general MCP servers

Enables AI assistants to interact with TypeDB databases, allowing LLMs to execute TypeQL queries, manage databases, and manage users through natural language.

Enables AI assistants to perform PDF operations like merge, split, compress, convert, encrypt, OCR, and summarize using natural language.

Statically analyzes exported n8n automation workflows for security issues and returns structured findings.

Self-hosted MCP server to access your Gmail / Outlook / IMAP email

MCP server providing a persistent, temporal memory brain for AI assistants, enabling cross-session recall of facts with relationships and temporal context.

Repository-scoped memory with code citations and just-in-time verification, preventing stale information for AI coding agents.

Enables AI agents to query Google Search Console data including search analytics, URL inspection, sitemap management, and site performance monitoring, with per-user OAuth authentication.

An MCP server that wraps the taegis-magic CLI to allow AI assistants to query Secureworks Taegis XDR for alerts, events, investigations, threat intelligence, and tenants via natural language.

Enables agentic document retrieval over markdown, CSV, and JSONL using BM25 and tree navigation, without vector databases or embeddings, allowing AI agents to search, browse, and retrieve structured document sections.

MCP server for personal and shared memory with full-text search (SQLite FTS5) and outcome tracking, compatible with any MCP agent like Claude Code, Cursor, and Codex CLI.

Enables management of office projects and tasks in Greek through Claude chat, with 11 tools for tasks, entries, announcements, plans, and project summaries via Supabase.

An MCP (Model Context Protocol) server that exposes a live Outflow architecture graph of a repository as context for AI coding agents — Claude Code, Claude Desktop, or any other MCP-compatible client. Lets an agent ask "what does this file depend on", "what breaks if I change this", or "did my last batch of edits introduce a circular dependency" against your workspace's real, currently-live graph.

Static analysis for vibe-coded apps. Flags security, reliability, performance, and AI quality issues in code generated by Cursor, v0, Bolt, and Copilot.

Build/flash/debug any Telink embedded SDK via natural language. MCP server with 8 tools for build, serial capture, and firmware flashing via bdt.exe.

Read-only public Telegram group statistics from Limzo: search tracked communities and pull leaderboards, activity trends, member levels, and network-wide totals. No API key or account needed.

Read-only MCP bridge connecting Claude Desktop to Merlin Project on Mac, allowing natural-language queries about plans, activities, resources, and project data.

Lightweight persistent memory for AI agents using a single SQLite file with hybrid search (keywords + semantics). Zero to 12MB install, no cloud or server required.

Read-only AI analytics assistant for CleverTap over the Model Context Protocol, providing tools for events, profiles, campaigns, insights, and realtime data via live public APIs.

MCP server for puzzle generation: word search generator, crossword generator, and sudoku generator + solver, with printable PDF worksheets, themed word banks, and verifiable LLM evals. Works with Claude Desktop, Cursor, Windsurf, and any Model Context Protocol client. From the makers of puzzletide.com.

MCP server for checking domain name availability across 500+ TLDs using RDAP with WHOIS fallback for specific TLDs.

An agent-to-agent referral network enabling AI agents to discover each other, cross-refer users, and earn credits through an MCP server and HTTP API.

A hosted MCP server for AI-powered credit card advice, enabling search, comparison, portfolio analysis, and personalized recommendations for US credit cards through natural language.

Lassare is an MCP server that lets you respond to AI coding agent questions remotely via Slack — so you don't have to stay at your desk while your agent works.

Provides persistent memory for AI tools by building a local knowledge graph from conversations, enabling cross-session recall and context awareness without cloud dependencies.

An MCP server exposing NACE Rev. 2.1 economic activity classification codes for AI agents, with tools to browse, search, and fuzzy-match codes.

Classifies message complexity to automatically select the appropriate Claude effort level (fast, think, ultrathink) for efficient reasoning.

A trust primitive that anchors verifiable proofs of existence and authorship on the MultiversX blockchain, with agent-native support for MCP, x402, and other protocols.

Session Watcher treats your prompt cache as inventory — it uses EOQ theory to tell you whether the current context is still worth carrying, and when to restart. Works with any session-based coding agent.

Enables evaluation of AI-generated code across 45 specialized dimensions using deterministic pattern matching and optional LLM-powered deep review, acting as an independent quality gate.

Personal digital memory: a desktop app that indexes your mail, chats, and documents into a local SQLite corpus on your machine — parsing and OCR run on-device via llama.cpp — and serves them to any MCP client. Local server on 127.0.0.1, plus an optional per-user remote endpoint (you.localkiagent.com) whose TLS terminates on your own device.

Five general-purpose stdio MCP servers for SEO: access to SERP, Wordstat, Google Search Console, Yandex.Webmaster and Yandex.Metrica straight from Claude Code (or any MCP client). All tools are read-only, output is strict JSON. Not tied to a specific site: defaults (GSC property, Webmaster host, Metrica counter) are configured on the fly.

Hosted MCP server for Argentine commerce: real AFIP/ARCA fiscal invoicing (live CAE), MercadoPago payments, logistics, catalog, cash register and WhatsApp behind one authenticated endpoint. Includes 9 no-auth fiscal validation/formatting tools.

