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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winx-code-agent

Rust reimplementation of WCGW for coding agents: shell execution and file management.

★ 38

biothings-mcp

Query the BioThings API for genes, genetic variants, drugs and taxonomic information.

Data & backend

★ 37

codelogic-mcp-server

CodeLogic code dependency analytics, architectural risk analysis and impact assessment.

Data & backend, Planning & architecture

★ 37

deeppvmapper

Open registry of 1.14M+ rooftop-solar detections across France (96 départements), queryable by natural language via a public Streamable HTTP endpoint.

Data & backend

★ 37

IHMT-MEMORY

Long-term memory for coding agents as a tree of plain local files: searches before answering, keeps changed facts as history and flags them OUTDATED, and

Documentation, Codebase understanding

★ 37

label-studio-mcp-server

Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows.

Planning & architecture

★ 37

lotus-wisdom-mcp

Contemplative problem-solving using the Lotus Sutra's framework: multi-perspective reasoning, skillful means, non-dual recognition and meditation pauses.

★ 37

maven-mcp

MCP server / agent plugin for Maven and Gradle dependency intelligence: latest versions, outdated deps, CVEs, changelogs, licenses and project audits.

Review & security

★ 37

mk-qa-master

End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan.

Testing & debugging, Documentation

★ 37

suunto-mcp

Suunto watch data via the Suunto API: workouts, time-series samples, FIT decoding, GPX export, 24/7 activity, sleep and recovery/HRV.

★ 37

agent-bom

AI supply chain security scanner: discovers MCP clients, scans dependencies for CVEs, maps blast radius to credentials and tools, and generates SBOMs.

Review & security

★ 36

auth-fetch-mcp

Fetch content from login-protected pages such as Notion, Google Docs, Jira and Confluence via a real browser login with persistent session caching.

Frontend, Documentation

★ 36

contrastapi

Security intelligence: CVE/EPSS/KEV lookups, domain recon (DNS, WHOIS, SSL, subdomains), IOC threat intel, OSINT and code scanning for secrets and injection.

Review & security

★ 36

local-faiss-mcp

Local FAISS vector database for RAG with document ingestion (PDF, TXT, MD, DOCX), semantic search, re-ranking and CLI tools for indexing and querying.

Data & backend, Documentation

★ 36

mcp

Infobip cloud communications: send and receive SMS and RCS, use WhatsApp and Viber, automate communication workflows and manage customer data.

Planning & architecture

★ 36

mcp-server

Run image, video, audio and 3D models from the WaveSpeed catalog: model search, schema introspection, local file upload and price quotes before running.

Documentation, Content creation

★ 36

mcp-server-giphy

Search and retrieve GIFs through the Giphy API.

Documentation

★ 36

multi-mcp

Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.

Review & security

★ 36

open-mcp-apps

MCP Apps engine for building and reusing interactive UI apps such as todo boards, habit trackers and dashboards, backed by persistent data.

Frontend

★ 36

pagemap

Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.

Documentation

★ 36

roku-dev-studio

Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring.

Testing & debugging, Deployment & ops

★ 36

ros-mcp

Control robots with natural language via ROS 2 topics, services and actions.

★ 36

selvage

LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter.

Documentation

★ 36

wecombot

Send various types of messages to a WeCom group bot.

★ 36

zigbee2mqtt-mcp

Administer Zigbee2MQTT via its MQTT bridge API: network health reports, mesh topology, pairing, binding, reporting intervals and device options.

Codebase understanding

★ 36

alpaca-mcp

Manage stock and crypto portfolios, place trades and access market data via the Alpaca trading API.

★ 35

bilig

Headless WorkPaper server for spreadsheet formulas, workbook edits, JSON persistence and verified readback.

Business work

★ 35

bridge

Reads TallyPrime for your AI assistant; posts only vouchers you approve.

★ 35

claudinho

Live scores, fixtures, standings and read-only prediction-market signals for the 2026 World Cup.

★ 35

grafema

Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking.

Documentation, Codebase understanding

★ 35

maven-tools-mcp

Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance.

★ 35

mcp-adr-analysis-server

Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.

Deployment & ops, Review & security

★ 35

mcp-aoai-web-browsing

Minimal MCP server and client implementation using Azure OpenAI and Playwright.

★ 35

mcp-server-opendal

Access any storage backend through Apache OpenDAL.

Data & backend

★ 35

metmuseum-mcp

Search and display artworks via the Metropolitan Museum of Art Collection API.

Documentation, Content creation

★ 35

neotoma

Deterministic state layer for agents: versioned entities like contacts, tasks and decisions with immutable observations and provenance, in local SQLite.

Deployment & ops, Data & backend

★ 35

newsmcp

Real-time world news: events clustered from many sources, classified by topic and geography and ranked by importance.

★ 35

openapi-to-mcp

Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies.

★ 35

unsplash-mcp

Unsplash photo search, random photos and download tracking, with ready-to-use attribution text and HTML for each photo.

Documentation

★ 35

Apple-MCPs

Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone.

Business work

★ 34

BeatBrowser

Connect compatible agents to an existing Chrome profile through an extension and local MCP bridge, with background task windows, pause and human takeover.

Testing & debugging

★ 34

enquire-mcp

Long-term agent memory backed by a local Obsidian vault: hybrid retrieval with reranking, agentic RAG, wikilink community detection, Obsidian Bases and PDF OCR.

Documentation, Codebase understanding

★ 34

forge

Structured planning and validation for Claude Code: turns an objective into a validated DAG of modules built by worker agents in parallel git worktrees.

Codebase understanding, Planning & architecture

★ 34

mattermost-mcp-host

Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers.

★ 34

MCP-Geo

Geocoding via Nominatim, ArcGIS and Bing.

