The MCP Trust Index.

jcodemunch-mcp

by jgravelle

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

jgravelle/jcodemunch-mcp

mcp-proxy

by shengxiao20

A proxy MCP server that reduces token usage by caching tool definitions locally and loading them on demand, supporting multiple backend MCP servers.

shengxiao20/MCP-proxy-server

Qwen3 MCP Server

by woodsee-digi

Multi-model MCP server enabling code generation, visual analysis, and complex reasoning via Qwen3 models.

WOODSEE-DIGI/qwen3-mcp-server

Google Ads API v20 MCP Server

by digitalrocket-biz

Provides comprehensive access to Google Ads API v20, enabling AI assistants to manage campaigns, accounts, assets, and reporting through natural language. It features automatic retry logic, GAQL query support, and advanced functionality for Performance Max and Demand Gen campaigns.

DigitalRocket-biz/google-ads-mcp-v20

screenshot

by therealmrfunguy

Provides tools to capture pixel-perfect website screenshots as images or PDF. Supports configurable viewport, full-page capture, CSS injection, and returns either viewable images or base64-encoded content.

therealMrFunGuy/screenshot-api

Humanizer APIs MCP Server

by bach-ai-tools

Enables access to Humanizer APIs for text humanization with multiple models including basic, easy-use, and multi-language support. Requires API key authentication.

BACH-AI-Tools/bachai-humanizer-apis

youtube-transcriber-mcp

by stevengeller

Enables intelligent transcription of YouTube videos with automatic optimization for any video length, using local OpenAI Whisper processing and speaker diarization.

StevenGeller/youtube-transcriber-mcp

Excel MCP Server

by mbeps

Enables LLMs to work with Excel and CSV files through structured tools for workbook operations, formatting, charts, ETL, analysis, and more.

mbeps/excel-mcp

ayon-mcp

by huikku

A lean, standardized MCP server for AYON (Ynput) that enables AI agents to drive an AYON production server through a clean interface, providing 20 tools for CRUD operations, schema discovery, and typed helpers.

huikku/ayon-mcp

claude-colab

by lakshmisravyavedantham

Enables Claude Code to execute shell commands, Python code, and file transfers on a Google Colab T4 GPU via an MCP server, bridging the GPU gap for AI coding agents.

LakshmiSravyaVedantham/claude-colab

mcp-brasil

by bob-reis

MCP Server for accessing 36 Brazilian public data sources and 1 agent, enabling AI agents to query government data on economy, legislation, transparency, judiciary, elections, environment, health, and more.

bob-reis/mcp-brasil

Bugzilla

by santhoshsiddegowda

Model Context Protocol server for Bugzilla. Enables AI apps to interact with Bugzilla bug tracking systems.\r\n\r\n

SanthoshSiddegowda/bugzilla-mcp

Telephony MCP Server

by khan2a

Enables LLM applications to make voice calls and send SMS messages through the Vonage API, allowing AI assistants to perform real-world telephony operations with support for speech recognition and customizable voice parameters.

khan2a/telephony-mcp-server

Ada MCP Server

by mdbrothers

An MCP server that provides semantic Ada language features like navigation, diagnostics, and code intelligence to AI coding agents by wrapping the Ada Language Server.

MDBrothers/ada-mcp-server

thingworx-mcp

by nobanks

MCP server for PTC ThingWorx, the IIoT platform, providing 8 tools for AI agents to read live state and trigger actions across the industrial asset graph with env-gated safety for writes and invocations.

NoBanks/thingworx-mcp

AWS Application Signals MCP Server

by mxiamxia

Enables AI assistants to monitor and troubleshoot AWS Application Signals services by tracking service health, analyzing SLO compliance, querying CloudWatch metrics, and investigating issues using distributed tracing with AWS X-Ray.

mxiamxia/appsignals-mcp

Proxmox MCP Server

by benjaminduthe

Enables Claude to manage Proxmox VE infrastructure — VMs, LXC containers, snapshots, storage, and more.

BenjaminDuthe/proxmox-mcp

MyFitnessPal MCP Server

by rfariassalas-tech

Enables AI assistants to read and write MyFitnessPal data, including food diary, exercises, body measurements, nutrition goals, and water intake.

rfariassalas-tech/myfitnesspal-mcp-server

freee MCP Server

by unson-llc

Enables Claude to interact with freee accounting software through OAuth 2.0 authentication, supporting operations like transaction creation, account management, receipt uploads, and financial statement retrieval.

Unson-LLC/freee-mcp

screen-mcp

by shawlzs

An MCP server that enables AI agents like Claude to capture screen screenshots on demand and maintain a sliding window of recent frames for multimodal Q&A context.

shawlzs/screen-mcp

Prufa

by prufa-dev

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.

prufa-dev/prufa-mcp

KubeStellar A2A MCP Server

by kubestellar

Enables AI-powered management of multi-cluster Kubernetes environments through natural language, supporting kubectl operations, function execution, and agent interactions with multiple AI providers.

kubestellar/a2a

crowdsec-local-mcp

by crowdsecurity

Generates, validates, and deploys CrowdSec WAF rules and scenarios through natural language.

crowdsecurity/crowdsec-local-mcp

pixalate_open_mcp

by ezedonovan

Enables AI assistants to query Pixalate's analytics, fraud detection, and enrichment APIs for reporting, risk scoring, and data enrichment.

ezedonovan/pixalate-open-mcp

ArduPilot MCP Server Sandbox

by hfujikawa77

Enables natural language control of ArduPilot drones via MAVLink, supporting arm, takeoff, mode changes, and mission uploads.

