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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Official MCP reference server that fetches a URL and returns its content as clean Markdown, with chunking.
Official MCP reference server for secure local filesystem read/write within allowed directories.
Official MCP server providing persistent, file-backed knowledge-graph memory across sessions.
Structured step-by-step reasoning tool for breaking problems into revisable thought sequences.
Up-to-date, version-specific library documentation injected into your coding agent.
AI-powered task-management system for AI-driven development that drops into Cursor, Windsurf, Claude Code, and more.
Control Blender from Claude and other LLMs for prompt-assisted 3D modeling, scene creation, and asset generation.
Popular community server that feeds Figma layout data to coding agents via a Figma API token.
Create, manage, and query your InstantDB apps, schemas, permissions, and data from your AI editor.
AI-powered reverse engineering: bridge IDA Pro to LLMs for vibe reversing via MCP.
Build, run, and debug iOS & macOS apps in Xcode from your AI coding agent.
Platform-agnostic mobile automation for iOS & Android — simulators, emulators, and real devices.
Connect MCP clients to a running JetBrains IDE (IntelliJ, PyCharm, WebStorm, Android Studio).
Let AI agents launch the Godot editor, run projects, capture debug output, and edit scenes.
Generate 26+ chart types and data visualizations using AntV, for chart generation and data analysis.
Bulk Kubernetes port forwarding with an MCP server that lets AI assistants forward services, inspect pods, and monitor traffic.
Create, read, and modify Excel workbooks with your AI agent — no Microsoft Excel required.
Index local code into a graph database to give AI assistants deep, queryable code context.
MCP server that works alongside an LLM to build validated Vizro charts and dashboards.
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, and SQLite.
Search, download, and read arXiv research papers from your AI assistant via MCP.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
Control and inspect iOS simulators — UI taps, swipes, text input, screenshots, video, and app install/launch.
Bring Azure DevOps context — work items, repos, pipelines, wikis, test plans — to your AI agents.
Read-only (optionally write) access to MySQL databases for LLMs — inspect schemas and run SQL queries.
Connect AI assistants to the Unity Editor to manipulate scenes, GameObjects, assets, and run tests via MCP.
Run SQL over files, databases, and 40+ apps (GitHub, Notion, Chrome, Todoist) — and expose them to LLMs via MCP.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Gives MCP-enabled clients semantic code tools: definition, references, rename, diagnostics, and more.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
Popular community server wrapping kubectl and Helm for cluster management via natural language.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
Control DaVinci Resolve Studio from AI assistants via the official Scripting API, with source-safe media tooling.
Multi-agent collaboration protocol: orchestrate specialized AI agents over MCP with a shared knowledge graph.
Autonomous browser agent that evaluates and debugs your web app end-to-end from your IDE.
Popular no-API-key MCP server for DuckDuckGo web search plus page fetching and parsing.
Official Brave Search MCP server: web, local, image, video, news search and AI summarization.
Connect AI to Jupyter Notebooks in real-time — run cells, read outputs, and manage multiple notebooks.
Token-efficient documentation search and reading for coding agents across public and private docs.
On-premises RAG over your local files (PDF, DOCX, CSV, MD, TXT), queryable from Claude via MCP.
Run Facebook & Instagram (Meta) Ads end to end from your AI client — launch campaigns, upload creatives, edit budgets, analyze performance.
AI-powered discovery and documentation for the @reactuses/core React Hooks library.
Let Claude control QGIS Desktop — create projects, load layers, run processing algorithms, and execute PyQGIS code.
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
Control your entire Kubernetes infrastructure through natural language conversations with AI.
Your AI assistant's gateway to Google Sheets — read, write, format, and chart spreadsheets via MCP.
Coinbase's AgentKit MCP extension for onchain actions: transfers, swaps, and contract calls.
Search and explore any OpenAPI spec in simple language, via oapis.org.
Local Apple documentation index served to AI agents over MCP — docs, HIG, Swift Evolution, packages, and sample code.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Control Android devices from MCP clients via ADB — run shell commands, capture screenshots, inspect UI, manage packages.
Next.js development tools for coding agents: runtime diagnostics, upgrades, docs, and Cache Components migration.
AI-powered IDE assistance for the Intlayer i18n ecosystem: docs, CLI, and dictionary management.
Community server to manage Docker containers, images, volumes, and Compose stacks via agents.
AI data quality evaluation server exposing Dingo's rule- and LLM-based checks over MCP.
Real-time NixOS, Home Manager, nix-darwin, and Nixvim data so your AI stops hallucinating package and option names.
Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools.
Secure local filesystem access for MCP clients — read, write, search, and manage files within allowed directories.
Let AI agents open and manage secure HTTP/TCP/UDP tunnels to local services over stdio.
Run Manim animation code from your MCP client and get back rendered videos.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Official SonarQube MCP server: bring code quality, security, and coverage analysis from SonarQube Server or Cloud into AI agents.
