MCP server directory

An MCP server that standardizes and contextualizes industrial Modbus data.

A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more

MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.

An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.

Workflow for fixing build issues in ESP32 series chips using ESP-IDF.

Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration, and CSV-to-dashboard pipelines. Install via `uvx twilize`.

An MCP server that connects to OPC UA-enabled industrial systems.

Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.

MCP server for Claude to talk to ChatGPT and use its web search capability.

Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API

Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.

API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling.

React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues.

45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.

Personal asset planning for Japan's つみたて NISA / iDeCo: 4 zero-auth tools — `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry.

Push To Display MCP server send structured content to selected boards on iOS and android devices with app [Push To Display](https://pushtodisplay.com), route updates to specific panels, and render in real time with display-focused multi-panel layouts.

Word-sized charts (sparklines, bars, bullets — 106 types) rendered to self-contained SVG with generated alt text. Three tools: find the right chart for a question, get its wiring, render it. Works in chat surfaces that can't run React. Install via `npx -y @microcharts/mcp`.

Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.

Context-efficient alternative to the official Notion MCP: 43 operations (pages, databases, blocks, comments, files, templates) behind just 2 tools, ~90% less context overhead. Token auth, so it runs headless in CI, cron, and background agents where OAuth-only can't.

Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.

MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.

Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.

Healthcare service vendor matching for medical practices: 76,000+ curated vendors across 25 categories (billing, credentialing, EHR, compliance, legal) in all 50 US states.

Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.

☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset

The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality ratings (0-100) for financial data APIs. 8 MCP tools.

Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. `pip install healthchain[mcp]`

Extract structured data from any website. Just prompt and get JSON.

Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A–F. Free 60-second audit, no signup.

Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers.

A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.

MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.

A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.