MCP Servers

Connect your agent to docs, search, browsers and your stack with the Model Context Protocol. Every entry links to its source.

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mcp-obsidian

Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling.

Documentation, Content creation

★ 1.7k

terravision

Draw cloud architecture diagrams with the official AWS, Azure and GCP icons from a plain description, a JSON graph or Terraform code, with VPC, subnet and zone

Planning & architecture, Content creation

★ 1.7k

mcp-language-server

Navigate codebases with language server tools: go to definition, find references, rename and diagnostics.

★ 1.6k

mcp-server-kubernetes

Kubernetes cluster operations for pods, deployments and services.

Deployment & ops

★ 1.6k

codemcp

Coding agent with basic read, write and command line tools.

Content creation

★ 1.6k

duckduckgo-mcp-server

Web search using DuckDuckGo, with content fetching and parsing.

Documentation, Content creation

★ 1.6k

terraform-mcp-server

Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.

Deployment & ops, Planning & architecture

★ 1.6k

ElevenLabs

Text-to-speech and audio processing APIs for MCP clients.

Claude Code, Cursor · Content creation

★ 1.5kCurated

ros-mcp-server

Control robots by converting natural language commands into ROS or ROS2 control commands.

★ 1.5k

MCPJungle

Self-hosted MCP server registry for enterprise AI agents.

★ 1.5k

tradememory-protocol

Layered memory for AI trading agents (trades, patterns, strategy), supporting MT5, Binance and Alpaca.

Codebase understanding

★ 1.4k

voice-mcp

Voice interaction: speech-to-text, text-to-speech and real-time voice conversations via local microphone, OpenAI-compatible APIs and LiveKit.

Content creation

★ 1.4k

mysql_mcp_server

MySQL database integration with configurable access controls, schema inspection and security guidelines.

Data & backend, Review & security

★ 1.4k

emailmd

Write and preview emails: render Markdown into email-safe HTML for Outlook and Gmail, lint drafts for deliverability and get a live preview link.

Review & security, Content creation

★ 1.4k

deja-vu

Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start auto-recall, secret redaction and SSH sync.

Review & security, Documentation

★ 1.4k

wenyan-mcp

Format Markdown articles with Wenyan and publish them to WeChat Official Accounts.

★ 1.4k

bernstein

Deterministic orchestrator for CLI coding agents such as Claude Code, Codex and Aider, with per-agent git worktrees, an audit trail and cost-aware routing.

Review & security, Codebase understanding

★ 1.3k

meta-ads-mcp

Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns.

Testing & debugging

★ 1.3k

MCP-SearXNG

Web search via SearXNG.

Documentation

★ 1.3k

ApeRAG

RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering.

Documentation

★ 1.3k

monitor

Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.

Deployment & ops, Data & backend

★ 1.3k

Agent-MCP

Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG.

★ 1.3k

figwright

Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens.

Frontend

★ 1.3k

arcadedb

Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support.

Data & backend

★ 1.2k

crw

Self-hostable web crawler and search API (fastCRW): scraping, crawling, site mapping and SearXNG-backed search.

Documentation

★ 1.2k

token-savior

Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.

★ 1.2k

CloudBase-AI-ToolKit

Backend services for WeChat Mini Programs and full-stack apps: serverless cloud functions, databases and one-click deployment.

Deployment & ops, Data & backend

★ 1.2k

QGIS MCP

Connects QGIS Desktop to Claude for prompt-assisted project creation, layer loading and code execution.

★ 1.1k

Pixelle-MCP

Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface.

Planning & architecture, Content creation

★ 1.1k

ms-365-mcp-server

Connect to Microsoft Office and the Microsoft 365 suite via the Graph API, including Outlook mail, files, Excel and calendar.

Business work

★ 1.1k

fetcher-mcp

Fetch web page content using a Playwright headless browser, supporting JavaScript rendering, content extraction and Markdown or HTML output.

Frontend, Documentation

★ 1.1k

reactuse

Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs.

Frontend, Documentation

★ 1.1k

mcp-server-chatsum

Query and summarize your chat messages with AI prompts.

Data & backend

★ 1k

mcp-google-sheets

Create, read, update and manage spreadsheets through the Google Sheets API.

Business work

★ 1k

opentabs

Plugin-based server and Chrome extension that gives AI agents access to web apps through your authenticated browser session, with a plugin SDK.

Frontend

★ 1k

mcp-neo4j

Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances.

Codebase understanding

★ 989

kubectl-mcp-server

Interact with Kubernetes clusters through natural language.

Deployment & ops

★ 966

mcpProxy

Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio.

★ 962

octocode-mcp

Research, analysis and discovery across GitHub and npm in real time.

Codebase understanding

★ 956

sentry-mcp

Sentry integration for error tracking and performance monitoring.

