Local MCP servers (stdio)
MCP servers that run locally as a stdio process via npx, uvx or Docker. They keep data on your machine and need no hosted endpoint.
463 servers
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.
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.
Official MCP server for reading, searching, and manipulating a local Git repository's files and history.
Structured step-by-step reasoning tool for breaking problems into revisable thought sequences.
Lets coding agents drive a real Chrome: automate input, read console and network, record performance traces.
GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
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.
Pack any local or remote repository into one AI-ready file your agent can grep and read incrementally.
Microsoft's official browser-automation MCP using Playwright's accessibility tree (no vision model).
Control Blender from Claude and other LLMs for prompt-assisted 3D modeling, scene creation, and asset generation.
Gives AI assistants deep knowledge of 2,000+ n8n nodes, plus optional workflow management on your own n8n instance.
Background computer-use MCP server that drives native macOS, Windows, and Linux desktop apps without stealing focus.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
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.
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.
Lets LLMs reverse engineer binaries in Ghidra: decompile functions, rename symbols, trace imports, exports and xrefs.
Official AWS Labs server that lets agents call any AWS API via the AWS CLI surface.
Official AWS Labs MCP server to manage and query S3 Tables (table buckets, namespaces, tables).
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.
Powerful local filesystem + terminal MCP server: search, diff-edit files, and run shell commands.
Build, run, and debug iOS & macOS apps in Xcode from your AI coding agent.
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.
Platform-agnostic mobile automation for iOS & Android — simulators, emulators, and real devices.
Generate beautiful, modern UI components from natural-language descriptions inside your IDE.
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.
macOS screen capture, AI visual analysis, and full GUI automation for AI agents.
Exa's neural web search and crawling MCP server — runs locally via npx or as a hosted remote endpoint.
Popular community Playwright + API testing MCP server with codegen, screenshots, and device emulation.
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.
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.
Read, search, and edit your Obsidian vault through the Local REST API community plugin.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, and SQLite.
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.
Connect Claude to Ableton Live — create tracks, write MIDI clips, load instruments, and build full arrangements.
Render Semiotic charts, validate configs, and get chart recommendations via MCP tool calls.
Lets agents read LinkedIn profiles, companies, jobs and messages through your own logged-in browser session.
Convert PDFs, Office docs, images, audio, and web pages into Markdown for LLM consumption.
Microsoft's official Azure MCP server, including Azure Blob Storage container and blob tools.
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.
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.
Control Unreal Engine 5.5 from AI clients — spawn actors, build Blueprints, and wire node graphs via natural language.
Official Stripe server for payments, customers, subscriptions, invoices, and billing via natural language.
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.
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.
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.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
Official MongoDB server connecting Atlas, Community, or Enterprise deployments to AI tools.
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.
Official ElevenLabs server for text-to-speech, voice cloning, sound effects, and audio.
Popular community server wrapping kubectl and Helm for cluster management via natural language.
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.
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.
Full Telegram user-account MCP via MTProto: read chats, manage groups, send messages
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.
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.
Official Qdrant server using a vector collection as semantic memory: store and find embeddings.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
Gmail MCP with auto OAuth: send, search, label and manage email
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
On-premises RAG over your local files (PDF, DOCX, CSV, MD, TXT), queryable from Claude via MCP.
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。
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.
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
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.
Your AI assistant's gateway to Google Sheets — read, write, format, and chart spreadsheets via MCP.
AI-friendly MCP server for the Notion API — find, read, query, and update Notion workspaces with compact, agent-ready responses.
Google's gcloud-mcp Storage server for managing GCS buckets and objects via natural language.
Selenium WebDriver MCP server — cross-browser automation for Chrome, Firefox, Edge, and Safari.
Coinbase's AgentKit MCP extension for onchain actions: transfers, swaps, and contract calls.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
Local Apple documentation index served to AI agents over MCP — docs, HIG, Swift Evolution, packages, and sample code.
Safely run SQL, manage schema, call the Supabase Management API & Auth Admin from your IDE — with built-in safety controls.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Fetch web content as HTML, JSON, text, Markdown, readable article, or YouTube transcript.
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.
REPL-driven Clojure development for AI assistants: live nREPL eval plus structure-aware, paren-safe code editing.
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.
Official Redis server: natural-language access to keys, search, and data structures in Redis.
