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MCP Servers Directory

Open-source Model Context Protocol (MCP) servers that let AI assistants and agents use external tools and data. Entries come from the community list awesome-mcp-servers; we have not tested each server, so check the repository before you install one.

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mrnh/rigor

Classical hypothesis testing, effect sizes, power and sample-size analysis and multiple-comparisons correction, returned as cited,…

mroops0111/openapi-mcp-gateway

Mount multiple OpenAPI specs or a FastAPI app as MCP servers in one process, exposing GET endpoints as resources and large specs through meta-tools.

mrostamii/rancher-mcp-server

Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps.

mrslbt/rakuten-mcp

Rakuten API integration for Japan: product search, hotel and travel booking, and recipe lookup.

mrslbt/rippr

Extract YouTube transcripts as clean text, with timestamps, or as structured JSON.

mrslbt/xendit-mcp

Xendit payment gateway for Southeast Asia: invoices, disbursements, balance checks and bank transfers.

mrz1880/mcp-keycloak-admin

Administer Keycloak via its Admin REST API: users, roles, clients, groups, identity providers, federation and events, with a read-only mode.

ms-methos/jsonfabrica-mcp-server

Generate realistic, schema-conformant JSON test data (single documents or relational batches) from reusable templates via the JsonFabrica API.

MS-Teja/Glyphic

Generate architecture, ERD, sequence, flowchart, Gantt and other diagrams from structured JSON as SVG or PNG, without a headless browser.

msaad00/agent-bom

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

mshegolev/gitlab-ci-mcp

GitLab CI/CD pipelines, jobs, schedules, merge requests and files, for GitLab SaaS or self-hosted instances.

mshegolev/jaeger-mcp

Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies.

Mtehabsim/ScreenPilot

Control the GUI with mouse and keyboard tools for automation, education and experimentation.

muammar-yacoob/GMail-Manager-MCP

Manage your Gmail inbox in natural language: bulk delete promotions and newsletters, organize labels and get inbox insights.

muend/arcgis-mcp-bridge

Local bridge to ArcGIS Pro's ArcPy engine for geoprocessing, with worker-process isolation and filesystem boundaries.

Muhammed-AbdelGhany/rest_api_mcp

Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search.

muhannad-hash/git-context-mcp

Explains why code exists by tracing lines back to commits, GitHub PR descriptions and linked issues, plus file history, commit search and…

muhannad-hash/mcp-shield

Pre-install security scanner for MCP servers: detects backdoors, exfiltration code, obfuscation, dangerous execution, prompt injection and supply…

mukul-dutt/mentionsapi-mcp

Check whether AI assistants recommend your brand: mentions, ranks and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and…

multimail-dev/mcp-server

Email for AI agents: send and receive as Markdown with configurable human oversight (monitor, gate or fully autonomous).

mumez/pharo-smalltalk-interop-mcp-server

Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo…

munimtechnologies/munim-computer-use

Accessibility-first computer use on macOS, Windows and Linux: element IDs instead of pixels, background input, a pointer overlay and its own Chrome…

murzin-ml/mcp-ps-store

PlayStation Network gaming history (playtime, trophies, purchased library) for game recommendations based on what you played.

musajala/musajala-mcp

Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets.

musepy/genable

Build and edit Figma designs: JSX-like tree creation, variables and tokens, components, cross-page navigation and screenshot-based visual…

musevate/MCP

Generate video from prompts, images or reference images across AI video models (Sora, Veo, Kling, Seedance and more), with cost quotes before…

musharna/data-aggregator-mcp

Search and fetch research datasets across Zenodo, DataCite, NCBI and PubMed/OpenAIRE, with DOI deduplication, paper-to-data linking and verified…

musharna/jobd

Self-hostable GPU-aware job broker: dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier and monitor them across…

musharna/plant-genomics-mcp

Plant genomics locus lookup across Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, NCBI BLAST and more, with batch and cross-source queries.

mutonby/openshorts

Turn long videos into vertical shorts: moment detection, face-tracked 9:16 reframing, captions, dubbing and publishing to TikTok, Instagram and…

muvon/mcp-binance-futures

Binance USDT-M Futures trading: market data, account state, order management and position and margin control.

muvon/octocode

Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture.

mvtandas/wp-cli-mcp

WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache.

