The MCP Trust Index.

claude-work-sample

by rominapitronello

Agentes de IA en produccion: conector MCP con siete herramientas, function calling, orquestacion multi-modelo (Opus/Sonnet/Haiku/Fable), diseno de prompts y gobernanza. Un problema real resuelto en dia y medio, con transcripts, errores y costos a la vista. Python.

rominapitronello/claude-work-sample

G2 Reviews API MCP Server

by johnisanerd

Enables fetching structured JSON reviews from G2 product pages, including ratings, pros/cons, reviewer details, and optional product metadata.

johnisanerd/Apify-G2-Reviews-API

skillrace

by jimbou

Reasoning-Augmented Concolic Execution for Coding-Agent Skills

jimbou/skillrace

brand-knowledge-search-api

by shayanyadegari

FastAPI service exposing semantic search over Pinecone indexes with OpenAI embeddings, built as a retrieval backend for MCP-style tool integrations.

shayanyadegari/brand-knowledge-search-api

comfyui-mcp

by swayamjoshi87

Exposes a remote ComfyUI instance for image generation through an on-demand GPU wrapper, allowing users to generate PNG images from prompts and manage the ComfyUI lifecycle via MCP tools.

SwayamJoshi87/comfyui-mcp

MCP-server-client-computer-use-ai-sdk

by omkarjamadar

🖥️ Control your computer effortlessly with our AI SDK, enabling seamless interaction with apps and websites without virtual machines or pixel-based issues.

Omkarjamadar/MCP-server-client-computer-use-ai-sdk

MemPulse

by xzgzszrh

Topic-centered memory for agents: persistent context across sessions, an independent memory core, an OpenCode-based desktop, and planned IDE plugins.

xzgzszrh/MemPulse

MultiMeet_Notes_Generator

by shreya2402

MultiMeet Notes is an AI-powered application that turns multilingual meeting recordings into clear notes.

shreya2402/MultiMeet_Notes_Generator

LLuna

by christ3686

🌙 Enhance tool integration with LLuna v7.1, featuring a smooth interface, JSON recovery, and user-friendly navigation for maximum efficiency.

christ3686/LLuna

Scientific Paper Reading Assistant

by lxy-hqu

Enables local analysis of scientific papers including PDF parsing, mathematical formula extraction with AST generation, PyTorch code generation from methodology, and automated Markdown report generation with visualizations.

Lxy-hqu/-mcp-for-paper-read-based-on-AI-IDE

mihome-mcp

by mizuka-wu

An MCP server based on the Mastra framework for controlling Xiaomi Mi Home smart devices. It enables device discovery, property management, action execution, and scene control through the Mi Home cloud service.

mizuka-wu/mihome-mcp

Google Maps Photos API

by johnisanerd

MCP server for extracting Google Maps photos as structured JSON, supporting search by place name, URL, or ID, with category filters and stable photo IDs. Enables users to pull full-size image URLs, thumbnails, and gallery metadata for any business or landmark directly through natural language.

johnisanerd/Apify-Google-Maps-Photos-API

Bing Copilot API MCP Server

by johnisanerd

Enables querying Microsoft's Bing Copilot AI to retrieve structured answers, citations, and brand mention checks as JSON, designed for AEO/GEO monitoring.

johnisanerd/Apify-BingCopilot-API

Miro MCP Server

by henqc

Enables MCP-compatible LLMs to interact with Miro whiteboards to manage boards, create and manipulate shapes, and organize content through grouping tools.

henqc/miro-mcp

Open_Weather_Map

by jaiswalraj03014

A FastAPI MCP server that provides real-time weather data and forecasts for cities worldwide using natural language queries and OpenWeatherMap API.

jaiswalraj03014/Open_Weather_Map

Voyagent

by grrrge

Voyagent is an AI travel planner powered by a LangGraph multi-agent pipeline - flight, hotel, itinerary and report agents that turns a plain-language trip request into a complete plan. It uses AviationStack for flights, Tavily for hotels, and Groq's Llama for itinerary generation, built on FastAPI with Postgres-backed conversation memory

GrrrGe/Voyagent

ai-agent-foundation-template

by mmehdi0606

MMEHDI0606/ai-agent-foundation-template

mcp_hello-world

by bradleylacroix

A minimal MCP server that responds with 'hello' at the /hello endpoint, serving as a scaffold for building MCP-style services.

bradleylacroix/mcp_hello-world

Memory MCP

by a157034816

A Rust-based MCP server that provides long-term memory capabilities for AI agents using keyword-based storage and retrieval. It supports isolated namespaces for different users or projects, allowing LLMs to remember and recall information across sessions.

a157034816/memory-mcp

hubspot-mcp-extended

by calypsocodex

Independent MCP server implementation using HubSpot's official OpenAPI specs. 106 comprehensive tools for CRM automation including invoices and line items. Source Available - Free for non-commercial use.

calypsoCodex/hubspot-mcp-extended

Databricks MCP Server App

by rohit-db

Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.

rohit-db/databricks-mcp-app

mcp-search

by ag-bureau

Web search, reading, images, screenshots and multi-wave research — with per-answer confidence

AG-Bureau/mcp-search

LocalAnt

by yuga-hashimoto

LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management, coding agents, browser automation, and more.

yuga-hashimoto/localant

CostGate

by yukimiyatake

Reduces AI token consumption by optimizing MCP tool definitions and responses, with a probe for measurement and a gate for filtered tool exposure and cost reduction.

