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-claude-code

Implements Claude Code-like capabilities for code understanding, modification and project analysis.

★ 305

PostgreSQL

Read-only database access with schema inspection.

Data & backend

Official

Puppeteer

Browser automation and web scraping.

Frontend, Documentation

Official

Redis

Interact with Redis key-value stores.

Data & backend

Official

Sentry

Retrieving and analyzing issues from Sentry.io.

Official

Slack

Channel management and messaging capabilities.

Business work

Official

SQLite

Database interaction and business intelligence capabilities.

Data & backend, Business work

Official

engrim

Cross-model, local-first episodic memory engine for Claude Code, Cursor, Codex, and Antigravity.

Data & backend, Codebase understanding

★ 304

emulo

Loads a personal profile mined from your local Claude Code, Codex and OpenCode logs so agents work the way you do.

Testing & debugging

★ 303

mcp

Snowflake: prompt Cortex Agents, query structured and unstructured data, manage objects, run SQL and query semantic views, with RBAC and CRUD controls.

Data & backend

★ 303

FileScopeMCP

Identifies important files in a codebase from dependency relationships, with diagrams and importance scores.

Codebase understanding

★ 302

rust-docs-mcp-server

Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization.

Documentation

★ 300

knowledge-rag

Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion.

Data & backend, Documentation

★ 299

WeftCut

Drive the WeftCut desktop video editor: trim and split clips, keyframes, effects, captions, audio mixing, markers and export, with live edits and dry runs.

Content creation

★ 298

guaardvark

Self-hosted AI studio exposing local image, video and music-video generation, upscaling, RAG and code intelligence, with renders queued on your own GPU.

Content creation

★ 297

mcp-manager

Web UI to install and manage MCP servers for the Claude Desktop app.

Frontend

★ 295

video-editing-mcp

Add, analyze, search and generate video edits from your Video Jungle collection.

Documentation, Content creation

★ 295

kolibri

Accessible KoliBri web component samples, specs, docs and scenarios.

Frontend, Documentation

★ 290

markmap-mcp-server

Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview.

Frontend

★ 290

MaxMSP-MCP-Server

Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia.

Content creation

★ 285

mcp-gdrive

Read from Google Drive and edit Google Sheets.

★ 282

osp_marketing_tools

Marketing tools from Open Strategy Partners: writing style, editing codes and product marketing value map creation.

Content creation, Business work

★ 274

g-search-mcp

Google search with parallel queries for multiple keywords.

Documentation

★ 272

smart-tree

Directory visualization with semantic analysis, compressed AI-oriented output formats and file categorization.

★ 271

YourMemory

Persistent agent memory with Ebbinghaus-style decay, hybrid BM25/vector retrieval, entity graph for multi-hop reasoning, auto-pruning and a browser dashboard.

Frontend, Codebase understanding

★ 271

mcp-echarts

Generate visual charts dynamically using Apache ECharts.

★ 269

atomic-mail-agentic

Email for AI agents: autonomous inbox registration via proof-of-work, custom domains, and sending and receiving over the open JMAP standard.

Business work

★ 268

mcp-maigret

Search usernames across social networks and analyze URLs with maigret, an OSINT tool that collects account information from public sources.

Documentation, Content creation

★ 268

mcp-ragdocs

Retrieve and process documentation through vector search to augment responses with relevant documentation context.

Documentation

★ 263

OpenWorkProof

Verifiable execution protocol for agent tool calls: signed policy decisions, causal evidence chains and offline verification from a SQLite ledger.

Data & backend

★ 263

sage

Local institutional memory for agents where BFT consensus among validators approves every memory before it is committed.

Codebase understanding

★ 260

zabbix-mcp-server

Zabbix integration for hosts, items, triggers, templates, problems, data and more.

★ 260

reddit-research-mcp

Reddit market and competitive research: find subreddits via semantic search, fetch posts and comments with full citations and manage research feeds.

Documentation

★ 259

mysql_mcp_server_pro

MySQL CRUD plus database anomaly analysis and role-based permission control, with easily extensible custom tools.

Data & backend

★ 249

vexor

Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embedding models.

Documentation, Codebase understanding

★ 248

firebase-mcp

Firebase services including Auth, Firestore and Storage.

★ 247

mcp-server-milvus

Interact with Milvus and Zilliz databases.

Data & backend

★ 246

agenticmail

Email and SMS for AI agents via a local mail server: disposable inboxes, sending and receiving email, and fetching verification codes.

Documentation, Business work

★ 244

mcp-victoriametrics

Integration with VictoriaMetrics instance APIs and documentation for monitoring, observability and debugging tasks.

Testing & debugging, Deployment & ops

★ 242

Figma-Flutter-MCP

Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.

Frontend, Content creation

★ 241

mcp-server-wazuh

Access real-time security alerts and event data from Wazuh SIEM.

Review & security

★ 240

portainer-mcp

Interact with Portainer instances: container management, deployment operations and infrastructure monitoring.