MCP server for parsing, validating, building and explaining FIX protocol trading messages — offline, no API keys.

A local, read-only MCP server (plus CLI) over your own stock/ETF transaction log. A deterministic core computes drawdown-first risk with bootstrap confidence intervals and validates targets with walk-forward verdicts. The assistant narrates, but the number fence makes it structurally impossible for the model to produce a figure.

A secure wrapper that launches other MCP servers, replacing environment secrets with placeholders and eliciting them via an encrypted browser form, never exposing secrets to the model or client.

Provides a quality framework and enforceable conventions for AI coding assistants, ensuring code quality, environment hygiene, and project standards across multiple AI tools.

Enables AI agents to directly interact with Sanity CMS projects, including querying, creating, and managing documents, schemas, releases, and image generation.

An MCP server that connects AI assistants to LinkedIn's Ad Library API for searching advertisers' sponsored content, job postings, and influencer partnerships.

MCP server exposing JMAP email and Sieve script operations as tools, enabling mailbox management, email creation, search, flagging, and Sieve script management.

A safety-first foundation for connecting an MCP client to AutoCAD, currently providing read-only drawing status and health/version/capabilities tools via a Python MCP server and localhost C# bridge.

Provides structured DevOps practices and templates (tracking, documentation, runbooks) to streamline AI-assisted PoC development, reducing CLAUDE.md bloat and ensuring consistency across projects.

Enables agents to control a real Chromium browser with semantic tools, providing compact observations and outcome-verified actions for web interaction tasks.

CrossFin is a financial router for AI agents that finds the cheapest path to move money across 14 exchanges and provides real-time market data for Asian crypto markets.

A minimal template for learning NitroStack fundamentals with a calculator-focused MCP server and basic widgets.

MCP server for integrating with the Organizze financial manager, enabling AI clients to create transactions, check balances, manage accounts, and more via the Organizze API.

MCP server wrapping OpenCLI to let agents control a real Windows Chrome browser, reusing existing login sessions and extensions, with DOM/AX snapshot, action, and network capabilities.

Enables to interact with Yuque knowledge base API through MCP. Supports discovering, reading, creating, updating, deleting docs and repos, managing groups and members, and using Yuque content as a research knowledge base.

Provides a local control plane for GDevelop game projects, enabling Codex to open projects, build previews, and serve them over HTTP for debugging.

MCP server for Tradernet/Freedom24 trading platform API, enabling portfolio management, order placement, quotes, ticker search, and price alerts via AI assistants.

Enables AI-powered code review of Git diffs through natural language, supporting multiple AI models and Git workflows.

Enables AI coding agents to interact with ClawWork task management, allowing them to access task feeds, claim and complete tasks, post comments, and submit artifacts.

Enables executing bash commands with foreground/background support, timeouts, environment control, and OpenTelemetry observability.

Enables Claude to query and manage Mail2000 calendar events, including agenda, search, booking, updating, and deleting events through natural language.

A local guardrail MCP server that checks agent-written code against a repo's own patterns — learned statistically from its git history, no LLM.

Enables driving an isolated, already-logged-in Microsoft Edge browser from the shell by reusing your daily Edge's login cookies through a browser-extension bridge.

An MCP server for food-related queries powered by MiniMax AI, enabling natural language interaction via a chat API.

Installs a NEXT-native customer persona into Claude Code, grounded in live AI customer feedback and callable via / or @.

Grounds a Fusion-SQL agent against Oracle Fusion schema catalog, enabling table/column search, validation, and relationship discovery.

Enables AI assistants and applications to control Adobe After Effects through the Model Context Protocol for composition, layer management, and animation.

Enables AI assistants to read, search, and traverse your reMarkable tablet library, including handwritten notes via OCR, turning it into a second brain.

Converts raw HTML into structured, AI-readable page maps with 97% token reduction, enabling agents to read, click, type, and navigate any web page.

Enables AI assistants to manage billing, plans, features, and entitlements via Schematic. Supports company lookup, plan management, feature creation, and override configuration through natural language.

Auto-managed SPICE kernels for heliophysics missions. Enables querying spacecraft positions, trajectories, and coordinate transforms via natural language.

Marrow gives your agent a governance loop that compounds. With @getmarrow/mcp, any MCP-compatible client can ask Marrow before risky work, inspect live loop state during work, collect required proof, and commit outcomes when the work is done. That means your agent stops operating without accountability and starts carrying forward real decision history. Your agent stops repeating the same mistake

Enables AI agents to autonomously discover and call a marketplace of 100+ APIs, including web search, image generation, and more, with automatic payments and refunds.

Gives AI agents and MCP clients direct control over native desktop apps, Chrome/Electron browsers, and Android devices with screenshots, OCR, accessibility-based element lookup, input simulation, window management, CDP, and ADB in one local server.

MCP server for LimeLink dynamic link management, enabling creation, lookup, and management of dynamic links with documentation resources and prompt templates.

Classifies text into structured semantic units with authority, risk, and attention scores. Enables deterministic preprocessing for AI agents to filter and route content without using an LLM.