★ 34

mcp-server-couchbase

Unified access to Couchbase Capella and self-managed clusters for document operations, SQL++ queries and natural-language data analysis.

Data & backend

★ 34

mcp-weather

Weather forecasts via the AccuWeather API.

★ 34

Porkbun-MCP

Official Porkbun server: domain availability and pricing, registration and renewals, DNS records, nameservers, DNSSEC, URL forwarding, DNS restore points,

Deployment & ops

★ 34

remem

Local-first memory for Claude Code and Codex: hooks capture sessions and an LLM distills them into SQLite, with auditable full-text and embedding recall.

Data & backend, Review & security

★ 34

tokenmizer

Session memory via a local OpenAI-compatible proxy that extracts tasks, decisions and files into a knowledge graph and checkpoints before context overflow.

Documentation, Codebase understanding

★ 34

wc26-mcp

FIFA World Cup 2026 data: matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds and standings.

★ 34

adaptive-cards-mcp

Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compatibility checks.

★ 33

apple-mail-mcp

Apple Mail with indexed full-text search, verified multi-identity sending, scheduled sends, plan-then-apply triage and a local audit ledger.

Review & security, Documentation

★ 33

chelaile-mcp

Real-time bus and metro data in China via Chelaile: arrival times, vehicle positions, timetables, nearby stops and transit routing.

★ 33

cloudwright

Cloud architecture design for AWS, GCP, Azure and Databricks: cost estimates, compliance checks, Terraform/CloudFormation export and blast-radius analysis.

Frontend, Planning & architecture

★ 33

dynatrace-managed-mcp

Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments.

Data & backend, Review & security

★ 33

gget-mcp

Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library.

★ 33

github-repo-mcp

Browse GitHub repositories, explore directories and view file contents.

Codebase understanding

★ 33

lightcms

CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.

Documentation, Content creation

★ 33

mcp-simple-timeserver

Check local time on the client machine or current UTC time from an NTP server.

★ 33

obsidian-mcp-pro

Obsidian vault access: full-text search, note CRUD, frontmatter queries, tags, backlinks, graph traversal, orphan and broken link detection, and canvas support.

Documentation

★ 33

thinqconnect-mcp

Interact with LG ThinQ smart home devices and appliances through ThinQ Connect.

★ 33

vault-cortex

Standalone Obsidian vault server: hybrid search, notes and files, memory and tasks; run locally or self-host for remote access.

Documentation, Codebase understanding

★ 33

5e-quint

D&D 5e SRD 5.2.1 game engine: create characters and run turn-based battles through MCP, backed by Quint formal models, rule-level proofs, and model-based

Testing & debugging

★ 32

code-context

Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index.

Data & backend, Documentation

★ 32

cortex-plugin

Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs new sessions.

Codebase understanding

★ 32

docguard

Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes.

Documentation

★ 32

DotNetMetadataMcpServer

Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.

★ 32

kafka-schema-reg-mcp

Kafka Schema Registry management across multiple registries, including schema migration.

★ 32

mcp-log-proxy

MCP proxy with a web UI showing the full message flow.

Frontend

★ 32

mcp-server-sql-analyzer

SQL analysis, linting and dialect conversion using SQLGlot.

Data & backend, Review & security

★ 32

pdf-tools-mcp

PDF download, viewing and manipulation utilities.

★ 32

pyxel-mcp

Pyxel retro game engine integration: run games, capture screenshots, inspect sprites and analyze audio.

Content creation

★ 32

slack-mcp-server

Slack DMs, channels, threads and search without an OAuth app or admin approval.

Documentation, Business work

★ 32

talkthrough-mcp

Turn screen recordings or other local video and audio into local Whisper transcripts, keyframes, OCR and full-text search, with wall-clock timestamps for logs.

Documentation, Content creation

★ 32

youtube_mcp

Transcribe YouTube videos to text using yt-dlp for audio and OpenAI Whisper for transcription, with chunked output for long videos.

Content creation

★ 32

agentic-swmm-workflow

EPA SWMM stormwater modelling workflow: model building, simulation runs, calibration, QGIS integration, climate scenarios and uncertainty analysis.

Planning & architecture

★ 31

coinpaprika-mcp

CoinPaprika API access: real-time prices, tickers, OHLCV, market cap and coin metadata for cryptocurrencies and exchanges.

★ 31

CyberChef-MCP

GCHQ CyberChef's encryption, encoding, compression and forensics operations, plus analysis tools such as hash identification, cipher solving and RSA attacks.

Review & security

★ 31

data-olympus

Git-native Markdown knowledge base for coding agents with proposed vs.

Codebase understanding

★ 31

debridge-mcp

Cross-chain swaps and bridging across EVM chains and Solana via deBridge: find routes, evaluate fees and initiate non-custodial trades.

★ 31

MCP-Context-Provider

Static server providing persistent tool-specific context and rules to AI models.

★ 31

mcp-datetime

Date and time functions in various formats.

★ 31

mcp-klever-vm

Klever blockchain smart contract development, on-chain data exploration, account and asset queries, transaction analysis and contract deployment.

Deployment & ops

★ 31

mcp-recon

Conversational recon with httpx and asnmap: domain analysis, security header inspection, certificate analysis and ASN lookups at multiple recon levels.

Review & security

★ 31

meta-mcp

Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management.

★ 31

nakkas

SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview.

Frontend, Content creation

★ 31

notion-mcp

Manage personal todo lists via Notion's API.

Business work

★ 31

opcua-mcp

Connect to OPC UA-enabled industrial systems.

★ 31

OpenAaaS

Adapter to the OpenAaaS scientific agent network: submit tasks such as literature analysis or materials database queries to remote research agents.

Data & backend

★ 31

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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.