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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Give your agent Microsoft's MarkItDown: convert PDFs, Office docs, images, and URLs into LLM-ready Markdown.
Gives AI assistants deep knowledge of 2,000+ n8n nodes, plus optional workflow management on your own n8n instance.
Google's official MCP server with prebuilt BigQuery tools, querying datasets via Application Default Credentials.
Connect your personal WhatsApp: search, read and send messages and media locally
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Generate 26+ chart types and data visualizations using AntV, for chart generation and data analysis.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
Convert PDFs, Office docs, images, audio, and web pages into Markdown for LLM consumption.
Grafana's official server for dashboards, Prometheus/Loki queries, alerts, and incidents.
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.
Official MiniMax server for TTS, voice cloning, music, image, and video generation.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
HashiCorp's official server for Terraform Registry providers, modules, and IaC workflows.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
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.
Run Facebook & Instagram (Meta) Ads end to end from your AI client — launch campaigns, upload creatives, edit budgets, analyze performance.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Community server to manage Docker containers, images, volumes, and Compose stacks via agents.
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.
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.
Control Figma from the terminal or as an MCP server — full read/write: create shapes, text, components, render JSX, export images.
Make your meetings accessible to AI agents — let them join, talk, and act in Zoom, Meet & Teams calls in real time.
Real-time data for AI agents — markets, research, X/Twitter, crypto. No API keys, pay per call in USDC.
Fetch YouTube video transcripts (plain or timestamped), metadata, and available caption languages — no API key.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
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.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
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.
Local computer-vision image recognition and editing tools for AI assistants — crop, detect, OCR, remove background, all on-device.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
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.
Official Docker Hub MCP server for searching images, reading metadata and managing repositories.
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.
Bring Figma design data into your coding agent to implement designs the Flutter way.
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
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.
Give AI assistants full control over Aseprite to create pixel art and animated sprites.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
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.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
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.
Official VictoriaMetrics server: MetricsQL/PromQL queries plus embedded docs search.
Turn architecture into a queryable knowledge graph and render auto-laid-out Excalidraw diagrams. Offline, no API keys.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Chat with Chronulus AI forecasting and prediction agents directly from Claude.
Lets agents fetch, create and update Zendesk tickets and comments, with Help Center articles as a knowledge base.
Community server generating images and SVG assets via Replicate's Flux models.
MCP server for OpenAI GPT-4o / gpt-image-1 image generation and editing.
Discord MCP for messaging, channel/forum management, reactions and webhooks
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
Official Recraft server for raster and vector image generation, vectorization, and editing.
Community server for image, video, music, and audio generation across fal.ai models.
Manage Keycloak identity and access — users, realms, clients, roles, groups, IDPs and auth — over MCP.
MCP server for spatial transcriptomics analysis via natural language
MCP server for xAI's Grok API: agentic tool calling, image/video generation, vision, and file support.
Send text, markdown, image, news, and template-card messages to a WeCom (WeChat Work) group robot.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
Community server that captures website screenshots via the ScreenshotOne API.
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。
Native macOS markdown preview MCP server — Claude writes markdown, MarkView renders it live in a real native window.
High-performance MCP server for compressing JPEG, PNG, WebP and AVIF images offline.
Converts raw HTML into compressed, AI-readable page maps (97% token reduction) so agents can read and act on any web page.
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.
Give your AI assistant its own AI assistants — outsource text and image generation to 20+ model providers.
Native Rust MCP server giving coding agents a PTY-backed shell, file IO, and tree-sitter code navigation.
Data scraping, document conversion, AI agents, and code execution via the Dumpling AI API.
Comprehensive Gemini API integration for MCP hosts with intelligent model selection and file handling.
Control Kestra workflow orchestration — manage flows, executions, files, KV and more from your AI client.
Maven Central dependency intelligence for JVM build tools: versions, upgrades, CVEs, licenses, and POM-aware analysis.
Explore .NET assemblies, namespaces, types and NuGet packages via reflection so AI agents write accurate code.
Give LLMs real-time Brazilian agricultural data — prices, crop estimates, climate and deforestation from public sources.
Let AI agents run code inside live, stateful R sessions for real data-analysis workflows.
Give agents Pulumi powers: browse the provider registry, preview and deploy stacks, and search deployed resources.