Give AI agents context of your dbt project — run dbt CLI, query the Semantic Layer, explore lineage, and manage jobs.
Point at browser DOM elements with Option+Click and feed them as context to agentic coding tools via MCP.
Retrieve transcripts and subtitles from YouTube videos through a simple MCP interface.
Give MCP clients access to your iTerm session to run commands, read output, and drive REPLs.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
One command grammar to search and pivot across PubMed, ClinVar, ClinicalTrials.gov, and dozens of biomedical sources.
Execute shell commands on remote Linux and Windows servers over SSH via MCP.
Research-backed mentor layer that interrupts agent pattern inertia to prevent over-engineering and reasoning lock-in.
Free web search via Google results scraping — no API keys required.
Read and write access to Airtable bases — inspect schemas, query, and modify records, tables, fields, and comments.
Connect Claude directly to PostgreSQL, MySQL, SQLite, Oracle, MS SQL and other SQLAlchemy databases.
Cut Claude Code context usage 60-90% via caching, Brotli compression, and smart tool replacements.
Control Android devices with AI through the Model Context Protocol via ADB.
Semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
Golang-based MCP server connecting to Kubernetes — list, get, create and modify resources, read logs, run commands.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Chat with your EPUB and PDF books — extract metadata, table of contents, chapters, and pages as Markdown.
Terraform MCP server letting AI assistants read, plan, apply, analyze, and manage Terraform infrastructure.
Analyze BloodHound Active Directory attack paths with natural language via 75+ Cypher-backed MCP tools.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Let LLMs create, search, update, and comment on Linear issues through the Model Context Protocol.
Bridge AI assistants to your Telegram account: read dialogs, summarize unread messages, mark as read, and send drafts.
Official Xero MCP server for accounting, invoicing, contacts, and payroll via the Xero API.
Control iOS simulators with natural-language commands from your LLM, powered by Facebook's idb.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
Control and query Home Assistant from Claude and other LLMs over the Model Context Protocol.
Smart context management for LLM workflows — rule-based file selection shared via MCP or clipboard.
Browser automation via Playwright — let LLMs navigate, click, fill forms, screenshot, and run JS in a real browser.
Offload large-context file analysis to 500+ OpenRouter models (up to 2M tokens) from any MCP agent.
Let AI agents generate audited smart contracts using OpenZeppelin Contracts libraries.
Let AI assistants read, control, and observe your tmux terminal sessions, windows, and panes.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
List, read, and search Google Drive files plus read and write Google Sheets cells.
Intuit's official local MCP server exposing QuickBooks Online accounting data as callable tools.
Let LLMs query, aggregate, and write to MongoDB with schema inference and read-only protection.
Manage multiple SSH servers from Claude Code or OpenAI Codex — execute commands, transfer files, backups, DB ops, health monitoring.
Give AI agents access to 200+ accessible KoliBri Web Component samples, specs, and docs over MCP.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Official Plane MCP server: manage projects, work items, cycles, modules, and initiatives from AI agents.
Community Puppeteer MCP server that can launch a browser or attach to an existing Chrome window.
MySQL CRUD plus anomaly analysis: SQL optimization, health checks, lock and index diagnostics, with role-based permissions.
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Natural-language queries to MySQL/PostgreSQL via XiYanSQL text-to-SQL
Search Twitter/X and read your home timeline from an MCP client, using the twikit library.
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
Automate and inspect Firefox via WebDriver BiDi (Selenium) from any MCP client.
Exposes VSCode language-server features (find usages, rename, go-to-definition) to AI coding assistants via MCP.
Grounded access to the FLOX trading framework surface for AI coding agents.
Run kubectl, helm, istioctl, and argocd against your clusters from Claude in a secure Docker sandbox.
Drive your Opik LLM-observability workspace from your AI host — read traces, log scores, save prompts, ask Ollie.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
Query Snowflake databases over MCP — read/write SQL, schema discovery, and data-insight memos.
Query and manage a local DuckDB database from your LLM via the Model Context Protocol.
Securely execute whitelisted shell commands over MCP, with stdin, argv pipelines, timeouts, and audit logging.
MCP server to search Bilibili videos and fetch trending lists, video details, UP-host info, and anime schedules.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
Let LLMs query, inspect, and manage MongoDB databases through natural language.
MCP server for interacting with JMAP email servers (FastMail, Stalwart, Cyrus, James) — search, read, send, and manage email.
Securely run whitelisted CLI commands within an allowed directory via MCP.
Access and manage your Langfuse prompts through the Model Context Protocol.
Interact with Apache Airflow's REST API through MCP — manage DAGs, runs, tasks, variables, connections, and more.
MCP server for MySQL database operations: query, execute, list and describe tables via prepared statements.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
Query stock data, news, financials, options, and generate charts from Yahoo Finance via yfinance.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
Centralize ESP-IDF/ESP32 commands and drive embedded builds, flashing, and tests via LLM-driven MCP tools.
