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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Official Stripe server for payments, customers, subscriptions, invoices, and billing via natural language.
Give your agent Microsoft's MarkItDown: convert PDFs, Office docs, images, and URLs into LLM-ready Markdown.
Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
Temporal knowledge-graph memory for agents: add episodes and search facts over FalkorDB or Neo4j, from Zep.
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.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
One hosted MCP server for 2,800+ apps and 10,000+ tools, with Pipedream Connect managing OAuth for your users.
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.
Lets LLMs reverse engineer binaries in Ghidra: decompile functions, rename symbols, trace imports, exports and xrefs.
Fully managed remote server for AWS docs, blogs, What's-New and Well-Architected guidance — no key.
Official Firecrawl MCP server — scrape, crawl, map, search, and structured extraction for any LLM client.
Platform-agnostic mobile automation for iOS & Android — simulators, emulators, and real devices.
Generate beautiful, modern UI components from natural-language descriptions inside your IDE.
All-in-one web access MCP — Web Unlocker, SERP, Scraper API, and a cloud Scraping Browser.
Exa's neural web search and crawling MCP server — runs locally via npx or as a hosted remote endpoint.
Free remote MCP that turns any GitHub repo into a live documentation source to cut hallucinations.
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.
Official Notion server to read, search, create, and update pages and databases in your workspace.
Isolated, containerized dev environments for coding agents — each agent works in its own git branch.
MCP server that works alongside an LLM to build validated Vizro charts and dashboards.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
Cloudflare's hosted remote MCP server for searching Cloudflare developer docs; no auth required.
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.
Official Supabase server: manage tables, run SQL, branches, configs and edge functions from your AI client.
Render Semiotic charts, validate configs, and get chart recommendations via MCP tool calls.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Official Perplexity MCP server — web search, ask, deep research, and reasoning via Sonar models.
Manage serverless Postgres on Neon with natural language: projects, branches, migrations, and SQL.
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.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Powerful Slack MCP with stdio/SSE/HTTP, DMs, group DMs and no-admin token auth
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Linear's official hosted MCP server — find, create, and update issues, projects, and comments.
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.
Official MiniMax server for TTS, voice cloning, music, image, and video generation.
HashiCorp's official server for Terraform Registry providers, modules, and IaC workflows.
Official Apify MCP server — search and scrape the web via thousands of ready-made Actors; local or remote.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
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.
Token-efficient documentation search and reading for coding agents across public and private docs.
Official Qdrant server using a vector collection as semantic memory: store and find embeddings.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
把腾讯云 CloudBase 接入 AI IDE，让 AI 生成的应用从提示词一键部署上线。
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.
Official ClickHouse server: read-only SQL queries plus database/table exploration and chDB support.
Let Claude control QGIS Desktop — create projects, load layers, run processing algorithms, and execute PyQGIS code.
Locally hosted multi-engine web search and page content extraction for local LLMs — no API keys required.
Automattic's archived plugin exposing WordPress posts, users and WooCommerce to MCP clients; superseded by mcp-adapter.
Control your entire Kubernetes infrastructure through natural language conversations with AI.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Search and explore any OpenAPI spec in simple language, via oapis.org.
Let AI agents control a real web browser to browse, navigate, and extract data via browser-use + Playwright.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Atlassian's official hosted MCP server for Jira and Confluence Cloud — search, create, update.
AI-powered IDE assistance for the Intlayer i18n ecosystem: docs, CLI, and dictionary management.
Official Jina AI remote MCP server — read web pages as Markdown and run grounded web search over HTTP.
Real-time NixOS, Home Manager, nix-darwin, and Nixvim data so your AI stops hallucinating package and option names.
Official Elastic server: list indices, read mappings, and search with Query DSL.
Archived official Mem0 server for long-term agent memory: add, search, update, and delete memories via the Mem0 API.
Let AI agents open and manage secure HTTP/TCP/UDP tunnels to local services over stdio.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
Official Chroma server: create collections and run vector, full-text, and metadata search.
Run Apify's RAG Web Browser and 5,000+ Actors as MCP tools — web search and scrape to clean markdown.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Surgical Obsidian vault editing — read, write, search, and patch notes, tags, and frontmatter.
Generate Mermaid diagrams and charts with AI dynamically, exporting to SVG, PNG, base64, file, or shareable URLs.
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.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
Control Figma from the terminal or as an MCP server — full read/write: create shapes, text, components, render JSX, export images.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
Let AI assistants trade on MetaTrader 5 using natural language.
Official Resend MCP to compose and send transactional email from your assistant
Make your meetings accessible to AI agents — let them join, talk, and act in Zoom, Meet & Teams calls in real time.
CLI and MCP server for YouTube — upload, optimize, and manage videos, playlists, comments, and channel branding.
Doist's official Todoist MCP server — manage tasks, projects, and labels on your behalf.
Research-backed mentor layer that interrupts agent pattern inertia to prevent over-engineering and reasoning lock-in.
Read and write access to Airtable bases — inspect schemas, query, and modify records, tables, fields, and comments.
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.
Official monday.com MCP server — agents create boards and items, update columns, and run GraphQL against your work OS.
