MCP server directory

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

MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus

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.

An MCP server for browser automation using Playwright

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`.

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

Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. `npx -y amendor-mcp`

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).

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.

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`

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

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

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`.

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`

Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug — with evidence, blast radius, and a paste-ready fix prompt — then dispatch an automated GitHub fix PR without a second LLM key. 80+ tools, Supabase-backed, MIT SDK. `npx @mushi-mushi/mcp`

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`.

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

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`

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

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

The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.

Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.

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.

A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.

Connects to Kaggle, ability to download and analyze datasets.

YouTube knowledge base for AI agents. Summarize videos, fetch full transcripts (including videos without captions, via AI ASR), search channels and playlists, and save everything into a per-user knowledge base for cross-session recall. OAuth 2.1 with Dynamic Client Registration. Hosted at [subdownload.com](https://subdownload.com?utm_source=gthb_awesome_9jqqed&utm_medium=code&utm_campaign=Awesome). `https://api.subdownload.com/mcp`, free credits on signup.

MCP server exposing 22 Mistral AI capabilities (chat, OCR, audio, vision, agents, embeddings, moderation, classification, files, batch) with dual transport (stdio + Streamable HTTP), structured outputs on every tool, and 6 curated French/English prompts with argument completion. Vendor API key required.

Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compromised. The agent proposes, you approve on your Ledger. Read balances + DeFi positions (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer, MarginFi, Kamino) and prepare transactions across Ethereum / Arbitrum / Polygon / Base / TRON / Solana / Bitcoin; private keys never leave the hardware wallet.

> Connect AI clients to your LinkedIn data The TalkToHumans MCP lets AI clients (like Claude Cowork, Claude Code, Codex, or Cursor) securely interact with your LinkedIn workspace data. It is designed for AI agents that need real-time access to workspace data and can benefit from the structured tool outputs. Then authenticate by running /mcp in Claude Code and following the sign-in flow. 1. Go to claude.ai/settings/integrations 2. Click Add custom connector 3. Enter the name "TalkToHumans" and paste the remote MCP server URL:

5 tools · activity_list, linkedin_create_message_draft

Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.

Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.

ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.

Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.

Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))