Native macOS integration with Apple Reminders and Calendar via EventKit
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
Unified MCP hub that aggregates all your MCP servers into one connection, with knowledge, memory, and tools.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
Inspect BigQuery schemas and run SQL queries from your LLM client.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Real-time framework docs (types + prose + examples) for any npm package via MCP.
Official Figma server that brings design context, variables, and components into AI coding tools.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Integrate LeetCode problems, solutions, contests, and user data into MCP clients, supporting leetcode.com and leetcode.cn.
Local MCP server that delegates coding tasks to specialized AI sub-agents (Codex, Claude, Cursor, Gemini) in parallel.
Debug embedded systems (ARM Cortex-M, RISC-V) from AI assistants via probe-rs.
Comprehensive SQLite database interaction over MCP: CRUD, introspection, and custom SQL queries.
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Safe, read-only SQLite database exploration and querying for LLMs, built on FastMCP.
Integrate the LLDB debugger with Claude via MCP for AI-assisted debugging sessions.
MCP server for OpenAI GPT-4o / gpt-image-1 image generation and editing.
Manage Keycloak identity and access — users, realms, clients, roles, groups, IDPs and auth — over MCP.
Query, write, and manage an InfluxDB v2 instance via the InfluxDB OSS API v2.
Autonomous browser automation for Claude Desktop via Playwright, plus an HTTP API client.
Manage Redis Cloud subscriptions, databases, and tasks with natural language.
Manage Apache APISIX gateway resources through natural language via the Admin API.
Search NPM, crates.io, NuGet, PyPI, Go registries and GitHub Security Advisories for up-to-date package info.
Search and download Kaggle datasets and generate starter EDA prompts from your MCP client.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Let AI models post notes and send Lightning zaps on the Nostr protocol.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Universal MCP server that drives your test suite end-to-end: run pytest/Jest/Cypress/Go/Maestro, analyze pages, generate tests, and advise.
Official Flowbite MCP server: access 60+ Tailwind CSS components, generate branded themes, and convert Figma to code.
Real-time web search for MCP clients via a self-hosted crawler API over stdio.
Map clinical terminology to standardized OMOP CDM concepts using LLMs and the OMOPHub vocabulary API.
Render screenshots of any website and return them as images, via the ScreenshotOne API.
Production-grade MCP server for MikroTik RouterOS — 117 typed, auditable tools for safe AI-native network automation.
Control robots in ROS2 environments with natural language via topics, services, and actions.
Real-time prediction market odds and prices from Polymarket, PredictIt, and Kalshi. No API keys required.
AI-powered code review automation: analyzes Git diffs to find bugs, security issues, and quality improvements.
Access S3, Azure Blob, Google Cloud Storage and many more storage services through one unified MCP interface.
Retrieve and analyze Ramp finance data (transactions, bills, reimbursements) via an in-memory SQLite ETL pipeline.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
Render interactive charts, dashboards and KPI widgets directly inside your AI conversation.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Check Maven dependency versions and look up the latest releases from Maven Central in real time.
Give Claude full access to your Apple Music: search the catalog, browse your library, manage playlists, and explore listening history.
Query genes, variants, chemicals, and taxa from BioThings.io (mygene, myvariant, mychem) in your AI client.
Self-hosted MCP gateway connecting Claude to Odoo ERP (15→19) — 197+ tools, multi-tenant, Bulgaria l10n.
Multi-model AI orchestration MCP server for automated code review, chat, compare, and debate in Claude Code.
Let LLMs query Couchbase clusters, run SQL++, manage documents, and analyze query performance.
Manage your Alpaca stock and crypto portfolio, place trades, and access market data via MCP.
Hourly and daily weather forecasts for LLMs via the AccuWeather API.
Drive Chrome, Firefox, Edge, Safari and iOS/Android apps with WebDriverIO, locally or on cloud devices.
Describe a cloud architecture in English; get Terraform, cost estimates, and compliance checks across AWS/GCP/Azure.
Official remote MCP servers for the Infobip CPaaS platform — send SMS, WhatsApp, Email, Voice, run 2FA, and manage customer data.
Query your Bluesky profile, timeline, posts, likes, and search from your AI assistant.
Manage Kafka Schema Registry from Claude — register, evolve, compare, migrate, and export Avro schemas in plain language.
SQL static analysis, linting, and dialect conversion for your AI assistant, powered by SQLGlot.
Cross-chain and same-chain crypto swaps, fee estimation, and trade execution for AI agents via the deBridge protocol.
Context-aware knowledge base for Klever blockchain smart-contract development on the Klever VM SDK.
Comprehensive Trello integration for Claude Desktop, Claude Code, Gemini CLI and other MCP clients — 19 tools for boards, cards and lists.
Search and explore The Metropolitan Museum of Art collection, including artwork details and images, via natural language.