MWGMorningwood/Central-Memory-MCP

Workspace-grounded knowledge graph shared by multiple developers, hosted on Azure Functions with Table storage.

MyAgentHubs/aimemo

Local, dependency-free memory server shipped as a single binary.

myelixlabs/synapse-mcp

Convert a codebase into a local AST knowledge graph that gives coding agents structural context for navigation and refactoring.

MyMedi-AI/mymedi-ai-mcp-server

Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance…

mzxrai/mcp-openai

Chat with OpenAI models.

n24q02m/mnemo-mcp

Persistent memory with SQLite hybrid search (FTS5 and semantic), built-in Qwen3 embeddings and rclone sync across machines.

n24q02m/wet-mcp

Web search via embedded SearXNG, content extraction and library docs indexing with hybrid FTS5 and semantic search using built-in Qwen3 embeddings.

n8daniels/RulesetMCP

Keeps agents grounded in project rules: query coding standards, validate snippets and get task-specific guidance from version-controlled rule files.

nach-dakwale/instadomain-mcp

Domain registration: check availability, buy domains via Stripe or x402 and auto-configure Cloudflare DNS.

nagameTW/mcp-server-malcolm

Malcolm threat hunting: search and aggregate network traffic, query Suricata alerts, browse Arkime sessions and resolve NetBox assets. Read-only by…

Nagarjuna2997/ios-agent-skill

Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode.

najaeda/naja-scope

Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to…

NAJEMWEHBE/unreal-ai-connection

Unreal Engine 5.7 editor automation via a native plugin and local TCP bridge.

NakaokaRei/swift-mcp-gui

Execute commands such as keyboard input and mouse movement.

nakulben/whatsapp-mcp

Manage WhatsApp Business message templates via the Meta Cloud API: create, validate and send all template types, including carousel, catalog and…

nalediym/touch-grass

Nudges you to take outdoor breaks based on local weather, sunset timing and session streaks, with activity suggestions and stats.

NameetP/pdfmux

PDF extraction router that classifies each page and routes it to PyMuPDF, Docling, OCR or an LLM fallback, re-extracting pages with low confidence…

namixai/funding-mcp

Perpetual funding-rate data and cross-exchange funding arbitrage across many venues, including HIP-3 sub-DEXes, with x402-paid signals.

namixai/signer-mcp

Keyless CEX/DEX signing for trading agents: keys stay in an AWS Nitro Enclave and agents get policy-bounded signatures for Binance, OKX, Bybit and…

nanana-app/mcp-server-nano-banana

Image generation with Google Gemini's Nano Banana model.

nandhakumar-murugan/gemini-antigravity-bridge

Bidirectional bridge between Gemini Spark and the Antigravity IDE: coding subagent dispatch, shared memory, local file operations and Spark app…

nangman-infra/touch-browser

Evidence-grounded web research: verify claims on pages with citations, confidence bands and policy reports, and synthesize multi-page sessions.

Narasimhaponnada/mermaid-mcp

Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.

narekmalk/safedb-mcp

Safe, read-only database access with SQL guardrails, table allowlists, PII masking and audit logs.

narumiruna/gitingest-mcp

Convert any Git repository into a text digest of its codebase using gitingest.

narumiruna/yfinance-mcp

Get Yahoo Finance data using yfinance.

NasserAlbusaidi/macrofactor-mcp

Combines MacroFactor nutrition data with Garmin training data for recovery checks, daily briefings, weekly reports and nutrition-performance…

Natden444/pickanagency-mcp

Search marketing agencies and get matched with suitable ones via Pick an Agency.

natiixnt/redcon

Deterministic repository context packing for coding agents: selects, compresses, caches and budgets only the files a task needs, without an LLM in…

naveenayalla1-CS50/mcp-server-toolkit

Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection.

NavinAgrawal/mcp-broker

Local MCP broker exposing one client entry that routes to many upstream MCP servers, with profile gates, lifecycle management and mutating-tool…

nazar256/memheaven

Self-hosted, remotely accessible shared long-term memory for AI agents.