Official MCP server for ZuckPay – create PIX, SPEI, and PayPal charges, and query transactions from your AI assistant.

Enables AI agents to trade Solana prediction markets, including market creation, betting, claims, and affiliate management, all without exposing private keys.

Enables URL shortening, click tracking, and analytics for AI agents via the picoli.site API.

An MCP server that gives AI agents eyes and hands to visually interact with running apps across 10 platforms, enabling natural language-driven testing and automation without test code.

MCP server that renders interactive Chart.js charts (bar, line, pie, doughnut, etc.) inline in Claude's UI.

Provides structured visual analysis tools for coding agents, enabling UI analysis, screenshot comparison, OCR, and crop-based refinement through VLM.

Industry-standard MCP server for AWX/AAP/Ansible Tower automation, enabling AI agents to manage job templates, launch and monitor jobs, and handle inventories and projects through natural language.

Provides translation tuning by adjusting model output for naturalness, tone, and script per language pair, supporting en-jp and en-es.

A Model Context Protocol server for HarmonyOS development, enabling AI assistants to interact with HarmonyOS projects, devices, and applications.

Enables querying Hong Kong SFC regulations, enforcement actions, licensing guides, and compliance checks with a continuously updated knowledge base.

Jenkins HOT/QAT deployment assistant MCP server that enables agents to locate jobs, check branches, perform safe deployments with overwrite protection, and rollback deployments via natural language.

Enables AI assistants to search, create, and manage knowledge graphs in Aiqbee brains for architecture, portfolio, and digital strategy.

Enables querying 40 Slovenian statutes with full-text search, provision retrieval, and EU law integration, providing verified references from official PISRS sources.

A filesystem-based MCP server for AI coding agents to coordinate work across git worktrees by claiming files, checking for conflicts, and logging progress without affecting the repository's git history.

Enables querying over 6,800 German federal statutes, case law, and legislative preparatory works with verbatim source text. Integrates EU law cross-references and provides citation validation and legal stance building.

A calculator-focused MCP server template with tools, resources, and prompts built on NitroStack.

Enables querying over 3,200 Dutch statutes (AVG, Wetboek van Strafrecht, Burgerlijk Wetboek, etc.) with verbatim, citation-grounded text from official sources, directly from MCP-compatible AI assistants.

Aggregates multiple OpenAPI specifications into a single searchable MCP server, enabling AI agents to query API endpoints across all services using natural language.

An MCP server that enables AI agents to send realtime messages, query channels, and manage users through Pusher Channels.

A small Model Context Protocol (MCP) server that gives an AI a personal notes/todo store. Built for learning.

Enables codebase indexing and searching with symbolic and full-text search, supporting multiple programming languages, designed to work on any architecture including ARM64.

A production-grade MCP server for the Amazon Selling Partner API that provides a complete registry of 353 operations across 49 API domains, enabling discovery, description, and invocation of SP-API operations with version awareness and safety controls.

Retired MCP server that originally provided SEO/AEO audits; now only exposes a stobo_status tool indicating the service has been shut down.

A Model Context Protocol server for reading, editing, and reproducing the layout of HWPX documents (Korean word processor format) using AI, with 146 tools and lossless CST architecture.

An MCP server that enables AI agents to control Android and iOS devices via natural language, using platform tools like adb and simctl.

Controls a running Chrome/Chromium browser via the Chrome DevTools Protocol, enabling navigation, JavaScript evaluation, tab management, and raw CDP commands through MCP tools.

Enables AI agents to make autonomous payments on Solana with on-chain enforced spending limits, preventing unauthorized fund drainage.

Provides 28 tools for mobile proxies, non-VoIP SMS verifications, dedicated numbers, and global eSIMs, enabling AI agents to perform phone-related tasks.

Enables large language models to interact with ROS robots seamlessly, allowing natural language control, real-time sensor monitoring, and autonomous task execution without modifying existing robot code.

Assists organizations and developers with LGPD compliance by providing tools for legal basis validation, consent management, document templates, and data subject rights. Includes resources on ANPD, glossary, and legal foundations.

Enables asking natural-language questions about any GitHub repository and receiving answers grounded in the actual code, with read-only enforcement and automatic repository fetching.

Provides geocoding, reverse geocoding, location lookup, and DigiPin processing capabilities using the QuantaRoute API, enabling AI assistants to convert addresses to coordinates and retrieve administrative boundaries.

Enables CRUD operations on a SQLite task database with filtering by status and priority.

Lets AI agents help artists and labels prepare releases for promotion by creating Smart Links, checking campaign readiness, and managing platform connections.

Enables AI agents to scan web pages for accessibility issues and get AI-powered remediation guidance using Axe DevTools for Web.

Provides a unified MCP interface to interact with Codex CLI, Claude Code, and Grok API, allowing seamless switching between AI models in VS Code or Claude Code.

An MCP server that lets coding agents drive and verify mobile apps on iOS Simulator and Android Emulator, providing blocking wait primitives and semantic UI diffs to replace screenshot polling.

Turns Turkish public-tender result notices into structured records and provides analytics on firm history, discount distributions, and competition metrics via an MCP server.

