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Give your agent Microsoft's MarkItDown: convert PDFs, Office docs, images, and URLs into LLM-ready Markdown.
Official MCP reference server that fetches a URL and returns its content as clean Markdown, with chunking.
Background computer-use MCP server that drives native macOS, Windows, and Linux desktop apps without stealing focus.
Google's official MCP server with prebuilt BigQuery tools, querying datasets via Application Default Credentials.
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.
Automate your existing browser with AI using your real profile, logged-in sessions, and stealth fingerprint.
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.
Connect MCP clients to a running JetBrains IDE (IntelliJ, PyCharm, WebStorm, Android Studio).
All-in-one web access MCP — Web Unlocker, SERP, Scraper API, and a cloud Scraping Browser.
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.
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.
Official Browserbase cloud-browser MCP built on Stagehand — natural-language act/extract/observe.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
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.
Official Perplexity MCP server — web search, ask, deep research, and reasoning via Sonar models.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
Manage serverless Postgres on Neon with natural language: projects, branches, migrations, and SQL.
Production-ready MCP server for real-time web search, content extraction, site mapping, and crawling.
Grafana's official server for dashboards, Prometheus/Loki queries, alerts, and incidents.
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.
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
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 ElevenLabs server for text-to-speech, voice cloning, sound effects, and audio.
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.
Run Cypher queries and explore graph schema on Neo4j from your AI assistant.
Control DaVinci Resolve Studio from AI assistants via the official Scripting API, with source-safe media tooling.
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.
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
AI-powered discovery and documentation for the @reactuses/core React Hooks library.
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.
Local Apple documentation index served to AI agents over MCP — docs, HIG, Swift Evolution, packages, and sample code.
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.
Control Android devices from MCP clients via ADB — run shell commands, capture screenshots, inspect UI, manage packages.
AI-powered IDE assistance for the Intlayer i18n ecosystem: docs, CLI, and dictionary management.
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.
Official Elastic server: list indices, read mappings, and search with Query DSL.
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.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
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.
Let AI assistants trade on MetaTrader 5 using natural language.
Official Resend MCP to compose and send transactional email from your assistant
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
CLI and MCP server for YouTube — upload, optimize, and manage videos, playlists, comments, and channel branding.
Let any LLM interactively debug your code in VS Code via breakpoints and expression evaluation.
Research-backed mentor layer that interrupts agent pattern inertia to prevent over-engineering and reasoning lock-in.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
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.
Official monday.com MCP server — agents create boards and items, update columns, and run GraphQL against your work OS.
Control Android devices with AI through the Model Context Protocol via ADB.
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.
Interact with 60+ EVM chains: balances, transfers, contracts, ENS, and ABI fetching.
Terraform MCP server letting AI assistants read, plan, apply, analyze, and manage Terraform infrastructure.
Drive AutoCAD LT via AutoLISP or generate DXF headlessly — 8 consolidated tools for drafting, P&ID and screenshots.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Local MCP server that puts a human in the loop: ask the user questions and send OS notifications mid-task.
Geospatial intelligence for AI: geocoding, POI search, routing, isochrones, matrices, and static maps via Mapbox APIs.
Run PromQL queries and analyze Prometheus metrics from any MCP client.
Bridge AI assistants to your Telegram account: read dialogs, summarize unread messages, mark as read, and send drafts.
Programmatic read & insights access to Meta (Facebook) Ads accounts, campaigns, ad sets, ads and performance data.
Stock fundamentals, prices, SEC filings, news, and crypto data from Financial Datasets.
Local computer-vision image recognition and editing tools for AI assistants — crop, detect, OCR, remove background, all on-device.
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.
Let AI assistants read, control, and observe your tmux terminal sessions, windows, and panes.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
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.
Official Plane MCP server: manage projects, work items, cycles, modules, and initiatives from AI agents.
Official Docker Hub MCP server for searching images, reading metadata and managing repositories.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
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.
Search and analyze any brand's public Facebook ads — images, videos, messaging, and competitor strategy.
Generate Apache ECharts charts locally from AI for chart generation and data analysis.
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.
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.
Drive Autodesk Revit from AI: query, create, modify, and delete BIM elements via a TypeScript server and C# add-in.
Grounded access to the FLOX trading framework surface for AI coding agents.
MCP server + embedded terminal that lets Claude Code see, edit, and run your ComfyUI workflows.
