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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Official MCP reference server for secure local filesystem read/write within allowed directories.
Structured step-by-step reasoning tool for breaking problems into revisable thought sequences.
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.
Pack any local or remote repository into one AI-ready file your agent can grep and read incrementally.
Control Blender from Claude and other LLMs for prompt-assisted 3D modeling, scene creation, and asset generation.
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.
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.
Fully managed remote server for AWS docs, blogs, What's-New and Well-Architected guidance — no key.
Powerful local filesystem + terminal MCP server: search, diff-edit files, and run shell commands.
Connect your personal WhatsApp: search, read and send messages and media locally
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).
macOS screen capture, AI visual analysis, and full GUI automation for AI agents.
Free remote MCP that turns any GitHub repo into a live documentation source to cut hallucinations.
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.
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.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
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.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Microsoft's official Azure MCP server, including Azure Blob Storage container and blob tools.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
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.
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.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Turn Claude Desktop into a pair programmer that edits files, runs tests, and Git-versions every change.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Coinbase's AgentKit MCP extension for onchain actions: transfers, swaps, and contract calls.
Search and explore any OpenAPI spec in simple language, via oapis.org.
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.
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
Atlassian's official hosted MCP server for Jira and Confluence Cloud — search, create, update.
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.
REPL-driven Clojure development for AI assistants: live nREPL eval plus structure-aware, paren-safe code editing.
Official Redis server: natural-language access to keys, search, and data structures in Redis.
Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools.
Secure local filesystem access for MCP clients — read, write, search, and manage files within allowed directories.
Official Chroma server: create collections and run vector, full-text, and metadata search.
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.
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.
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.
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.
Let any LLM interactively debug your code in VS Code via breakpoints and expression evaluation.
Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs.
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.
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.
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.
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.
Run model-generated code in a secure, isolated E2B cloud sandbox.
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.
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.
Ingest, search, and RAG over data from Slack, Discord, Google Drive, GitHub, Jira, Linear and more via Graphlit.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Chat with your EPUB and PDF books — extract metadata, table of contents, chapters, and pages as Markdown.
Terraform MCP server letting AI assistants read, plan, apply, analyze, and manage Terraform infrastructure.
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.
Local MCP server that puts a human in the loop: ask the user questions and send OS notifications mid-task.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
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.
Control iOS simulators with natural-language commands from your LLM, powered by Facebook's idb.
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.
Remote MCP bridging assistants to Slack, Gmail, Teams and thousands of comms apps
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.
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.
Let LLMs query, aggregate, and write to MongoDB with schema inference and read-only protection.
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 AI agents access to 200+ accessible KoliBri Web Component samples, specs, and docs over MCP.
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
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.
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.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
Search and analyze any brand's public Facebook ads — images, videos, messaging, and competitor strategy.
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
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.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
Query Snowflake databases over MCP — read/write SQL, schema discovery, and data-insight memos.
Connect AI agents to crypto: wallets, swaps, DCA, limit orders, and staking on Solana.
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.
MCP server for interacting with JMAP email servers (FastMail, Stalwart, Cyrus, James) — search, read, send, and manage email.
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 Postman collections, environments, and APIs through the Postman API.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
Analyze Korean stocks via official DART disclosures and KRX (KOSPI/KOSDAQ/KONEX) market data.
Native macOS integration with Apple Reminders and Calendar via EventKit
Community server bridging LLMs to 100+ crypto exchanges via the CCXT library for data and trading.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
AI-powered financial research over SEC filings, earnings calls, stock & crypto data, and prediction markets.
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.
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.
Plaid's local MCP server to generate mock financial data and exercise sandbox APIs.
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.
Local MCP server that delegates coding tasks to specialized AI sub-agents (Codex, Claude, Cursor, Gemini) in parallel.
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.
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.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Community server for image, video, music, and audio generation across fal.ai models.
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.
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
MCP server for spatial transcriptomics analysis via natural language
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 Microsoft Entra ID via Graph API — users, groups, apps, MFA, sign-in logs, conditional access and more.
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.
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.
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.
Give AI assistants Roslyn semantic analysis and the Visual Studio Debugger via MCP — 41 tools.
AI-powered code review automation: analyzes Git diffs to find bugs, security issues, and quality improvements.