A small local MCP adapter that lets Claude Code delegate bounded research work to Codex plan credits without giving the worker ownership of the final report.

MCP server for repository mapping, dependency analysis, and architecture diagram generation for JavaScript, TypeScript, and Python projects.

Provides a stdio MCP bridge for coding agents to query and record engineering knowledge locally, preserving debugging history, failed attempts, and verified solutions.

Enables interaction with a MERN Chat App API for user authentication, chat management, and messaging.

Search and read Kakao Developers REST API documentation through the MCP protocol.

A research harness for measuring whether MCP clients preserve informed consent when tool definitions change after approval.

Enables agents to scan tokens for honeypots, check safe launches, and build launch transactions on Robinhood Chain via the Model Context Protocol.

Provides market intelligence including asset search, market state, cues, events, and paper trading via the Model Context Protocol.

A sovereign, universal API validation and multi-industry compliance security MCP server.

Provides tools to create, run, and verify deterministic delivery receipts for completion claims, enabling reviewers to check freshness and correctness of evidence.

Typed MCP gateway for Cork Protocol operations, enabling secure and deterministic interaction with operation core and signing gate.

MCP server for querying Brazilian electronic service invoices (NFSe) from the national portal. Allows AI agents to authenticate with digital certificates and search, detail, and download PDFs of issued NFSe.

Enables AI assistants to interact with Banco Inter business accounts, including balance inquiries, statement downloads, and full boleto management via natural language.

Connects AI coding assistants to Roblox Studio, enabling direct manipulation of the DataModel through natural language commands with undo support.

Helps AI agents avoid repeating known failures by providing deterministic lookup of dead ends for coding errors and country-specific real-world rules.

Enables AI agents to search Twitter, Instagram, Reddit, and TikTok using natural language queries, with CSV exports up to 500K rows and no API keys needed.

MCP server for Dataiku DSS REST APIs, enabling flow analysis and day-to-day operations on projects, datasets, recipes, jobs, scenarios, folders, variables, connections, and code environments.

Enables AI agents to interact with the Counterparty protocol on Bitcoin, allowing queries of balances, assets, orders, and dispensers, as well as composing, signing, and broadcasting transactions.

Enable AI agents to autonomously build and deploy full-stack mobile applications.

Enables AI-assisted management of Apache Tomcat, including start/stop, WAR deployment, log analysis, thread and heap dumps, and diagnostics.

A graph-spectral MCP server for verified code synthesis through belief revision.

A server that lets AI agents ask users clarifying questions mid-task via a pop-up terminal window, enabling interactive context gathering.

A self-hosted persistent memory platform for AI agents and humans offering tools for memory storage, search, beliefs, work management, and code intelligence via MCP.

Provides persistent semantic memory with semantic search, knowledge graphs, and Intelligence Packs for AI agents, enabling memory recall by meaning and session continuity.

An MCP server that retrieves Korean stock fundamentals and financial data from OpenDART, enabling LLMs to access corporate disclosures, financial statements, and dividend information.

Renders interactive 2D molecular structure diagrams from SMILES notation and computes molecular properties like molecular weight, LogP, and TPSA, directly in the chat.

Enables atomic batch find-and-replace edits across single or multiple files, reducing tool calls and token usage for efficient code refactoring.

A URL security scanner and MCP server that enables AI agents to analyze URLs for phishing, malware, and other threats before navigation, with optional intent alignment checks.

A community-maintained MCP server for TIDAL that enables personalized music recommendations, full playlist management, and advanced search across tracks, albums, artists, and playlists via natural language.

Renders PNG previews and STL geometry from OpenSCAD source code, enabling iterative agent-driven CAD workflows.

Provides verified, up-to-date model IDs, pricing, and specs for over 100 models across 19 providers, preventing AI agents from using outdated or hallucinated model names.

AI-powered coaching for runners, cyclists, swimmers, and triathletes, enabling personalized workouts, training plan adaptation, performance analytics, and AI coaching via Claude, MCP clients, or HTTP.

Enables semantic quote search, attribution verification, and collection management for AI assistants, with source transparency via QuoteSightings.

Enables AI agents to run commands, capture outputs, and manage background processes with filtering capabilities for debugging and monitoring.

MCP server that watches issue trackers and comments for 'Dear Claude' and spawns local Claude Code instances to execute tasks, posting results back to the original platform.

An MCP server that helps AI coding agents manage GitHub PR review comments. It also provides CI diagnosis, stack activity tracking, and other tools to streamline code review workflows.

An open-source MCP server for Windows that provides traceable system operations (file, screenshot, clipboard, process, power management) to AI assistants via HTTP/SSE.

MCP server for interacting with Kaiten (kaiten.ru) project management. Supports listing, moving tasks, setting responsible persons, and adding comments via natural language.

An MCP server that lets AI agents control a real iPhone via macOS iPhone Mirroring, enabling screen observation, taps, typing, and gestures.

Launches tokens, trades, and reads market data on Robinhood Chain, Base, and Ethereum through the Qian DEX. Non-custodial and supports multiple chains.

An MCP server that enables AI assistants to query Spark SQL clusters via the Thrift/HiveServer2 protocol.

