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Lets coding agents drive a real Chrome: automate input, read console and network, record performance traces.
AI-powered task-management system for AI-driven development that drops into Cursor, Windsurf, Claude Code, and more.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
Google's official MCP server with prebuilt BigQuery tools, querying datasets via Application Default Credentials.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
Official Firecrawl MCP server — scrape, crawl, map, search, and structured extraction for any LLM client.
Connect your personal WhatsApp: search, read and send messages and media locally
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.
Let AI agents launch the Godot editor, run projects, capture debug output, and edit scenes.
Isolated, containerized dev environments for coding agents — each agent works in its own git branch.
Cloudflare's hosted remote MCP server for searching Cloudflare developer docs; no auth required.
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.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Official Perplexity MCP server — web search, ask, deep research, and reasoning via Sonar models.
Grafana's official server for dashboards, Prometheus/Loki queries, alerts, and incidents.
Connect AI assistants to the Unity Editor to manipulate scenes, GameObjects, assets, and run tests via MCP.
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.
Gives MCP-enabled clients semantic code tools: definition, references, rename, diagnostics, and more.
Official MongoDB server connecting Atlas, Community, or Enterprise deployments to AI tools.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
Official Apify MCP server — search and scrape the web via thousands of ready-made Actors; local or remote.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
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.
Free, no-rate-limit Figma MCP server with full read/write via a plugin bridge — no REST API token needed.
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.
Run Facebook & Instagram (Meta) Ads end to end from your AI client — launch campaigns, upload creatives, edit budgets, analyze performance.
Let Claude control QGIS Desktop — create projects, load layers, run processing algorithms, and execute PyQGIS code.
Locally hosted multi-engine web search and page content extraction for local LLMs — no API keys required.
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.
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.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Search and explore any OpenAPI spec in simple language, via oapis.org.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
AI-driven mini Kubernetes dashboard with a built-in MCP server exposing 49 cluster operation tools
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
AI data quality evaluation server exposing Dingo's rule- and LLM-based checks over MCP.
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.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
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.
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.
Free web search via Google results scraping — no API keys required.
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.
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.
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.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Geospatial intelligence for AI: geocoding, POI search, routing, isochrones, matrices, and static maps via Mapbox APIs.
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.
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.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
Smart context management for LLM workflows — rule-based file selection shared via MCP or clipboard.
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.
Let AI agents generate audited smart contracts using OpenZeppelin Contracts libraries.
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.
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.
Technical marketing content creation, SEO, and product positioning tools based on Open Strategy Partners' methodologies.
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.
Official CoinGecko server for real-time and historical crypto prices, market data, and on-chain analytics.
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Exposes VSCode language-server features (find usages, rename, go-to-definition) to AI coding assistants via MCP.
Grounded access to the FLOX trading framework surface for AI coding agents.
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.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Natural-language control of NVIDIA Isaac Sim — spawn robots, build scenes, and run simulations via MCP.
Send, read and search Instagram DMs from your AI client: 22 tools for messages, media, threads and user lookups.
Let LLMs query, inspect, and manage MongoDB databases through natural language.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
Interact with Apache Airflow's REST API through MCP — manage DAGs, runs, tasks, variables, connections, and more.
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.
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.
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.
AI-powered financial research over SEC filings, earnings calls, stock & crypto data, and prediction markets.
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.
Get a second opinion in Claude Code: query Codex, Gemini, OpenCode and more, with structured multi-model deliberation.
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.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
Bot-token Slack MCP for posting, reading channels and searching messages
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
MCP server for spatial transcriptomics analysis via natural language
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Send text, markdown, image, news, and template-card messages to a WeCom (WeChat Work) group robot.
Search NPM, crates.io, NuGet, PyPI, Go registries and GitHub Security Advisories for up-to-date package info.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
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.
Automate token swaps on Uniswap DEX across multiple blockchains for AI agents.
Community server that captures website screenshots via the ScreenshotOne API.
Search ENCODE, cross-reference 14 genomics databases, run analysis pipelines, and generate publication-ready methods from natural language.
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.
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.
Retrieve and analyze Ramp finance data (transactions, bills, reimbursements) via an in-memory SQLite ETL pipeline.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Multi-model AI orchestration MCP server for automated code review, chat, compare, and debate in Claude Code.
91+ congressional data tools — bills, votes, members, committees, hearings — via the Congress.gov API.
Manage Kafka Schema Registry from Claude — register, evolve, compare, migrate, and export Avro schemas in plain language.
Compiler-accurate Java code analysis for AI agents, built on Eclipse JDT with 75 semantic tools.
Context-aware knowledge base for Klever blockchain smart-contract development on the Klever VM SDK.
Give your AI assistant its own AI assistants — outsource text and image generation to 20+ model providers.
AI-powered architectural decision analysis and ADR management for AI coding assistants.
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.
Manage Kubernetes clusters and diagnose workload health via MCP.
Secrets management for AI agents via MCP — agents call your APIs without ever seeing the keys.
Query and manage Algolia search indices from an agent: search, settings, analytics, A/B tests, and Recommend.
AI code quality gate that detects hallucinated imports, stale APIs, over-engineering, and security anti-patterns in AI-generated code.
Community MCP server for the Mixpanel API — query events, funnels, retention, and user profiles from Claude or Cursor.