The MCP Trust Index.

mcp-AI-playwright-template

by greglinthicum

A template for building a custom Playwright MCP server that enables AI-driven browser automation, translating high-level test intentions into dynamic Playwright actions.

GregLinthicum/mcp-AI-playwright-template

Sentinel-Memory MCP

by vince-yi

A lightweight MCP server that records and reuses prompt gaps — essential context missing from initial instructions — so your AI assistant learns from every session using a plain JSONL file tracked by Git.

Vince-Yi/-vncy-sentinel-memory-mcp

ShareLatexMCP

by vinconig

An MCP server that gives Claude access to ShareLaTeX projects over Git, enabling file management, document structure parsing, content extraction, and writing changes back.

vinconig/ShareLatexMCP

Context Memory MCP Server

by dithilli

Tracks mistakes and solutions from past Claude sessions to avoid repeating failed approaches.

Dithilli/context-memory-mcp

Fullrun — Google Ads for AI Agents

by tuckerschreiber

Fullrun is an AI agent that manages Google Ads for you. It monitors your campaigns around the clock, diagnoses problems, adjusts bids, adds missing ad extensions, pauses wasteful keywords, and creates new campaigns all autonomously.

tuckerschreiber/fullrun-cli

ArkTS Helper MCP

by longlivey96

Provides documentation search, reading, and AI-powered Q\&A for ArkTS/ArkUI development, enabling AI coding assistants to answer questions and retrieve official docs.

LongLiveY96/arkts-helper

meridian-mcp

by marcusicaro

A timezone-aware MCP server that converts times, looks up current local times, and finds overlapping working-hour slots for distributed teams.

marcusicaro/meridian-mcp

vibe_tide_mcp

by banjtheman

banjtheman/vibe_tide_mcp

meloqa-mcp

by swl-informatica

Exposes every operation from the meloQA v1 API as MCP tools, enabling LLM clients to read and manage meloQA projects, test cases, cycles, executions, bugs, links, and reference data.

swl-informatica/meloQA-MCP

ShadowShield MCP

by mahesh8214

A local-first MCP server that reduces LLM token usage by intercepting, deduplicating, compressing, and optimizing MCP tool calls and responses.

Mahesh8214/ShadowShield-MCP

mcp_langgraph_mcp_integration

by asbhosekar

Weekend Learning - a full end to end project for MCP - mcp_langgraph_mcp_integration

asbhosekar/mcp_langgraph_mcp_integration

AMS Development MCP Servers

by mastoica

MCP servers for real-time development monitoring and interactive pair programming.

mastoica/vibecoding-mcp-servers

ruby-console-mcp

by tuhalang

Enables AI assistants to execute Ruby console commands (Rails console, IRB, etc.) with persistent session support for interacting with Ruby/Rails applications through natural language.

tuhalang/ruby-console-mcp

regsub-mcp

by pubspro

MCP server for regulatory submission intelligence — ICH guideline lookup, CTD module mapping, eCTD structure guidance, and FDA/EMA query support

pubspro/regsub-mcp

Figma MCP Server

by rui-branco

Brings Figma designs directly into MCP-compatible environments to view specifications and export frames as high-resolution images. It features smart section splitting for large frames and integrates with Jira to automatically fetch designs from ticket links.

rui-branco/figma-mcp

Screenshot MCP (macOS)

by frontmage

A macOS-based MCP server that allows for capturing screenshots of displays and windows, as well as recording window activity to MP4 files. It leverages a Swift CLI backend to interact with macOS CoreGraphics and AVFoundation APIs for seamless screen capture management.

FrontMage/screenshot_mcp

ssh-mcp-server

by wijzeu

SSH-based MCP server that enables remote execution of SSH commands, file transfers, and secure server management via the MCP protocol.

wijzeu/ssh-mcp-server

DingDawg Agent Spend Policy MCP

by dingdawg

Deterministically evaluates whether a proposed agent spend action matches a supplied policy, returning ELIGIBLE, DENY, or STEP_UP with stable reason codes. Provides local policy evidence only, not payment authorization.

dingdawg/dingdawg-agent-spend-policy-mcp

1sat-sdk

by b-open-io

b-open-io/1sat-sdk

Claude Memory MCP Server

by seongcheoljeon

Provides persistent storage for Claude's context by enabling saving, loading, searching, and managing memories across categories with version control and backup capabilities.

seongcheoljeon/ClaudeMemoryMCP

tealium-mcp-server

by rechedev9

Enables Tealium data layer validation, debugging, documentation generation, and code generation through natural language, assisting tag management specialists and analytics engineers.

rechedev9/tealium-mcp-server

MuAPI Claude Code MCP Server

by samuraigpt

Integrates MuAPI with Claude Code to enable image and video generation, editing, model discovery, and prediction tracking through natural language commands.

SamurAIGPT/muapi-claude-code

v0-mcp

by hellolucky

Enables the generation and iterative refinement of React UI components from natural language descriptions or design images using Vercel's v0 API. It provides tools for design-to-code workflows and chat-based component development within Claude, Cursor, and other MCP environments.

hellolucky/v0-mcp

Nosana MCP Agent

by sohniswatantra

An open-source AI agent powered by a local LLM (Qwen3.5 9B) running on decentralized GPUs via Nosana, providing MCP and HTTP interfaces to connect with external tools without API keys.