MCP server providing AI agents access to 38 pay-per-call APIs (LLM, image, code, audio, crypto, web, IPFS) via HTTP 402 micropayments in USDC/USDm.

A TypeScript MCP server that enables agents to request focused, one-shot consultations with allowlisted Gemini models, with guaranteed model provenance and no silent model changes.

An MCP server that connects AI assistants like Claude, Cursor, and Windsurf to the Waitlister API. Create waitlists and manage subscribers through natural language.

Provides AI assistants with tools to create, list, search, tag, and delete notes stored in a local SQLite database.

Enables agent settlement, trust verification, and ledger operations for multi-agent workflows, with tools for blueprint management, credit tracking, and provenance recording.

An AI-native game engine MCP server that enables AI agents to create, modify, and run games using 53 tools for scene creation, physics, audio, 3D rendering, and AI-generated images and music.

An MCP server that enables Claude to orchestrate multiple autonomous Claude Code agents working in parallel across different projects, with tools to dispatch, monitor, and manage their progress.

A local MCP adapter collection for social media channels, currently supporting Douyin with tools for channel startup, login assistance, messaging, and notifications.

Extract and structure any web page into clean JSON using the ClawPage API. Provides tools for registration, extraction, account management, and wallet integration.

Enables AI assistants to query VirtualFlyBrain data, run queries, and search for terms related to Drosophila neurobiology.

Enables AI agents to deploy production APIs from JSON schemas, with 44 tools for managing projects, schemas, deployments, and graph data.

Local MCP server for iOS Simulator and macOS app automation with a TypeScript MCP layer and Swift native bridge. Enables UI inspection, input automation, and simulator control through unified generic tools.

Multi-user MCP server with user isolation, permissions, resource sharing, and an admin console for managing MCP tools across users.

MCP server for inter-agent communication. Gives multiple Claude Code sessions a shared message board, agent registry, and orchestration layer — backed by a cloud relay so agents can coordinate across machines, repos, and teams.

Local-first Knowledge Management System that exposes markdown-based durable memory as MCP tools for Codex and ChatGPT, enabling search, read, write, and promotion workflows with project and global scopes.

Enables AI to open, navigate, and export Markdown documents, and to import/export PPTX files.

An MCP server that mints STAS, DSTAS, and BSV-21 tokens into a BSV Desktop wallet in seconds, enabling rapid token testing and development.

A lightweight local MCP server that enables users to add, list, edit, and delete expenses via SQLite database through natural language in MCP-compatible clients.

Enables interaction with a MERN chat application, providing tools to register and login users, manage chats (including group chats), and send/receive messages.

Exposes Atlassian Marketplace vendor APIs as 95 MCP tools, 3 resources, and 4 prompts, enabling LLMs to manage licenses, promotions, reviews, and reporting metrics without writing API calls.

MCP server that reads DBeaver database configurations and provides SQL execution via existing JDBC drivers — no extra driver downloads needed.

Connects AI agents to a live offers API, returning structured product offers in real time.

Enables deploying a remote MCP server on Cloudflare Workers without authentication, and connecting it to AI Playground or local MCP clients.

Enables real-time weather queries for 12 major Chinese cities and global cities via wttr.in API, with tools like get_weather and list_supported_cities.

Enables LLM clients to interact with Adobe Learning Manager, including user management, learning object browsing, enrollment management, badge checking, and async job execution via the ALM Prime API.

Enables AI assistants to query API documentation from Eolink Apikit instances via the Eolink Open API, supporting listing projects, groups, searching APIs by keyword/path, and retrieving detailed API definitions.

MCP server wrapping social-auto-upload CLI for AI clients to verify cookies and publish videos/notes to Chinese social platforms (Douyin, Kuaishou, Xiaohongshu, Bilibili).

Acquis gives your assistant exact, verifiable access to EU digital regulation. Instead of paraphrasing from training data, it returns the verbatim provision of the current consolidated version — with the full citation (act, article, paragraph, point), its in-force status, the consolidation date, and a deep link to EUR-Lex so every claim can be checked. The legal text is rendered from the signed c

Enables reading work outlines, contexts, and chapters, and saving chapters with version protection for an AI novel writing tool.

Enables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio.

Connects AI agents and IDEs to MoltBook, the social network for AI agents, enabling posting, commenting, voting, communities, and direct messaging via MCP tools.

Turns Claude into a structured interviewer with a collective evolution system that gets smarter with each conversation.

Enables AI scientists to access over 1000 machine learning models, datasets, APIs, and scientific packages for data analysis, knowledge retrieval, and experimental design from any large language model.

MCP server for Coda.io API that enables AI assistants to read and write Coda documents, tables, and rows.

Enterprise-grade code intelligence server for AI assistants that analyzes codebases for due diligence, tech debt, security vulnerabilities, and code quality.

A security-hardened MCP gateway that enables AI agents to call LLM APIs (Gemini, OpenAI, Claude, etc.) using ephemeral proxy tokens, eliminating exposure of real API keys.

Connects AI coding assistants to Anima Playground, Figma designs, and design systems, enabling handoff of designs to production code.