Official Elastic server: list indices, read mappings, and search with Query DSL.
Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools.
Archived official Mem0 server for long-term agent memory: add, search, update, and delete memories via the Mem0 API.
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.
Control Spotify playback, search, queue, and playlists from Claude or any MCP client.
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.
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.
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.
Point at browser DOM elements with Option+Click and feed them as context to agentic coding tools via MCP.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
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.
Your personal data scientist assistant — explore CSV datasets with Claude through autonomous Python analysis.
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.
One command grammar to search and pivot across PubMed, ClinVar, ClinicalTrials.gov, and dozens of biomedical sources.
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.
Let any LLM interactively debug your code in VS Code via breakpoints and expression evaluation.
Execute shell commands on remote Linux and Windows servers over SSH via MCP.
Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs.
Document format conversion (Markdown, HTML, LaTeX, DOCX, PDF, and more) via Pandoc over MCP.
Community server to manage Railway.app projects, services, and deployments via your agent.
Research-backed mentor layer that interrupts agent pattern inertia to prevent over-engineering and reasoning lock-in.
Real-time data for AI agents — markets, research, X/Twitter, crypto. No API keys, pay per call in USDC.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
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.
Salesforce's official DX server: run SOQL, deploy and retrieve metadata, run Apex tests and manage orgs from your agent.
Deploy HTML, folders, or full-stack projects to Tencent EdgeOne Pages and get a public URL.
Official Kagi MCP server (Python/uvx) — privacy-first web search and URL/video summarization.
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.
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.
Post tweets and search Twitter/X from Claude or any MCP client using your Twitter API keys.
Run model-generated code in a secure, isolated E2B cloud sandbox.
Turn any web page into structured data — AgentQL's prompt-driven extraction as a single MCP tool.
Lightweight community Todoist server for natural-language task create, update, and search.
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.
Golang-based MCP server connecting to Kubernetes — list, get, create and modify resources, read logs, run commands.
Interact with 60+ EVM chains: balances, transfers, contracts, ENS, and ABI fetching.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
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.
Interact with Trello boards — cards, lists, comments — with built-in rate limiting and type safety.
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.
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.
Snowflake Labs server for Cortex AI, object management, and SQL orchestration over Snowflake.
Official PostHog server: product analytics, feature flags, experiments, error tracking and SQL.
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.
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).
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.
Query SEC EDGAR filings — 10-K/10-Q/8-K sections, XBRL financials, insider trades — with exact numbers and source URLs.
Search, create, update and aggregate Odoo ERP records from AI assistants via XML-RPC.
Netlify's official server to create, build, deploy, and manage Netlify sites from your agent.
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.
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.
Claude Code-style coding agent over MCP: read/edit files, run commands, search code, delegate to sub-agents.
Smart context management for LLM workflows — rule-based file selection shared via MCP or clipboard.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
Browser automation via Playwright — let LLMs navigate, click, fill forms, screenshot, and run JS in a real browser.
MCP server paired with a Firefox extension for tab management, history search, and reading webpage content.
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.
Let AI assistants read, control, and observe your tmux terminal sessions, windows, and panes.
Gives agents Reddit read/write via PRAW: analyze users and subreddits, search posts, create posts and replies.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
List, read, and search Google Drive files plus read and write Google Sheets cells.
Gives AI coding assistants up-to-date, crate-specific Rust documentation via semantic search and LLM summarization.
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.
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.
Technical marketing content creation, SEO, and product positioning tools based on Open Strategy Partners' methodologies.
Provider-agnostic email MCP over IMAP/SMTP — read, search and send from any mailbox
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.
Community Puppeteer MCP server that can launch a browser or attach to an existing Chrome window.
Hyperbrowser's cloud browser MCP — scrape, crawl, extract structured data, run CUA/Claude/Browser-Use agents.
Official PayPal server for invoices, orders, payments, disputes, subscriptions, and catalog.
Official CoinGecko server for real-time and historical crypto prices, market data, and on-chain analytics.
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
Bring Figma design data into your coding agent to implement designs the Flutter way.
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).
Connect LLMs to the Milvus vector database for vector, text, and hybrid search plus collection management.
Official CircleCI MCP server: inspect and fix failed builds, query pipelines in natural language.
Automate and inspect Firefox via WebDriver BiDi (Selenium) from any MCP client.