SohniSwatantra/nosana-mcp-agent

api-freaks/apifreaks-mcp

by api-freaks

Enables AI to query live weather, domains, IPs, DNS, SSL, currency rates, and more via the APIFreaks API.

api-freaks/apifreaks-mcp

puntersedge-mcp

by propertyscout001

MCP server that brings live Australian racing and sports odds from 12 bookmaker/exchange sources into AI assistants, with per-price age data and tools for next races, best odds, results, and movers.

Propertyscout001/puntersedge-mcp

CoinGecko Price MCP Server

by marcosnunesmbs

Provides cryptocurrency pricing information using the CoinGecko API, enabling users to fetch current prices of any cryptocurrency in their chosen currency.

marcosnunesmbs/mcp_coingecko_price_ts

figma-proxy-mcp

by alfianyusufabdullah

A local MCP server that gives AI agents live access to open Figma files for design handoff and UX writing without API tokens or rate limits.

alfianyusufabdullah/figma-proxy-mcp

mcp-python-demo

by chenchen0611

An MCP-based project that integrates Zhipu AI and Tencent Map APIs to provide weather queries, geocoding, and web search functionality through both command-line and web interfaces.

chenchen0611/mcp-python-demo

mantisbt-mcp-server

by dpesch

Mirror of codeberg.org/dpesch/mantisbt-mcp-server — issues and PRs not monitored

dpesch/mantisbt-mcp-server

LoopIn MCP Server

by nicholasemccormick

Enables AI agents to pause execution at critical decision points and request human review before proceeding. Provides tools for creating interrupts, polling for decisions, and managing approvals through a simple REST API interface.

nicholasemccormick/loopin-mcp

VeniAI-Hukuk-EmsalKarar-MCPServer

by bayyyyyuuu

An AI-powered legal research tool that enables users to search for and retrieve legal precedents and case law decisions through a Model Context Protocol server. It supports both Turkish and English, providing lawyers and researchers with streamlined access to a comprehensive database of jurisprudence.

bayyyyyuuu/VeniAI-Hukuk-EmsalKarar-MCPServer

repo-forensics-mcp

by mrfentmen

A local-only MCP server for understanding Git repositories, offering repository summary, recent changes, file hotspots, and hygiene checks without network access.

mrfentmen/repo-forensics-mcp

dmc-sql-saglik

by dmcteknoloji

Provides read-only SQL Server health diagnostics (server health, blocking queries, missing indexes) via MCP, with a GUI installer that automatically configures AI clients like Claude Desktop.

dmcteknoloji/dmc-sql-saglik

timeweaver-mcp

by fixtureforge

Generates synthetic time-series test data with configurable trend, seasonality, noise, anomalies, and multiple correlated streams, outputting JSON, CSV, or SQL.

FixtureForge/timeweaver-mcp

ComputerMate

by one710

Enables AI to control a computer through mouse, keyboard, and screen capture tools, with support for local native and Docker sandboxed environments.

one710/computermate

jira-mcp-scoped

by michalosadowski

MCP server enabling AI assistants to interact with Jira, scoped to a single project. Supports stdio and HTTP transports for issue management operations.

MichalOsadowski/jira-mcp

Lenny's Podcast MCP

by akshayvkt

Enables searching and retrieving transcripts from over 280 episodes of Lenny's Podcast to access expert product and growth insights. It allows users to query by topic, list available episodes, and fetch full interview transcripts directly through Claude.

akshayvkt/lenny-mcp

PiQrypt MCP Server

by piqrypt

Enables AI agents to sign decisions with post-quantum cryptographic proofs and maintain secure audit trails for compliance. It provides tools for stamping events, verifying chain integrity, and exporting audit data across industries like finance and healthcare.

PiQrypt/piqrypt-mcp-server

deepseek-vision-mcp

by arieslee

MCP server that exposes an analyze_image tool using Gemini vision models to describe or analyze images from local paths, URLs, or base64 data URIs.

arieslee/deepseek-vision-mcp

chrome-mcp

by wzxklm

Local MCP server for persistent Chrome automation with multi-profile support, enabling tab management, page inspection, element interaction, JavaScript evaluation, and screenshots while preserving login sessions across restarts.

wzxklm/chrome-mcp

Macrostrat

by blake365

Integrates the Macrostrat API to enable geological data querying and analysis for earth sciences, resource exploration, and environmental studies.

blake365/macrostrat-mcp

SoupNet-oss

by andyforest

SoupNet gives your AI agents one shared memory of how you think — across Claude, Cursor, and ChatGPT. Each checks your past decisions as searchable “recipes” and acts on your real judgment. Share it, and your team’s agents inherit that judgment too.

AndyForest/SoupNet

Ops Lense

by qubydev

Enables commerce operations specialists to investigate and resolve stuck orders by diagnosing issues and performing safe, bounded remediations through AI-driven tools.

qubydev/ops-lense-mcp

tydro-mcp

by mavrkofficial

MCP server for the Tydro lending protocol on Ink blockchain, enabling AI agents to interact with lending reserves including supply, borrow, repay, and withdraw operations.

mavrkofficial/tydro-mcp

Gmail AutoAuth MCP Server

by cgutiguti

Enables AI assistants to manage Gmail through natural language interactions with auto-authentication, including sending, reading, searching, and organizing emails and labels.

cgutiguti/gmail-mcp-server

Audacity-MCP

by xdarkzx

AudacityMCP connects any MCP-compatible AI assistant to Audacity, giving it full control over audio editing through 144 tools and 9 pipelines spanning effects, cleanup, mastering, and more. Talk to your AI assistant and it edits your audio in real-time.

xDarkzx/Audacity-MCP