a PYTHONPATH entry in the Claude Desktop configuration file.
optuna/optuna-mcp
Optuna's own MCP server, letting an assistant create studies, run hyperparameter optimisation trials and analyse the results conversationally.
jhgaylor/node-candidate-mcp-server
TypeScript MCP server library that exposes one job candidate's resume, profile links and website text as MCP resources and tools, plus a Mailgun-backed contact tool.
leehanchung/bing-search-mcp
Python MCP server wrapping the Microsoft Bing Search API, exposing web, news and image search as tools with rate limiting and market and freshness parameters.
thedaviddias/mcp-llms-txt-explorer
MCP server that checks whether a website publishes llms.txt or llms-full.txt files, validates their contents and lists known sites that follow the standard.
RamXX/mcp-tavily
Deprecated Python MCP server exposing Tavily web, answer and news search as tools and prompt templates, with AI-extracted content and domain include or exclude filters.
sanity-io/sanity-mcp-server
The archived and deprecated local Sanity MCP server; its README now documents only the migration to the hosted remote server at mcp.sanity.io, which uses streamable HTTP transport and OAuth.
Nexgene-Research/nexonco-mcp
MCP server that queries the CIViC clinical evidence database for cancer variants, returning filtered and ranked evidence reports with summary statistics and source citations for oncology research.
taazkareem/clickup-mcp-server
ClickUp MCP Server is an MCP server that integrates ClickUp task management with AI applications, enabling AI agents to manage tasks, time tracking, documents, and workspace organization through a standardized protocol.
ac3xx/mcp-servers-kagi
TypeScript MCP server integrating the Kagi Search API, currently implementing a single web search tool with summarize, FastGPT and enrich tools listed as planned.
mnhlt/WebSearch-MCP
MCP server over stdio that adds real-time web search to AI assistants by calling a self-hosted crawler API running in Docker alongside FlareSolverr.
reeeeemo/ancestry-mcp
Deprecated Python MCP server for GEDCOM genealogy files that lets an assistant list, rename, parse and search .ged files inside one permitted directory.
dinoki-ai/osaurus
Osaurus is a native macOS LLM server with Model Context Protocol support, enabling local and cloud language model integration through a unified API, plugins, and developer tools optimized for Apple Silicon.
angheljf/nyt
TypeScript MCP server exposing a single search_articles tool that queries the New York Times Article Search API for stories published in the last 30 days matching a keyword.
CorefluxCommunity/Coreflux-MQTT-MCP-Server
Python MCP server that connects assistants to Coreflux MQTT brokers, giving access to Coreflux models, actions, rules and routes, LOT code generation and health checks, with TLS, async processing and Docker deployment.
mackenly/mcp-fathom-analytics
Unofficial MCP server for Fathom Analytics that gives an assistant read-only access to accounts, sites, events, real-time visitors and flexible aggregation reports over the Fathom API.
m1rl0k/Context-Engine
Context-Engine is an open-core MCP retrieval stack designed for AI coding assistants, offering hybrid code search, micro-chunking, and local LLM prompt enhancement.