Connect Claude directly to PostgreSQL, MySQL, SQLite, Oracle, MS SQL and other SQLAlchemy databases.
AI-powered Bazi (Chinese Four Pillars) calculator for accurate destiny and personality data.
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.
Connect your LLM/MCP client to Binary Ninja for AI-assisted reverse engineering and malware analysis.
Connect Claude Desktop to any Hugging Face Space (Gradio app) with minimal setup — image gen, vision, TTS, STT and more.
Interact with 60+ EVM chains: balances, transfers, contracts, ENS, and ABI fetching.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
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.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Official PostHog server: product analytics, feature flags, experiments, error tracking and SQL.
Geospatial intelligence for AI: geocoding, POI search, routing, isochrones, matrices, and static maps via Mapbox APIs.
Let LLMs create, search, update, and comment on Linear issues through the Model Context Protocol.
Run PromQL queries and analyze Prometheus metrics from any MCP client.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
Programmatic read & insights access to Meta (Facebook) Ads accounts, campaigns, ad sets, ads and performance data.
Local computer-vision image recognition and editing tools for AI assistants — crop, detect, OCR, remove background, all on-device.
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.
Remote MCP bridging assistants to Slack, Gmail, Teams and thousands of comms apps
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
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.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
Upload, search, edit, and generate videos through Video Jungle from your LLM.
Give your LLM live Wikipedia access: search, full articles, summaries, sections, links and key facts in any language.
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.
Box's official hosted MCP server for secure, OAuth-gated access to enterprise content in Box.
Official CoinGecko server for real-time and historical crypto prices, market data, and on-chain analytics.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
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.
Generate Apache ECharts charts locally from AI for chart generation and data analysis.
Connect LLMs to the Milvus vector database for vector, text, and hybrid search plus collection management.
Let LLMs run shell commands and processes on the host machine via a single run_process tool.
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.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
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.
Give AI assistants full control over Aseprite to create pixel art and animated sprites.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Give Claude access to all 200+ AWS services through the AWS CLI.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
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.
MCP server for interacting with JMAP email servers (FastMail, Stalwart, Cyrus, James) — search, read, send, and manage email.
Official Alpha Vantage remote server for stocks, crypto, forex, and technical indicators.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
Access and manage your Langfuse prompts through the Model Context Protocol.
Manage Confluent Cloud, Confluent Platform & Apache Kafka via natural language — 50+ tools across Kafka, Flink, Schema Registry & more.
Give Claude Code a browser that thinks — delegate agentic web browsing and deep research to Perplexity Comet.
Search and load Dash documentation docsets and code snippets from MCP clients on macOS.
Query stock data, news, financials, options, and generate charts from Yahoo Finance via yfinance.
Manage Postman collections, environments, and APIs through the Postman API.
Multi-cluster Kubernetes MCP server with 59 tools for resources, pods, nodes, deployments and YAML.
Kubernetes MCP server: manage cluster resources and Helm releases through MCP tools, with fine-grained write controls.
Manage Google Tasks from your AI assistant — list, search, create, update, and delete tasks.
Meta-MCP server that manages, aggregates, and proxies other MCP servers so LLMs can extend themselves.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
Webflow's official MCP server: agents manage CMS, pages and the live Designer canvas via OAuth at mcp.webflow.com.
Unified MCP hub that aggregates all your MCP servers into one connection, with knowledge, memory, and tools.
Query Axiom logs and events with APL via Axiom's hosted remote MCP server.
Official VictoriaMetrics server: MetricsQL/PromQL queries plus embedded docs search.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Control a Freqtrade crypto trading bot through its REST API from any MCP-compatible AI agent.
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.
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.
Bot-token Slack MCP for posting, reading channels and searching messages
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.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Databricks Labs server exposing Unity Catalog functions, vector search indexes and Genie spaces as agent tools.
Discord MCP for messaging, channel/forum management, reactions and webhooks
Connect AI to Last9 production observability: logs, metrics, traces, exceptions and alerts.
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
DigitalOcean's App Platform MCP: deploy apps, tail logs, roll back. Archived — superseded by mcp-digitalocean.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Amplitude's hosted MCP server — query charts, dashboards, experiments, flags, and session replays in plain English.
Manage Keycloak identity and access — users, realms, clients, roles, groups, IDPs and auth — over MCP.
Prisma's official MCP: run migrations, provision Prisma Postgres, execute SQL and manage backups from your agent.
Query, write, and manage an InfluxDB v2 instance via the InfluxDB OSS API v2.
Hosted remote MCP for email, calendar and contacts across Gmail, Outlook, IMAP
Real-time crypto token, DEX, and DeFi liquidity-pool data across 33+ blockchains. No API key required.
Bridge Dune Analytics on-chain query results to AI agents as CSV.
Manage Storyblok spaces, stories, components, assets, and workflows from your AI assistant.
Autonomous browser automation for Claude Desktop via Playwright, plus an HTTP API client.
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Manage Apache APISIX gateway resources through natural language via the Admin API.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
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.
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.
Render screenshots of any website and return them as images, via the ScreenshotOne API.