A read-only MCP server for Microsoft SQL Server that enables metadata discovery, parameterized queries, and query analysis with profile-based configuration and strict no-DML/DDL enforcement.

Converts LaTeX math expressions to SVG. Enables AI assistants to render mathematical formulas as scalable vector graphics.

Enables AI assistants to interact with Tencent Lexiang enterprise knowledge base for searching, reading, creating, and editing documents, managing files, and importing meeting recordings.

MCP server for Sonatype Nexus Repository Manager, enabling AI assistants to query Maven, Python, and Docker repositories.

A read-only MCP server that enables semantic search of your Obsidian vault using Smart Connections embeddings, with path validation and security.

Pay-per-call MCP server for SMARD day-ahead electricity prices (DE-LU, 15-minute resolution) on Base mainnet via x402.

A proxy MCP server that bridges AI assistants to a remote Eulerian Marketing Platform, handling authentication and request forwarding for querying Eulerian API endpoints.

Enables querying Prometheus metrics, performing cluster diagnostics, and analyzing resource usage through natural language, with automatic Kubernetes connectivity.

Enterprise-grade MCP Server for FHIR-based EMRs. Enables AI agents to read, search, create, and update any FHIR R4 resource across major EHR systems like EPIC, Cerner, and OpenEMR.

Query GPT-5, Claude, Gemini, and Grok simultaneously through one MCP server for multi-model AI perspectives in your coding agents.

Enables AI agents to drive a live SVG/vector editor, allowing a full observe-and-act loop on a canvas with real tools, state reading, and PNG rendering.

Enables discovery of ComfyUI nodes and building/managing workflows with real-time execution via WebSocket. Provides 50+ tools for node discovery, workflow building, template usage, model management, and batch/chain execution.

Enables Gemini to read verified company facts, sources, provenance, and confidence from AuthorityPrompt for any published company domain.

Generates daily standup notes from your git commits across multiple repositories using AI.

Provides access to German court decisions and laws via MCP tools, enabling legal document search and retrieval.

Provides an enterprise-grade AI-powered pipeline with 33 professional tools for code analysis, migration, testing, and more, integrated with modern IDEs like Cursor and VS Code.

Enables AI coding assistants to leverage Application Security Posture Management (ASPM) capabilities, allowing developers to write secure code, query security risks, trigger diff scans, and manage security findings directly from their AI assistant.

Membrane is an MCP server that combines DORA metrics, deploy checks, and gamification rewards into a post-deploy verification layer for AI agents.

Provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without screenshots.

A Model Context Protocol (MCP) server for ROS 2 that enables GitHub Copilot and other AI agents to interact with ROS 2 systems. This server provides tools for monitoring, debugging, and managing ROS 2 nodes, topics, services, and TF2 frames.

Production-ready MCP server for MySQL databases enabling AI assistants to interact with MySQL through secure, validated, and audited tools.

MCP server that provides impact preview and approval workflow for AI agent actions, allowing users to see diffs and risk assessments before any changes are executed.

Enables management of ZynoHosting sites, files, and deployments through a local stdio MCP server.

Provides structured workflows (phases, gates, coordination) for AI agents, enabling complex task execution with quality enforcement and multi-agent coordination via Model Context Protocol.

MCP server that wraps the nb CLI for LLM-friendly note-taking, enabling creation, reading, updating, deleting, and searching notes, todos, bookmarks, and folders in notebooks.

Enables safe, authenticated access to GitHub via local GitHub CLI, providing read-only operations such as listing repositories, issues, and pull requests.

MCP server for UniFi Network Controller enabling AI assistants to manage UniFi infrastructure via natural language. It supports firewall rules, IPv6, and uses lazy/eager tool modes to minimize context usage.

Enables searching and browsing of Claude conversation history with hybrid search combining full-text, Spotlight, and optional vector embeddings.

Read-only MCP server for browsing and reading S3 objects, with tools for listing buckets/objects, reading text and binary files, and extracting text from PDFs.

Provides access to research paper topics and lists via a remote SSE server, enabling users to explore folders, topics, and execute prompts.

Provides access to Financial Modeling Prep's comprehensive financial data API, enabling real-time stock quotes, company fundamentals, financial statements, market insights, analyst data, and technical indicators directly in Claude Desktop.

MCP server for interacting with Galaxy bioinformatics platform, enabling AI assistants to connect to Galaxy instances, search and execute tools, manage workflows, and access other features.

App Store Connect MCP Server (Swift) that manages apps, builds, TestFlight, metadata, reviews natively on macOS

Model Context Protocol server for npm registry. Enables searching packages, checking security, comparing versions, and validating compatibility.

An enhanced MCP server that provides financial data and analysis tools for stocks, crypto, precious metals, and more, empowering AI agents with professional financial intelligence, including backtesting, ASCII charts, and simulated portfolios.

Enables natural language interaction with a personal knowledge base stored locally on your computer, supporting semantic search, note reading, and writing through Claude Code or mobile apps.

Enables to interact with Magento stores through the Magento REST API. Supports product, order, customer, and category management via natural language.

MCP server for Trendyol Seller API providing tools to manage products, orders, claims, finances, invoices, customer questions, and webhooks.

