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Searchable catalog of Model Context Protocol servers. Find tools that connect your AI assistant to the services and data you use.

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MCP server directory

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  • Accessibility1
  • Aerospace & Astrodynamics3
  • Aggregators133
  • Agreements & Coordination11
  • Architecture & Design40
  • Art & Culture78
  • Biology, Medicine and Bioinformatics44
  • Browser Automation99
  • Cloud Platforms183
  • Cloud Storage3
  • Code Execution769
  • Communication187
  • Conversational AI4
  • Cryptography240
  • Customer Data Platforms18
  • Data Platforms46
  • Data Science Tools40
  • Data Visualization10
  • Databases169
  • Delivery17
  • DevOps1
  • E-Commerce40
  • Education12
  • Embedded System18
  • end to end RAG platforms6
  • Environment & Nature9
  • File Systems46
  • Finance & Fintech474
  • Gaming68
  • Health & Wellness3
  • Home Automation8
  • Industrial & IoT4
  • Knowledge & Memory330
  • Legal32
  • Location Services53
  • Marketing131
  • Monitoring84
  • Multimedia Process71
  • OS Automation15
  • Other Tools and Integrations253
  • Podcasts4
  • Product Management16
  • Real Estate14
  • Research53
  • Search & Data Extraction273
  • Social Media61
  • Speech-to-Text3
  • Spirituality & Esoterica10
  • Sports37
  • Support & Service Management15
  • Text-to-Speech9
  • Translation Services6
  • Travel & Transportation53
  • Version Control33
  • Web Scraping24
  • Workplace & Productivity222
TrendingMost starsRecently updatedRecently added
S

Browser Automation

segentic-lab/periscope-mcp

Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.

02mo ago
H

Other Tools and Integrations

hiromitsusasaki/raindrop-io-mcp-server

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

0
2mo ago
L

Knowledge & Memory

leonardsellem/hypermnesic

Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools (hybrid search, read_note, build_context, resolve, think, list_folders, and a scope-gated commit_note write) over a Streamable HTTP endpoint, plus a CLI and a read-only Obsidian companion.

02mo ago
official
H

Web Scraping

HasData

> Connect LLM clients and AI agents to HasData via the Model Context Protocol. The HasData MCP Server exposes HasData's scraping and search capabilities to any client that speaks the Model Context Protocol. Point your MCP-enabled client (Claude, Codex, Cursor, VS Code, Windsurf, custom agents, etc.) at the HasData endpoint and your model can scrape web pages, run Google searches, and pull structured data without writing API integration code. The server uses the streamable HTTP transport. Two ways to connect: sign in with your HasData account, or send an API key.

5 tools · amazon_product, apis

02mo ago
A

Code Execution

aresyn/codex-control-plane-mcp

Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.

02mo ago
G

Communication

grzgrzgrz3/pingwa-client

WhatsApp notifications for AI agents with zero setup — no Meta account, no templates, no dashboard: text "join", get an API key, send in 60 seconds (`uvx pingwa mcp` or remote at pingwa.dev/mcp). Two-way: `ask` with tap-to-answer buttons, `check_replies`. Official Meta Cloud API — won't ban your number.

02mo ago
I

Cryptography

inkog-io/inkog-mcp

AI agent security scanner. Audits MCP servers for vulnerabilities, detects prompt injection, infinite loops, token bombing, and missing human oversight across 20+ frameworks. Maps findings to EU AI Act, OWASP LLM Top 10.

02mo ago
J

Communication

joinly-ai/joinly

MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.

02mo ago
J

Art & Culture

joshseane/-nmlp-mcp

First-edition identification — points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles — plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp · Registry: `org.newmexicoliteracyproject/nmlp-mcp`

02mo ago
W

Finance & Fintech

whdrnr2583-cmd/koreanpulse

English-first Korean equity intelligence — real-time DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news, translated to English. Free public daily snapshot at koreanpulse.dev/today; OSS self-host (AGPL-3.0).

02mo ago
M

Data Platforms

meacheal-ai/mrc-data

China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB lab-test verification.

