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The MCP Trust Index.

M8ven's public index of MCPs we've independently looked at. M8ven Verified is our verification program — each MCP can earn one or more tiers (behavior, code, or publisher).

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Behavior Verified

We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.

Code Verified

We inspected the source code and checked that its capabilities match what the tool descriptions claim.

Publisher Verified

The author of the MCP submitted it and confirmed ownership. Pairs with behavior or code for full trust.

Each MCP can earn one, two, or all three tiers independently.

23,454 MCPs on the index

Page 307 of 470

69/100 Code
78 tools

Velociraptor MCP Server

by snoe-findley

Enables AI agents to interface with Velociraptor for digital forensics and incident response tasks, including file/memory scans, remediation actions, and artifact collection across multiple operating systems.

snoe-findley/mcp-velociraptor

69/100 Code
8 tools

Surfa MCP Server

by gamladz

Query your Surfa Analytics data using natural language through Claude Desktop, ChatGPT, or any MCP-compatible client. Turn your analytics into insights with AI.

gamladz/surfa-mcp

69/100 Code
4 tools

apple-health-mcp

by smarzola

Loads Apple Health export data into a local SQLite database and exposes tools to query health metrics and workout records via natural language.

smarzola/apple-health-mcp

69/100 Code
13 tools

pain001-mcp

by sebastienrousseau

A Model Context Protocol server that exposes the pain001 ISO 20022 Customer Credit Transfer Initiation library as agent tools, enabling AI assistants to generate and validate standardized payment XML messages.

sebastienrousseau/pain001-mcp

69/100 Code
4 tools

nanobanana-mcp-server

by quorumearth

MCP server for AI image generation using Google Gemini models with intelligent model selection between Flash and Pro, supporting aspect ratios and search grounding.

QuorumEarth/nanobanana-mcp-server

69/100 Code
9 tools

legal-mcp

by mcpservings

A remotely callable MCP server for US legal research that provides tools to search, retrieve, and analyze US case law from the CourtListener API, enabling agents to build evidence packs from primary sources without generating legal content.

MCPServings/legal-mcp

69/100 Code
7 tools

Minto Pyramid Sequential Thinking MCP Server

by jsagir

Enables complete Minto pyramid analysis through a 6-phase pipeline with sequential thinking, evidence gathering, and structured outputs.

jsagir/Mindrian_Minto-MCP

69/100 Code
5 tools

MCP Calculator Demo

by istabraqruhaili

A simple demonstration MCP server built with FastMCP that exposes basic calculator operations (add, subtract, multiply, divide) as tools for MCP clients like GitHub Copilot Agent mode.

istabraqruhaili/mcp-app

69/100 Code
4 tools

mcp-server-lightning-exec

by pdwi2020

Enables MCP-compatible assistants to execute Python code, files, and notebooks on Lightning.ai GPU Studios (T4, L4, A10G, A100, or CPU) without local GPU hardware.

pdwi2020/mcp-server-lightning-exec

69/100 Code
29 tools

Meraki Monitor MCP

by coozgan

Enables secure, read-only monitoring of Cisco Meraki networks, allowing AI agents to query real-time information on organizations, networks, devices, clients, and traffic without risk of configuration changes.

coozgan/meraki-monitor-mcp

69/100 Code
2 tools

Sample Python MCP Server

by kamath

Provide a Python-based MCP server implementation to enable integration of LLMs with external tools and resources. Facilitate dynamic interaction with data and actions through a standardized protocol. Simplify building MCP-compliant servers with Python tooling and CLI support.

kamath/sample-python-mcp

69/100 Code
9 tools

RescueTime MCP Server

by adelaidasofia

Provides Claude access to RescueTime productivity data, enabling users to query daily summaries, top activities, category breakdowns, and productivity trends through natural language.

adelaidasofia/rescuetime-mcp

69/100 Code
6 tools

mcp-goodpass-api

by eshwar-chandra

Enables AI assistants to interact with the GoodPass API for searching products, retrieving details, checking availability, pricing, and managing orders.

eshwar-chandra/mcp-goodpass-api

69/100 Code
7 tools

Infraveil MCP server

by infraveilhq

A hardened, self-hosted MCP server that lets AI agents query and govern an Infraveil control plane in-loop, reading state and filing deploy/remediation requests that require human approval.

infraveilhq/infraveil-mcp

69/100 Code
5 tools

NewsAgent Data MCP server

by newsagentdata

Enables querying scored and classified Russian and English news via MCP clients, offering filtered feeds, keyword search, breaking news, and coverage stats.

newsagentdata/newsagent-mcp

69/100 Code
23 tools

nango-mcp-server

by levsky22

MCP server for managing Nango environments, integrations, connections, and proxy requests. Provides tools for environment checks, integration management, connection handling, Connect sessions, and provider API calls through Nango Proxy.