Deployment & ops

★ 240

xiyan_mcp_server

Fetch data from databases with natural-language queries, using XiyanSQL as the text-to-SQL model.

Data & backend, Documentation

★ 238

kinocut

Local, guardrailed video editing: FFmpeg edits, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates and provenance receipts.

Planning & architecture, Content creation

★ 237

mcp-twikit

Interact with Twitter search and timeline.

Documentation

★ 237

TinySearch

Self-hosted web research: SearXNG search with DuckDuckGo fallback, crawling, dense and BM25 reranking and deduplication into a cited, source-grounded prompt.

Documentation

★ 237

Kiln

Run 3D printers end to end: design, slice, queue, monitor via camera and recover from failures over OctoPrint, Moonraker/Klipper, PrusaLink or USB.

Deployment & ops, Frontend

★ 236

facebook-mcp-server

Manage Facebook Page posts, comments and engagement metrics through the Graph API.

★ 234

comfy-pilot

View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal.

Planning & architecture, Content creation

★ 233

toolport

Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and OS keychain storage.

★ 233

gograph

AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping.

Data & backend, Codebase understanding

★ 231

HealthChain

Typed FHIR tools: build, read, validate and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports.

Codebase understanding

★ 230

safari-mcp

Native Safari browser automation without a Chrome dependency.

Frontend

★ 230

x-twitter-scraper

X (Twitter) automation: post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways and monitor accounts.

Deployment & ops, Documentation

★ 226

omega-memory

Local-first persistent memory for coding agents with semantic search, auto-capture, cross-session learning and intelligent forgetting.

Documentation, Codebase understanding

★ 225

Opik-MCP

Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

Deployment & ops

★ 225

pfc-mcp

ITASCA PFC discrete element simulation: browse documentation, execute scripts, capture plots and manage long-running tasks via a bridge to the PFC GUI.

Documentation

★ 225

PyMemoryEditor

Read, write and scan the memory of running processes, Cheat Engine style: value scans that narrow down as the value changes, pointer chains, and scan results

Codebase understanding, Content creation

★ 225

VSCode Devtools

Connect to the VS Code IDE and use semantic tools like find usages.

★ 225

agent

Publish or schedule social videos to TikTok, Instagram Reels, YouTube Shorts, X and Facebook through Taisly, with account discovery and video validation.

Content creation

★ 222

claude-mermaid

Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.

★ 220

secops-mcp

Security testing toolbox that combines open source tools behind a single interface for pentesting, bug bounty hunting and threat hunting.

Testing & debugging, Review & security

★ 219

autopilot-jobhunt

Local job-hunting agent: scans company careers pages, scores roles against your resume, sends top matches to Telegram and drafts tailored cover letters.

★ 218

notebooklm-mcp

Automate Google NotebookLM: Q&A with citations, audio podcasts, video, content generation, source management and notebook library.

Content creation

★ 218

RepoMapper

Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo Map.

Codebase understanding

★ 218

mcp-server-deep-research

Autonomous deep research with structured query elaboration and concise reporting.

Data & backend, Codebase understanding

★ 215

aisix

Self-hosted MCP gateway fronting upstream servers with per-tool access control, guardrails, rate limits and usage logs; also proxies LLM and A2A agent traffic.

★ 212

embedded-debugger-mcp

Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes.

Testing & debugging

★ 212

notion_mcp

Manage personal todo lists via Notion's API.

Business work

★ 209

mcp-opennutrition

Local search of foods, nutrition facts and barcodes in the OpenNutrition database.

Data & backend, Documentation

★ 208

mongodb-lens

Full-featured MongoDB database integration.

Data & backend

★ 208

tiktok-mcp

Interact with TikTok videos.

Content creation

★ 208

GistPad-MCP

Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad.

Codebase understanding

★ 207

yfinance-mcp

Get Yahoo Finance data using yfinance.

Business work

★ 206

mengram

Agent memory with semantic, episodic and procedural types, a knowledge graph, Claude Code auto-save/recall hooks, smart triggers and multi-user isolation.

Codebase understanding

★ 205

oh-my-cassette

Turn raw clips into a finished cut through chat.

★ 205

walk-kcal

Turns walking distance into a meal calorie budget (450 kcal + 4 kcal per 80 m; 800 m ≈ +44 kcal, about half an apple).

★ 205

FSB

Chrome extension plus MCP server that lets any MCP client drive your own signed in Chrome by reading the live DOM instead of screenshots, with no API key.

Review & security

★ 204

opentelemetry-mcp-server

Connect to any OpenTelemetry backend, such as Datadog, Grafana, Dynatrace or Traceloop.

Data & backend

★ 204

gis-mcp

Geospatial operations and transformations using GIS libraries.

★ 202

mcp-text-editor

Line-oriented text file editor with partial file access to minimize token usage.

★ 202

operational-ontology

Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to systems of record.

Review & security, Content creation

★ 202

trace-mcp

Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and refactoring.

★ 201

isaac-sim-mcp

Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension.

★ 199

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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.