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.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
MCP server exposing Playwright browser-automation tools: navigate, click, fill, screenshot and scrape pages.
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.
Connect AI agents to crypto: wallets, swaps, DCA, limit orders, and staking on Solana.
MCP server to search Bilibili videos and fetch trending lists, video details, UP-host info, and anime schedules.
Send, read and search Instagram DMs from your AI client: 22 tools for messages, media, threads and user lookups.
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.
Manage Confluent Cloud, Confluent Platform & Apache Kafka via natural language — 50+ tools across Kafka, Flink, Schema Registry & more.
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.
Centralize ESP-IDF/ESP32 commands and drive embedded builds, flashing, and tests via LLM-driven MCP tools.
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.
Community server bridging LLMs to 100+ crypto exchanges via the CCXT library for data and trading.
Meta-MCP server that manages, aggregates, and proxies other MCP servers so LLMs can extend themselves.
Unified MCP hub that aggregates all your MCP servers into one connection, with knowledge, memory, and tools.
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.
Behavior regression gate for AI agents — snapshot behavior, diff tool calls, and catch silent regressions, exposed to Claude Code over MCP.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
Debug embedded systems (ARM Cortex-M, RISC-V) from AI assistants via probe-rs.
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
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.
Community server generating images and SVG assets via Replicate's Flux models.
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).
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Query New Relic via NerdGraph: entity search, NRQL, deployments and infrastructure.
Official Recraft server for raster and vector image generation, vectorization, and editing.
Query, write, and manage an InfluxDB v2 instance via the InfluxDB OSS API v2.
Real-time crypto token, DEX, and DeFi liquidity-pool data across 33+ blockchains. No API key required.
Manage Storyblok spaces, stories, components, assets, and workflows from your AI assistant.
MCP server for xAI's Grok API: agentic tool calling, image/video generation, vision, and file support.
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Search and download Kaggle datasets and generate starter EDA prompts from your MCP client.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
Let AI models post notes and send Lightning zaps on the Nostr protocol.
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.
Community server that captures website screenshots via the ScreenshotOne API.
Bring CodeLogic's software dependency and impact-analysis data into your AI coding assistant.
Render screenshots of any website and return them as images, via the ScreenshotOne API.
无需编码即可让大模型接入腾讯云对象存储 (COS) 与数据万象 (CI) 的存储与处理能力。
Production-grade MCP server for MikroTik RouterOS — 117 typed, auditable tools for safe AI-native network automation.
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.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Query genes, variants, chemicals, and taxa from BioThings.io (mygene, myvariant, mychem) in your AI client.
Let LLMs query Couchbase clusters, run SQL++, manage documents, and analyze query performance.
Hourly and daily weather forecasts for LLMs via the AccuWeather API.
91+ congressional data tools — bills, votes, members, committees, hearings — via the Congress.gov API.
Describe a cloud architecture in English; get Terraform, cost estimates, and compliance checks across AWS/GCP/Azure.
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.
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.
Official Cloudinary server to upload, transform, and manage media assets via natural language.
Search and explore The Metropolitan Museum of Art collection, including artwork details and images, via natural language.
Let AI assistants fetch content from authenticated web pages via a real browser login.
Let AI agents safely create and update Kubernetes applications via Cyclops Modules and templates.
Native Rust MCP server giving coding agents a PTY-backed shell, file IO, and tree-sitter code navigation.
Scrape websites, search engines, eCommerce, and social media for AI agents via Decodo's Web Scraping API.
Retrieve from your Agentset RAG knowledge base directly inside Claude, Cursor, and other MCP clients.
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.
Real-time Hyperliquid perp DEX data and insights for bots, dashboards, and analytics.
Manage Kubernetes clusters and diagnose workload health via MCP.
Session-token Slack access for AI agents — no OAuth, no app registration, 21 tools, one command.
Query and analyze GreptimeDB observability data (metrics, logs, traces) via SQL, TQL, and RANGE queries.
Let Claude and other LLMs manage your EduBase e-learning platform — create questions, schedule exams and analyze results.
Query and manage Algolia search indices from an agent: search, settings, analytics, A/B tests, and Recommend.
Let AI assistants browse public GitHub repositories, explore directories, and view file contents.
Generate, validate, and optimize accessible Adaptive Cards for Teams, Outlook, Copilot, and other Microsoft surfaces.
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.
Connect AI agents to industrial IoT: read and write Modbus registers and coils over TCP, UDP, or serial.