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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Official MCP server for reading, searching, and manipulating a local Git repository's files and history.
Pack any local or remote repository into one AI-ready file your agent can grep and read incrementally.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
Popular community server that feeds Figma layout data to coding agents via a Figma API token.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
The renamed zen-mcp-server: routes Claude Code, Codex or Cursor to Gemini, GPT, Grok and local models in one context.
One hosted MCP server for 2,800+ apps and 10,000+ tools, with Pipedream Connect managing OAuth for your users.
Connect your personal WhatsApp: search, read and send messages and media locally
Free remote MCP that turns any GitHub repo into a live documentation source to cut hallucinations.
Generate 26+ chart types and data visualizations using AntV, for chart generation and data analysis.
Isolated, containerized dev environments for coding agents — each agent works in its own git branch.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
Render Semiotic charts, validate configs, and get chart recommendations via MCP tool calls.
Convert PDFs, Office docs, images, audio, and web pages into Markdown for LLM consumption.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
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.
Turn Claude Desktop into a pair programmer that edits files, runs tests, and Git-versions every change.
Gives MCP-enabled clients semantic code tools: definition, references, rename, diagnostics, and more.
Full Telegram user-account MCP via MTProto: read chats, manage groups, send messages
Free, no-rate-limit Figma MCP server with full read/write via a plugin bridge — no REST API token needed.
Token-efficient documentation search and reading for coding agents across public and private docs.
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
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.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
Let AI agents control a real web browser to browse, navigate, and extract data via browser-use + Playwright.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Deploy HTML, folders, or full-stack projects to Tencent EdgeOne Pages and get a public URL.
Fetch YouTube video transcripts (plain or timestamped), metadata, and available caption languages — no API key.
Connect Claude directly to PostgreSQL, MySQL, SQLite, Oracle, MS SQL and other SQLAlchemy databases.
Semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Connect Claude Desktop to any Hugging Face Space (Gradio app) with minimal setup — image gen, vision, TTS, STT and more.
Golang-based MCP server connecting to Kubernetes — list, get, create and modify resources, read logs, run commands.
Read, post and reply to Teams channel messages and mention members via Azure bot
Ingest, search, and RAG over data from Slack, Discord, Google Drive, GitHub, Jira, Linear and more via Graphlit.
Chat with your EPUB and PDF books — extract metadata, table of contents, chapters, and pages as Markdown.
Analyze BloodHound Active Directory attack paths with natural language via 75+ Cypher-backed MCP tools.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
Control iOS simulators with natural-language commands from your LLM, powered by Facebook's idb.
Claude Code-style coding agent over MCP: read/edit files, run commands, search code, delegate to sub-agents.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
Technical marketing content creation, SEO, and product positioning tools based on Open Strategy Partners' methodologies.
Search Twitter/X and read your home timeline from an MCP client, using the twikit library.
Grounded access to the FLOX trading framework surface for AI coding agents.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Drive your Opik LLM-observability workspace from your AI host — read traces, log scores, save prompts, ask Ollie.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Securely execute whitelisted shell commands over MCP, with stdin, argv pipelines, timeouts, and audit logging.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
Query stock data, news, financials, options, and generate charts from Yahoo Finance via yfinance.
Connect AI assistants to Bitbucket Cloud repositories, pull requests, and code via 6 generic API tools.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
Real-time framework docs (types + prose + examples) for any npm package via MCP.
Control a Freqtrade crypto trading bot through its REST API from any MCP-compatible AI agent.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
Search and manage your Discogs music catalog, collection, wantlist, and marketplace from your AI client.
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
DigitalOcean's App Platform MCP: deploy apps, tail logs, roll back. Archived — superseded by mcp-digitalocean.
Amplitude's hosted MCP server — query charts, dashboards, experiments, flags, and session replays in plain English.
Search NPM, crates.io, NuGet, PyPI, Go registries and GitHub Security Advisories for up-to-date package info.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Bring CodeLogic's software dependency and impact-analysis data into your AI coding assistant.
Native macOS markdown preview MCP server — Claude writes markdown, MarkView renders it live in a real native window.
AI-powered code review automation: analyzes Git diffs to find bugs, security issues, and quality improvements.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
Turn any OpenAPI spec into an MCP server, exposing your API endpoints as strongly typed tools.
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.
Drive Chrome, Firefox, Edge, Safari and iOS/Android apps with WebDriverIO, locally or on cloud devices.
Manage Kafka Schema Registry from Claude — register, evolve, compare, migrate, and export Avro schemas in plain language.
Search and explore The Metropolitan Museum of Art collection, including artwork details and images, via natural language.
Bioinformatics MCP server wrapping the gget toolkit for gene, sequence, structure, and enrichment queries.
Manage Homebrew packages on macOS from Claude Desktop or Cursor — install, upgrade, search, and maintain.
Query and analyze GreptimeDB observability data (metrics, logs, traces) via SQL, TQL, and RANGE queries.
Secrets management for AI agents via MCP — agents call your APIs without ever seeing the keys.
Let AI assistants browse public GitHub repositories, explore directories, and view file contents.
Points your AI agent to the most critical design issue in Java code so refactoring fixes what matters.
Debug Kubernetes & container workloads with eBPF kernel telemetry through an AI interface.
Exposes build123d CAD operations as MCP tools so AI assistants can build, inspect, and iterate on 3D geometry interactively.
Give LLMs real-time Brazilian agricultural data — prices, crop estimates, climate and deforestation from public sources.
Wix's official hosted MCP: search Wix docs, generate platform code, and call real site APIs from your AI client.
Shopify's official dev server: learn Shopify APIs, search docs, and validate GraphQL, Liquid and component code locally.
Cognition's official remote MCP: AI-grounded docs and Q&A for any public GitHub repo — free, no auth.