hfujikawa77/ardupilot-mcp-server

Coupang MCP Server

by space-cap

Enables searching and retrieving product information from Coupang (Korean e-commerce) via affiliate API, including product search, details, category bestsellers, and affiliate link generation.

space-cap/mcp-coupang-server

mcp-sudact

by atomno-labs

MCP server for Russian court practice (Sudact): full-text case search by law article, court, instance and dates, with access to full decision texts.

atomno-labs/mcp-sudact

webex_mcp_server

by tekgourou

Enables Claude Desktop to send messages, manage spaces, and automate team collaboration in Cisco Webex Teams via the Model Context Protocol.

tekgourou/webex_mcp_server

ticktick-mcp

by ainishanov

An MCP server that connects AI assistants to TickTick, enabling project and task management through natural language, including reading projects, finding tasks, creating tasks, and completing work.

ainishanov/ticktick-mcp

KnowledgeMCP

by maxzrff

An MCP server that enables AI assistants to perform semantic searches over local document collections using multi-context organization and automatic OCR. It supports various file formats including PDF, DOCX, and images, ensuring all data processing remains local and private.

maxzrff/KnowledgeMCP

spiker-mcp

by johnnytheshark

An MCP server that brings the Ikejime philosophy to coding, helping eliminate technical debt by killing ambiguity, purging dead code, isolating dependencies, and more.

JohnnytheShark/spiker-mcp

Reasoning Engine

by raoof128

An MCP server that brings difficulty-adaptive, multi-path reasoning to Claude Code. It implements the Actor-Critic-Planner-Reflexion (ACPR) pipeline for deep research synthesis.

Raoof128/reasoning-engine

Brainbase MCP Server

by egrigokhan

Provides 70 tools to interact with the Brainbase API, enabling management of workers, chat/voice deployments, flows, resources, and more via natural language.

egrigokhan/brainbase-mcp

PromptBin

by ianphil

Enables AI assistants to manage, store, and retrieve prompts through the Model Context Protocol, with a web UI for prompt management and optional secure sharing via Dev Tunnels.

ianphil/promptbin

noggin

by edward-zion-saji

Local-first knowledge base that ingests activity from Slack, GitHub, agent sessions, and CLI, stores provenance in SQLite, and exposes the brain via MCP, CLI, Slack, and dashboard for recall and skill proposals.

Edward-Zion-Saji/noggin

sharepoint-mcp

by demodorigatsuo

A Model Context Protocol server that connects AI assistants to SharePoint via Microsoft Graph API, enabling natural language queries for documents, lists, and site management.

DEmodoriGatsuO/sharepoint-mcp

FastAPI-MCP

by nludd25

Exposes FastAPI endpoints as Model Context Protocol (MCP) tools while preserving existing authentication, schemas, and documentation. It enables seamless integration of FastAPI services into MCP ecosystems using a native ASGI transport layer.

nludd25/fastapi_mcp

Seoul Essentials

by do-droid

Locate public facilities across Seoul including pharmacies, restrooms, WiFi hotspots, and tourist information centers. Identify nearby services using geographic coordinates or specific district filters to find help quickly. Access subway timetables to navigate the city's transit network with ease.

do-droid/seoul-essentials

Twitter MCP Server

by kamflowersthemacrogod

Enables AI assistants to access Twitter/X data including user profiles, tweets, search, and follower events via a set of MCP tools.

kamflowersthemacrogod/opentwitter-mcp

dap-mcp

by kashuncheng

Model Context Protocol (MCP) server that interacts with a Debugger

KashunCheng/dap_mcp

codereview-mcp

by lfylow

An MCP server that lets AI agents review code using language models, supporting git diffs, files, and snippets with severity levels. Works with Ollama (local) and hosted providers like OpenAI, Anthropic, and OpenRouter.

lfylow/codereview-mcp

hermes-gpt

by deployfaith

MCP sidecar for Hermes Agent exposing operator tools (cron, skills, config, workspace) with tiered read-only/operator/owner modes and dry-run by default for safe local development.

DeployFaith/hermes-gpt-bridge

Hermes Blockchain Oracle

by gizdusum

An MCP server that connects Hermes Agent to the Solana blockchain, enabling natural language queries for wallets, tokens, NFTs, transactions, whale movements, and network health.

gizdusum/hermes-blockchain-oracle

EMC Regulations MCP Server

by rfingadam

Provides instant access to EMC emission limits, frequency allocations, restricted bands, and compliance requirements including FCC Part 15, CISPR standards, LTE/5G cellular bands, and ISM equipment regulations for engineering compliance queries.

RFingAdam/mcp-emc-regulations

ragflow-knowledge-mcp-server

by lumerix7

A simple MCP server of knowledge base for RAGFlow.

lumerix7/ragflow-knowledge-mcp-server

log-mcp

by ascii766164696d

MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.

ascii766164696D/log-mcp

mcp-datetime

by fastmcp-me

Provides current date and time in various formats including standard, Japanese, ISO, and filename-friendly formats.

fastmcp-me/mcp-datetime

AGE-MCP-Server

by rioriost

Apache AGE MCP Server

rioriost/homebrew-age-mcp-server

docuflow

by deja111vu

Provides a unified interface for AI agents and scripts to read, create, and edit office documents (.docx, .xlsx, .pdf) via MCP tools, using Markdown as the intermediary format. Supports in-place patching with stable IDs, Jinja2 templating, and formatting preservation.

deja111vu/docuflow

秘塔搜索

by hundunonline

秘塔搜索api的非官方mcp封装

HundunOnline/mcp-metaso