YukiMiyatake/costgate

instruction_core

by ai-driven-highspeed-development

AI-Driven-Highspeed-Development/instruction_core

doc-mcp

by tirth1263

Enables semantic search and AI-powered Q&A over ingested GitHub documentation repositories via MCP tools.

tirth1263/doc-mcp

isc-motorbeep

by isc-hei

ESP32 board driving two bipolar stepper motors and a speaker from 3x AA cells — a complete KiCad 9 schematic authored headlessly via MCP. ERC-clean, netlist-asserted, priced BOM.

ISC-HEI/isc-motorbeep

Escape Room MCP Server

by lanymo

A text-based escape room game server with a Korean exorcism theme that allows users to explore scenes, investigate objects, and make choices to progress through the story.

lanymo/mcp-server

kilo-dev-mcp-server

by kilo-org

An MCP server for internationalization (i18n) tasks, providing tools to translate, move, list, and remove translation keys in JSON files for the Kilo Code extension.

Kilo-Org/kilo-dev-mcp-server

claude-skill-hotel-points-value

by johnisanerd

Claude/agent skill: what your hotel points are worth and whether to pay cash or redeem, from live cash rates via the Apify Google Hotels Search Scraper.

johnisanerd/claude-skill-hotel-points-value

upstox-mcp-server

by xenomorph0

Enables LLM agents to analyze portfolios and execute orders on the Indian stock market via Upstox API v2 using natural language.

XENOMORPH0/upstox-mcp-server

linux-diagnostics

by tolik125

🛠️ Run quick and optional diagnostics for common issues after installing a Linux distro, perfect for users and remote support.

tolik125/linux-diagnostics

homework-tracker

by randomhero-git

HomeWork Tracker - pywebview desktop widget with Google Calendar sync. Bring your own OAuth credentials.

randomhero-git/homework-tracker

second-brain

by kanedasec

Lightweight self-hosted personal knowledge memory service

kanedasec/second-brain

AgentInjectionBench

by ppradyoth

A benchmark for evaluating prompt injection attacks in agentic tool-use pipelines

ppradyoth/AgentInjectionBench

skills-best-practices

by riqxa

Provide clear guidelines for building, validating, and organizing efficient agent skills with focused context management.

riqxa/skills-best-practices

Tabula MCP Server

by nikhilbhima

A shared memory layer for AIs that lets users save durable facts and recall them across different AI clients, eliminating repetition.

nikhilbhima/tabula-mcp

Salesforce MCP Server

by virtuowhizsalesforce-tech

A FastAPI-based MCP server designed for Salesforce Agentforce Registry integration. It enables users to manage leads, configure permission sets, and generate registry URLs through the Model Context Protocol.

virtuowhizsalesforce-tech/mcp-fixed

jadlis-research

by becyborg

Решение, которому можно доверять: 14 каналов, ключевые утверждения перепроверены — плагин research для Claude Code

beCyborg/jadlis-research

lighthouse-mcp-oauth

by ulaklar

Enables Claude.ai to connect to a Hermes MCP server via OAuth 2.1 authorization code flow with PKCE, acting as a reverse proxy and single-user authorization gateway.

Ulaklar/lighthouse-mcp-oauth

Epoch

by kyanitelabs

Time estimation MCP server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time mapping, cost estimation, and schedule risk tools.

KyaniteLabs/Epoch

BrowserOS MCP Server

by psthi

Embeds an MCP server in a Chromium browser to drive real authenticated browsing sessions, with 23 unified automation tools and 40+ SaaS integrations.

psthi/browseros-skill

code-review-mcp-server

by orcus2021

Enables automated code review and GitHub PR commenting through MCP integration.

Orcus2021/code-review-mcp-server

Job Listings MCP Server

by itsyashvardhan

A Python-based microservice that scrapes, deduplicates, and stores fresh job listings from multiple platforms. It enables users to access and filter a live feed of job data through a REST API for integration into portfolio sites and other applications.

itsyashvardhan/mcp-server

Acunetix MCP Server

by therealcoiffeur

Exposes the Acunetix Scanner API as a streamable HTTP MCP server, allowing clients to interact with security scanning tools via standardized requests. It enables automated vulnerability management and integration with platforms like GhostReconRev through a containerized bridge.

therealcoiffeur/MCPwnetix

Codex Harness MCP

by 2091k

Enables MCP-compatible AI clients to invoke CLI-driven agent tools over Streamable HTTP, including shell execution, file operations, patching, image viewing, web search, and nested agent tasks, with permission modes and real-time progress streaming.

2091k/A_Harness_MCP

Agoda Hotel API MCP Server

by johnisanerd

Provides live hotel room rates, availability, and guest reviews from Agoda, enabling searches by destination and dates, property details, and structured review data.

johnisanerd/Apify-Agoda-Hotel-API