MCP server for creating, listing, and signing Turkish e-invoices, e-producer receipts, and e-self-employment receipts on the GİB e-Arşiv portal.

Enables AI agents to investigate and manipulate live network simulations via MCP, including protocol debugging and fault injection.

MCP server exposing fry.farm's x402 API as tools, enabling non-custodial blockchain interactions with pay-per-call endpoints on Algorand.

MCP server for the DUTIC virtual classroom (Moodle) at UNSA. Allows viewing tasks (including hidden ones), courses, resources, and downloading files, from terminal or AI agents.

Provides a tool to count files and folders in a directory, supporting both recursive and non-recursive counts.

Provides a standardized MCP interface for querying Graylog logs, enabling AI agents to search, diagnose, and correlate runtime logs with code via configurable profiles.

Deploys a Model Context Protocol server on Cloudflare Workers without authentication, allowing AI clients to connect and use custom tools remotely.

Exposes Jenkins CI/CD capabilities as MCP tools, including job management, builds, pipelines, and Terraform/GCP log inspection.

Matomo MCP Server to Work fast with Analytics

MCP server that provides shell script linting via ShellCheck. Allows AI agents to analyze shell scripts for common errors, stylistic issues, and potential bugs.

Connects AI coding agents to Apple Notes, enabling note management, code snippet capture, and developer workflow logging directly from the terminal.

Personal job posting management MCP server that fetches job postings from multiple Korean job sites and stores them for LLM analysis, enabling timeline tracking and cover letter draft management.

Exposes any SQLite database as read-only MCP tools for AI assistants, enabling listing tables, describing schemas, and running SELECT queries with filtering, ordering, and pagination.

MCP server for Framedash game telemetry -- query game analytics, heatmaps, perf regressions, retention, and alerts from Claude and other AI agents. Works with Unity, Unreal Engine 5, and Godot projects.

Enables AI agents to manage Kanban boards, cards, sessions, and automations through a unified MCP interface with real-time updates, supporting delegation, agent sessions, and human-in-the-loop interactions.

An MCP server that gives Claude hands-on access to quantum computing via Qiskit, enabling building circuits, simulation, statevector inspection, transpilation, and optional execution on real IBM quantum computers.

A comprehensive MCP server that makes official UAE open data queryable through natural language, offering tools for source discovery, dataset search, spatial joins, and intelligence recipes.

Public MCP server providing amateur radio tools and calculations for IARU Region 1 operators, including band plans, frequency checks, antenna calculations, and Austrian callsign lookups.

RAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private.

Exposes Rebind as computer-use tools for remote control and automation, including screenshot, click, type, and window control.

Protects AI agents from prompt injection attacks, jailbreak attempts, and common web vulnerabilities by screening untrusted input through semantic LLM analysis and static pattern matching.

Enables AI buyers and sellers to interact with the Accessura encrypted-data marketplace, supporting bidding, settlement, x402 payments, claim decryption, and seller payout management.

Enables AI assistants to control Adobe Photoshop programmatically, supporting recipe workflows, state awareness, and generative AI features through natural language commands.

A cloud-hosted bridge that gives AI tools secure, real-time access to Jira, Confluence, Jira Service Management, Bitbucket, and Compass.

Enables task management via MCP tools for creating, listing, updating, completing, and deleting tasks with JSON file storage.

Search 120,000+ recalled products from CPSC, FDA, EU Safety Gate, and other global agencies via MCP. Enables AI agents to check product safety by text or image.

A Houdini MCP server fork for CsrLib-Houdini workflow, providing enhanced tools for scene management, node discovery, graph editing, and safe code execution with tiered security policies.

Enables AI agents to self-govern by scanning code for hardcoded secrets, structural violations, and AI drift in real-time, providing fix packets for automatic remediation.

Enables searching and browsing the Ace Achievers course catalog and question bank with tiered hint reveals.

Orchestrates three AI code evaluation tools to validate and approve code via a quadruple consensus protocol, ensuring high-quality code generation.

An MCP server that enables LLMs to control Discord servers via a bot token, providing comprehensive management tools for messages, members, roles, channels, permissions, and more.

Validates and rewrites AI-generated text to match brand voice, supporting REST API, MCP, CLI, and GitHub Actions.

Enables AI assistants to create interactive charts, diagrams, and tables displayed on a real-time dashboard, supporting multiple data sources with privacy-focused local execution.

Enables AI agents to manage software licenses on KeyPro.hu via natural language, including placing orders, canceling, checking balances, and retrieving license keys, invoices, and profile data.

An MCP server for integrating with the Fortnox Swedish accounting system. Enables LLMs to manage invoices, customers, suppliers, orders, accounts, vouchers, and provides business intelligence analytics.

A local MCP server that connects multiple Gmail accounts and Google Calendars to Claude Desktop, enabling email and calendar operations via natural language.

An MCP server that allows AI assistants to search and retrieve human-curated content recommendations from Copus.

Enables LLM agents to interact with Squarespace Commerce APIs (products, orders, inventory, transactions) using natural language.

Enables sharing and reading encrypted files (text, images, logs) for AI workflows, with automatic 24-hour expiration and host-blind security.