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.
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.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
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.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
Automate SolidWorks over COM from your AI client: sketches, features, drawings, exports and VBA generation (alpha).
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
MCP server exposing Playwright browser-automation tools: navigate, click, fill, screenshot and scrape pages.
Query Snowflake databases over MCP — read/write SQL, schema discovery, and data-insight memos.
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.
Query and manage a local DuckDB database from your LLM via the Model Context Protocol.
Natural-language control of NVIDIA Isaac Sim — spawn robots, build scenes, and run simulations via MCP.
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.
Send, read and search Instagram DMs from your AI client: 22 tools for messages, media, threads and user lookups.
Search TikTok, pull post details, and extract video subtitles into your AI agent via the TikNeuron API.
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.
Render Mermaid diagrams in Claude Code with live-reload browser preview and SVG/PNG/PDF export.
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.
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.
Manage Confluent Cloud, Confluent Platform & Apache Kafka via natural language — 50+ tools across Kafka, Flink, Schema Registry & more.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
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.
Deep research for crypto tokens — free and fully local, across CoinGecko, DeFiLlama, and 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.
Manage Postman collections, environments, and APIs through the Postman API.
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.
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.
Analyze Korean stocks via official DART disclosures and KRX (KOSPI/KOSDAQ/KONEX) market data.
Native macOS integration with Apple Reminders and Calendar via EventKit
Manage Google Tasks from your AI assistant — list, search, create, update, and delete tasks.
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
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.
AI-powered financial research over SEC filings, earnings calls, stock & crypto data, and prediction markets.
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.
Inspect BigQuery schemas and run SQL queries from your LLM client.
50+ cryptocurrency technical indicators and trading strategies for AI agents, sourced from any ccxt exchange.
Turn architecture into a queryable knowledge graph and render auto-laid-out Excalidraw diagrams. Offline, no API keys.
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.
Get a second opinion in Claude Code: query Codex, Gemini, OpenCode and more, with structured multi-model deliberation.
Control a Freqtrade crypto trading bot through its REST API from any MCP-compatible AI agent.
Plaid's local MCP server to generate mock financial data and exercise sandbox APIs.
Structured on-chain data: contract state, ABIs, source code, event logs, and transaction history.
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.
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.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
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.
Search and manage your Discogs music catalog, collection, wantlist, and marketplace from your AI client.
Chat with Chronulus AI forecasting and prediction agents directly from Claude.
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.
Lets agents fetch, create and update Zendesk tickets and comments, with Help Center articles as a knowledge base.
Official Twilio MCP exposing Twilio's public API — SMS, voice, messaging and more
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.
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.
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
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.
Manage Heroku apps, dynos, add-ons, pipelines, and Postgres from your AI agent via the official Heroku CLI.
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.
Community server for image, video, music, and audio generation across fal.ai models.
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.
MCP server for spatial transcriptomics analysis via natural language
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.
MCP server for xAI's Grok API: agentic tool calling, image/video generation, vision, and file support.
Autonomous browser automation for Claude Desktop via Playwright, plus an HTTP API client.
Manage Redis Cloud subscriptions, databases, and tasks with natural language.
Give AI agents eyes and hands on any desktop via native accessibility APIs — no vision model required.
Manage Microsoft Entra ID via Graph API — users, groups, apps, MFA, sign-in logs, conditional access and more.
Send text, markdown, image, news, and template-card messages to a WeCom (WeChat Work) group robot.
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.
Persistent, interactive PTY terminal for AI agents over MCP — SSH, REPLs, password prompts, long-running jobs.
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.
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.
Automate token swaps on Uniswap DEX across multiple blockchains for AI agents.
AI-friendly electronic signatures: create, edit, send, and manage Markdown-based contracts via the eSignatures.com API.
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.
Map clinical terminology to standardized OMOP CDM concepts using LLMs and the OMOPHub vocabulary API.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
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。
Search ENCODE, cross-reference 14 genomics databases, run analysis pipelines, and generate publication-ready methods from natural language.
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.
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.
Turn any source code repo into a searchable, AI-queryable knowledge base inside Claude or Cursor.
Access S3, Azure Blob, Google Cloud Storage and many more storage services through one unified MCP interface.
Universal interface between AI agents and Alibaba Cloud Hologres — query metadata, run SQL, diagnose performance.