Deployment & ops

★ 951

CNEquity

Local China A-share data lake: daily and minute bars, financial statements with point-in-time cutoffs, capital flows, corporate events and futures/options,

Data & backend, Business work

★ 921

iai-personal-memory-engine

Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle consolidation and AES-256-GCM encryption at rest.

Data & backend, Review & security

★ 918

auto-browser

Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.

Testing & debugging, Deployment & ops

★ 915

openapi-mcp-server

Connect to any HTTP/REST API server using an OpenAPI v3 spec.

★ 905

fauxnix

Bash for AI agents on Windows via deterministic bash-to-PowerShell translation, without WSL or a VM, with GNU-style output and persistent cwd and env.

★ 903

mcp-clickhouse

ClickHouse database integration with schema inspection and query capabilities.

Data & backend

★ 900

k8m

Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resources.

Deployment & ops, Frontend

★ 892

projectmem

Local-first memory for coding agents: records issues, failed attempts, fixes and decisions, re-injects them and warns at git commit before a repeated mistake.

Codebase understanding

★ 874

reddit-mcp-buddy

Browse Reddit posts, search content and analyze user activity.

Documentation, Content creation

★ 872

mcp-nixos

Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.

★ 870

aseprite-mcp

Create pixel art using the Aseprite API.

Content creation

★ 868

intlayer

IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.

Documentation

★ 862

skylos

Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation.

Review & security

★ 858

ssh-mcp

SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication.

★ 856

concord-mcp

Communication and shared work state across coding agent harnesses: live messages, scope claims before editing, preserved decisions and evidence handoffs.

★ 852

browser-use-mcp-server

Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server.

Deployment & ops, Frontend

★ 849

mcp-server-excel

Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting.

Data & backend, Business work

★ 841

fetch-mcp

Fetch JSON, text and HTML data.

Documentation

★ 835

supabase-mcp-server

Execute SQL queries and explore Supabase databases.

Data & backend

★ 835

next-devtools-mcp

Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents.

Documentation

★ 834

idea-reality-mcp

Check for existing competition before building: scan GitHub, Hacker News, npm, PyPI and Product Hunt for similar projects, duplicate likelihood and pivot hints.

Codebase understanding

★ 828

GhidrAssistMCP

Native Ghidra integration with GUI configuration, logging and no external dependencies.

★ 804

FableCut

Browser video editor driven through a JSON timeline: clips, keyframes, transitions, text animations, filters, reference-video analysis and ffmpeg export.

Frontend, Content creation

★ 774

anythingmcp

Self-hosted MCP gateway turning REST, SOAP and GraphQL APIs and SQL/NoSQL databases into MCP tools without code, with spec import, pre-built adapters and RBAC.

Data & backend

★ 771

dingo

Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts.

★ 763

mcp-server-docker

Manage Docker containers, images, volumes and networks.

Deployment & ops, Content creation

★ 750

memora

Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and cross-session context management.

Documentation, Codebase understanding

★ 745

opentakeoff

Construction plan takeoff: load plan PDFs, read title blocks, set drawing scale, trace rooms and export quantities like square footage and linear feet.

Planning & architecture, Content creation

★ 740

thoughtdag

Search local AI-agent conversation history by file or exact phrase and recall original source turns through four read-only tools.

Documentation

★ 730

yutu

Automate YouTube operations, also available as a CLI.

★ 712

biomcp

Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info.

★ 671

rustunnel

Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted.

★ 660

mcp-server-neon

Create and manage Postgres databases with Neon Serverless Postgres.

Data & backend

★ 659

vestige

Local-first cognitive agent memory with FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, an embedded dashboard and optional hooks.

Data & backend, Codebase understanding

★ 659

mcp-mermaid

Generate Mermaid diagrams and charts dynamically.

★ 647

godot-mcp-pro

Godot game engine integration: scene editing, scripting, animation, tilemaps, shaders, input simulation and runtime debugging.

Testing & debugging

★ 641

mcp-redis

Manage and search data in Redis.

Data & backend, Documentation

★ 641

mcp-link

Integrate any API with AI agents using its OpenAPI schema.

★ 625

dbt-mcp

dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries.

★ 616

figma-use

Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports.

Frontend

★ 614

emilia-protocol

Requires a named human's approval before irreversible agent actions such as payments or deploys, then issues an offline-verifiable Ed25519 trust receipt.

Deployment & ops, Business work

★ 603

chroma-mcp

Access local and cloud Chroma instances for retrieval.

★ 601

mcp-pointer

Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.

★ 599

mcp-pandoc

Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more.

★ 584

discord-mcp

Interact with Discord and automate tasks.

★ 583

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Setup instructions and compatibility are compiled from publisher docs and community reports, not hands-on testing, unless a step is marked Tested. Check the source before relying on a setup.