Connects AI applications to Trunk Flaky Tests for root cause analysis of flaky tests and setup of test result uploads.

Enables AI assistants to interact with the Scorecard REST API for exploring endpoints, making test requests, and integrating the SDK into applications.

Enables interaction with Discourse forums, especially those behind Cloudflare, using browser impersonation and rate limiting.

Enables interaction with Equinix Fabric via MCP protocol, providing 109 tools for managing Fabric resources with client-credentials authentication and governance.

MCP server that connects AI assistants like Claude to your Nestr workspace, enabling task, project, role management, and organizational insights through natural language.

Enables AI assistants to perform Swift code audits and detect unused code in iOS/macOS projects using Periphery CLI.

Enables AI agents to perform real-time web search, research, and content extraction using You.com's search infrastructure, with a free tier available.

A lightweight MCP server that acts as a secure proxy for AI assistants to run local Git operations and GitHub API macros simultaneously.

MCP server for Clash Verge Rev that lets AI agents control your proxy — switch nodes, change modes, reload config, test latency — directly from conversation.

A Model Context Protocol (MCP) server that provides tools to query the official MCP Registry.

Enables LLMs to control Windows desktops via local OCR, optional YOLO icon detection, and mouse/keyboard actions.

Enables AI assistants to query the Vulners vulnerability database for CVEs, security bulletins, and software package audits through natural language.

Provides a human-approval tool for MCP-compatible agents, pausing execution until a human approves or edits the action, with every decision logged.

MCP server for the OpenFIGI API that enables AI assistants to search and resolve financial instrument identifiers such as ISIN, CUSIP, SEDOL, and tickers, with support for batch operations.

An open-source MCP server that turns real business workflows into reviewed, agent-callable commands, enabling safe execution through REST and MCP.

A Model Context Protocol server for seamless Evernote integration, enabling note creation, editing, searching, and notebook/tag management via Claude.

Provides persistent cognitive memory for AI agents and robots with no LLM in the loop, using algorithms for storage, recall, and forgetting; supports MCP, HTTP, and ROS2.

Enables extracting explicitly stated contract metadata, clauses, and obligations from user-supplied contract text without storing or modifying the data.

A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata catalogs.

An MCP server and Go library that connects AI assistants to DataHub metadata catalogs, enabling dataset search, schema exploration, lineage tracing, and glossary access.

Enables AI assistants to discover contests, track user participation, and pull analytics from the Unstop platform using mock data.

A privacy-first MCP server that acts as the universal memory and profile layer for AI agents, enabling profile management, skills, resume import, and team sync.

A persistent, event-sourced knowledge graph MCP server for AI coding agents that enables semantic search, tiered context retrieval, and git-based version control of AI memory.

A sample .NET MCP server demonstrating tool implementation including random number generation, personalized greetings, and weather information for US zip codes.

Enables AI assistants to manage and query Tiger Cloud database services, including service lifecycle operations, database connections, and SQL execution.

This gives Claude Desktop access to browser automation tools for web scraping, form filling, and more.

An MCP server that analyzes job postings and generates tailored, ATS-friendly CVs, cover letters, and email templates in multiple formats including PDF.

Autonomous M2M compliance and trust APIs for AI agents (KYB, OFAC, VAT, Sanctions checking).

Upload documents (Word, Excel, PDF, PowerPoint) to a vector RAG store and perform semantic search with page-level citations. Queries are free; ingestion costs credits at break-even pricing.

Enables Hermes Agent (or other MCP clients) to interact with ArtCraft's subscription API for model discovery, cost estimation, reference ingestion, image/video generation, and task result retrieval.

MCP server for interacting with the SuperOps.ai PSA/RMM platform, providing tools for managing clients, tickets, assets, and technicians via GraphQL API.

Enables Claude to access Apple Health data (sleep, heart rate, steps, etc.) via a self-hosted MCP server, bypassing regional restrictions.

A vendor-neutral coordination hub that lets coding agents like Claude Code and Google Antigravity delegate tasks and share context via MCP, with a shared blackboard and dashboard.

The complete open-source SEO data stack for AI agents, integrating Google Search Console, Google Analytics 4, Bing Webmaster Tools, and Microsoft Clarity with built-in analyst tools like cannibalization check, low-hanging fruit, and content gap analysis, all self-hosted and free.

A MCP server that enables AI coding agents to consume structured UI feedback via click-to-annotate, supporting issue types and severity levels.

A lightweight MCP server for Shortcut (formerly Clubhouse) that provides 10 actions like search, get, update, comment, create, etc., with a minimal token footprint.

Enables AI assistants to access CMS Medicare Part D drug spending, prescriber, and pricing trend data through a single MCP tool with 15 actions, deployed on Cloudflare Workers for sub-50ms response times.

MCP server for the WHO International Classification of Functioning, Disability and Health (ICF) with tools for code lookup, search, and clinical instrument scoring, deployed on Cloudflare Workers.

Provides AI assistants instant access to WHO ICD-10 and ICD-11 classification systems for code lookup, search, autocoding, validation, and hierarchy browsing via 12 tool actions.