NazarKalytiuk/tarn

API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans.

nckhemanth0/subscription-tracker-mcp

Subscription management with Gmail and MySQL integration.

ncosic/logimu-shopping-mcp

Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history.

ncosic/webotee-mcp

Read-only Amazon market intelligence from Webotee: brands, sellers, ASINs, under-competed niches, buy-box history and Amazon/Walmart overlap.

ndjordjevic/pinrag

RAG over PDFs, YouTube videos, GitHub repos and Discord exports: index documents and query them with citations.

ndthanhdev/mcp-browser-kit

Interact with your local browsers.

Nebula-Block-Data/nebulablock-mcp-server

Access the full NebulaBlock API.

Neem2004/android-mcp-server

ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands.

negm17111995/mcp-server

MAQAMI hotel and flight search with live rates and hotel details, then a secure checkout link on book.maqami.co.

negoro26/mcp-taiga

Taiga project management: issues, user stories, tasks, epics, sprints, comments, attachments and wiki via a compact set of tools.

neilberkman/editorconfig_mcp

Formats files using .editorconfig rules so AI-generated code follows project formatting standards.

Neo1228/spring-boot-starter-swagger-mcp

Turn a Spring Boot application into an MCP server by reusing its existing Swagger/OpenAPI documentation.

neo4j-contrib/mcp-neo4j

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

neondatabase/mcp-server-neon

Create and manage Postgres databases with Neon Serverless Postgres.

neptun2000/heor-agent-mcp

Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier…

nesquikm/mcp-rubber-duck

Bridge to multiple OpenAI-compatible LLMs for rubber duck debugging: explain a problem to several AI ducks and get different perspectives.

netanelavr/trading-mcp

Local stock research: screening, fundamentals, insider trades, options and Reddit sentiment, and AI news analysis.

netdata/netdata#Netdata

Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections.

neufagents/mcp-triage

Diagnose and fix MCP client config files: broken JSON, commands missing from PATH, missing env vars, relative paths, transport mismatches and config…

Neverlow512/agent-droid-bridge

Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.

newsagentdata/newsagent-mcp

Real-time news with ML enrichment: urgency scoring, political lean and event clustering across many countries.

Newscatcher/catchall-mcp

Recall-first web search that finds relevant events across the open web, beyond the top results.

NexusFeed/nexusfeed-mcp

US liquor license lookup (CA, TX, NY, FL): search by trade name, owner or license number and verify status, expiration and address against state…

nexusforge-tools/mcp-eu-finance

European financial data: ECB rates, plus Eurostat inflation, GDP and unemployment by EU country.

nfemmanuel/iranti

Persistent shared memory for coding agents: facts stored as entity/key/value triples with hybrid semantic search, task checkpoints and conflict…

ng-galien/maket

Local-first design workspace: compose wireframes and branded multi-page HTML/CSS docs with live preview, brand and asset libraries, validation and…

nguyenvanduocit/all-in-one-model-context-protocol

Developer toolkit: Confluence, Jira, GitLab, YouTube channel management, email, calendar, script execution, knowledge-base RAG and URL fetching.

nguyenvanduocit/jira-mcp

Atlassian Jira operations: issue management, sprint planning and workflow transitions.

nh4ttruong/secobserve-mcp

SecObserve vulnerability and license management: triage observations, manage products and rules, import scan reports and SBOMs, run scans and…

nhantour/inferenceview-mcp

Preflight x402 and MCP resources before payment and fact-check claims before an agent acts, with local wallet keys and USDC settlement on Base.

ni-c/audiobookshelf-mcp

Browse an Audiobookshelf library, query listening history and stats, and sync progress, bookmarks, collections and playlists, with optional…

ni-c/caldav-mcp

Events, tasks and journal entries on any CalDAV server (Radicale, Nextcloud, Fastmail, iCloud), with a calendar allowlist and approval for series…

ni-c/calibreweb-mcp

Read-only access to a self-hosted Calibre-Web or Calibre-Web Automated ebook library via OPDS: search, shelves, covers and per-format download links.

ni-c/carddav-mcp

Contacts, groups and photos on any CardDAV server (Radicale, Baikal, Nextcloud, Fastmail, iCloud), with ETag-guarded writes and an address book…

ni-c/freshrss-mcp

Read and manage a self-hosted FreshRSS instance: feeds, categories, labels, articles, read and star state, and OPML import and export.

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