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.
Give AI agents control of your real Chrome browser with existing sessions, cookies, and logins.
Turn any OpenAPI spec into an MCP server, exposing your API endpoints as strongly typed tools.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
High-performance MCP server for compressing JPEG, PNG, WebP and AVIF images offline.
Local-first LLM router for AI coding tools — routes prompts to the cheapest capable model with automatic provider fallback.
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.
Query and manage SingleStore workspaces, jobs, notebooks, and Stage files in natural language.
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.
Converts raw HTML into compressed, AI-readable page maps (97% token reduction) so agents can read and act on any web page.
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.
Local MCP server for surgical, formatting-preserving edits to existing Word (.docx) and OpenDocument (.odt) files.
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.
91+ congressional data tools — bills, votes, members, committees, hearings — via the Congress.gov 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.
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.
Compiler-accurate Java code analysis for AI agents, built on Eclipse JDT with 75 semantic tools.
Manage Label Studio projects, tasks, and model predictions from your MCP client via the label-studio-sdk.
Cross-chain and same-chain crypto swaps, fee estimation, and trade execution for AI agents via the deBridge protocol.
Multi-DEX perpetual futures MCP server for Pacifica, Hyperliquid, Lighter & Aster — market data, trading, and funding-rate arbitrage.
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.
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.
AI-powered architectural decision analysis and ADR management for AI coding assistants.
Retrieve from your Agentset RAG knowledge base directly inside Claude, Cursor, and other MCP clients.
Data scraping, document conversion, AI agents, and code execution via the Dumpling AI API.
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.
Comprehensive Gemini API integration for MCP hosts with intelligent model selection and file handling.
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.
Read-only MCP server for searching and reading your macOS iMessage history and Contacts.
Query and analyze GreptimeDB observability data (metrics, logs, traces) via SQL, TQL, and RANGE queries.
A standalone MCP server for API testing and management — let AI assistants call REST APIs in natural language.
Secrets management for AI agents via MCP — agents call your APIs without ever seeing the keys.
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.
Control Kestra workflow orchestration — manage flows, executions, files, KV and more from your AI client.
Query and explore YDB databases from any MCP-compatible LLM using natural language.
AI code quality gate that detects hallucinated imports, stale APIs, over-engineering, and security anti-patterns in AI-generated code.
Maven Central dependency intelligence for JVM build tools: versions, upgrades, CVEs, licenses, and POM-aware analysis.
Let AI assistants browse public GitHub repositories, explore directories, and view file contents.
Explore .NET assemblies, namespaces, types and NuGet packages via reflection so AI agents write accurate code.
Generate, validate, and optimize accessible Adaptive Cards for Teams, Outlook, Copilot, and other Microsoft surfaces.
Connect AI agents to OPC UA industrial systems to monitor, analyze, and control operational data in real time.
Real-time WallStreetBets (Reddit) data for market analysis with Claude and other LLM clients.
Execute Solana token swaps via Jupiter's Ultra API, combining DEX routing and RFQ for optimal pricing.
Points your AI agent to the most critical design issue in Java code so refactoring fixes what matters.
Combine multiple files into one — fast, secure, and limited to directories you allow.
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.
Control JetBrains TeamCity CI/CD — builds, tests, agents, and configs — from AI coding assistants.
Run k6 load tests from your MCP client and let an LLM analyze the results.
Let AI agents run code inside live, stateful R sessions for real data-analysis workflows.
Connect AI agents to industrial IoT: read and write Modbus registers and coils over TCP, UDP, or serial.
Adaptive prep for the Claude Certified Architect exam: 390 questions, spaced repetition, guided capstone, zero sycophancy.
Search your product docs and content via Inkeep's RAG, exposed as an MCP tool.
Community MCP server for the Mixpanel API — query events, funnels, retention, and user profiles from Claude or Cursor.
Manage Turso databases and run SQL from an agent, with separate read-only and destructive query tools.
Discord MCP with messaging, forums, reactions, webhooks and sampling support
Shopify's official dev server: learn Shopify APIs, search docs, and validate GraphQL, Liquid and component code locally.
Klaviyo's official MCP server: manage campaigns, profiles, flows, events, and reporting from AI clients with an API key.
Give agents Pulumi powers: browse the provider registry, preview and deploy stacks, and search deployed resources.
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