02mo ago
official
H

Cloud Platforms

hostbento

A workspace where you, your team, AI Agents and MCP servers collaborate to build, manage, and publish for the internet. From idea to live website in three simple steps, with AI handling the heavy lifting. Start with a beautiful, ready-to-use template, or easily revamp your existing website by moving it over to Hostbento. Jump into Workspaces to fine-tune your design, write content, and plan marketing campaigns alongside your AI assistant. Focus entirely on your website. Hosting, security, performance, and updates are completely taken care of for you.

4 tools · Collaborate in Workspaces, Migrate an existing site

02mo ago
A

Knowledge & Memory

AgentModule/mcp

Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.

02mo ago
H

Browser Automation

hshintelligence/agent-scrape

Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports.

02mo ago
M

Data Platforms

mbrummerstedt/powerbi-analyst-mcp

Connect LLMs to Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and automatically page large results via local CSV.

02mo ago
S

Code Execution

scarletkc/vexor

A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.

02mo ago
H

Code Execution

hernaninverso/eleata-verify-mcp

Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`.

02mo ago
A

Browser Automation

automatalabs/mcp-server-playwright

An MCP server for browser automation using Playwright

02mo ago
D

Code Execution

docweave/mcp

Generate and read PDFs for AI agents: a `generate_pdf` tool (HTML, a URL, or a template + JSON → PDF) and a `read_pdf` tool (a PDF → text/markdown). Run locally with `npx @docweave/mcp` or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.

02mo ago
O

Finance & Fintech

omniologynow-rgb/profitspot-mcp

Cross-chain DeFi intelligence MCP server for AI agents. 7 tools for yield discovery, pool analysis, profit simulation, risk scoring, whale tracking, impermanent loss calculation, and DeFi overview across 86 chains and 6,500+ liquidity pools. Install via `pip install profitspot-mcp`.

02mo ago
L

Browser Automation

lyrenth/lyrenth-mcp

Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index.

02mo ago
official
K

Search & Data Extraction

Kirah Local Services

People increasingly ask their assistant, not a search bar. The client who needs deep tissue today between 2 and 4 shouldn't click through five screens to learn the time doesn't work—and the practitioner with exactly that opening shouldn't be invisible to the question. Kirah is the connection: painless for the client to ask, painless for the practitioner to be found. The full story → In ChatGPT: A client asks for chair massage in Columbus and sees a participating business's real service, price, and opening. The client then books outside ChatGPT because the public plugin does not create appointments.

4 tools · Check current openings, Discover local services

02mo ago
Y

Data Platforms

yashshingvi/databricks-genie-MCP

A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

02mo ago
H

Workplace & Productivity

HuntsDesk/ve-gws

VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit).

02mo ago
S

Legal

smilemin07/korean-rnd-regs-mcp

Natural-language search and review of South Korea's national R&D (research & development) regulations (acts, decrees, and administrative rules), returning the current in-force provisions with citations, fetched live from the official national law database.

02mo ago
L

Delivery

LS-SIEM-LLP/qa-probe

Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. `npm i -g qa-probe`

02mo ago
A

Finance & Fintech

alforge-labs/alpha-forge-mcp

AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and walk-forward-test trading strategies from Claude Desktop, Cursor, or Claude Code. Local-first, anti-overfitting. `uvx alpha-forge-mcp`

02mo ago
P

Code Execution

paulhkang94/markview

Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx mcp-server-markview`.

02mo ago
M

Code Execution

martingeidobler/android-mcp-server

21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via `npx android-mcp-server`.

02mo ago
M

Code Execution

mcpware/ui-annotator-mcp

Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. `npx @mcpware/ui-annotator`

02mo ago
S

Code Execution

saranshbamania/mobile-device-mcp

49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. `npx mobile-device-mcp`

02mo ago
M

Code Execution

mcpware/pagecast

Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast`

02mo ago
B

Code Execution

benswel/qr-agent-core

Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via `npx qr-for-agent`.

02mo ago
O

Finance & Fintech

openMF/mcp-mifosx-self-service

A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.

02mo ago
official
G

Search & Data Extraction

Greenbook

A lightweight Model Context Protocol (MCP) server that exposes Greenbook data and tools for market research professionals, analysts, and related workflows.

02mo ago
S

Support & Service Management

sooperset/mcp-atlassian

MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.

02mo ago

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