LevSky22/nango-mcp-server

69/100 Code
292 tools

yandex-direct-mcp

by nikolaymokh-dev

A hardened MCP server for managing Yandex.Direct advertising campaigns with read-only defaults, write and finance capabilities optional, using OAuth authentication.

nikolaymokh-dev/yandex-direct-mcp

69/100 Code
30 tools

Kali Linux MCP Server

by rifkyekayama

An MCP server that integrates Kali Linux security tools with AI assistants, enabling security professionals to run penetration testing, vulnerability assessments, and generate reports through natural language commands.

rifkyekayama/kali-linux-mcp

69/100 Code
12 tools

MCP BigQuery Server

by mousten

Enables secure access to BigQuery datasets with intelligent query result caching, schema evolution tracking, and AI-powered query optimization recommendations through Supabase integration.

Mousten/mcp-bigquery-server

69/100 Code
9 tools

Wraith MCP Server

by yogevkr

Provides an MCP-native agent browser that enables autonomous agents to perceive and interact with web pages through stealth browsing, identity borrowing, and WAAP detection.

YogevKr/wraith

69/100 Code
21 tools

mcp-adf

by rajivdatta

Enables interaction with Azure Data Factory instances, allowing users to list, read, create, update, and trigger pipelines, datasets, linked services, and runs through natural language.

rajivdatta/mcp-adf

69/100 Code
4 tools

MCP C++ Analyzer

by cleardl

Provides precise C++ code semantic analysis for AI coding tools like Claude Code and Cursor by integrating clangd static analysis, enabling symbol definition lookup, reference tracking, and hover information.

cleardl/mcp-cpp-analyzer

69/100 Code
6 tools

Study Tools MCP

by francis-rf

An AI-powered study assistant that generates quizzes, flashcards, summaries, and concept explanations from study materials using the Model Context Protocol.

francis-rf/study-Tools-mcp-server

69/100 Code
11 tools

LocalData MCP Server

by chrisgve

Gives LLM agents access to local and remote data via databases, files, graphs, and structured documents, along with a full data science toolkit for analysis and modeling.

ChrisGVE/localdata-mcp

69/100 Code
88 tools

X64Dbg MCP Server

by baiyajin

Enables AI-assisted reverse engineering and debugging through x64dbg integration. Provides 40+ tools for breakpoint management, memory operations, register manipulation, code analysis, process control, and advanced debugging features.

baiyajin/x64dbg-mcp

69/100 Code
12 tools

bambam

by timtty

MCP server for agent-first Kanban board management, enabling agents to create, move, comment, and claim pebbles (cards) across statuses like requested, code_creation, testing, validation, and complete, with support for blocking, context feedback, and HIL (human-in-the-loop) transitions.

timtty/ai-kanban-bambam

69/100 Code
13 tools

BopMarket MCP Server

by mayankjanmejay

Enables AI agents to search, compare, buy, and sell products across multiple e-commerce platforms through 13 marketplace tools.

mayankjanmejay/bopmarket-mcp

69/100 Code
3 tools

PatchEvergreen MCP Server

by yourpropertyexpert

Provides breaking changes analysis for libraries across multiple languages, enabling version upgrade planning, dependency audits, and migration reports through MCP tool access and expert workflows.

yourpropertyexpert/PatchEvergreen-MCP-Server

69/100 Code
5 tools

mcp-server-starter

by kaiser9005

A small but real MCP server (FastMCP) with inventory management tools and a destructive action that requires human confirmation before executing.

Kaiser9005/mcp-server-starter

69/100 Code
36 tools

python-mcp-server

by aferreiraguido

Enables deterministic static analysis of Python code, providing tools to inspect classes, functions, imports, dependencies, and more, without executing the code.

aferreiraguido/python-mcp-server

69/100 Code
4 tools

python-mcp-server

by engineering-with-ai

A Model Context Protocol server that enables AI agents to query a Graphiti knowledge graph and pgvector document store for evidence-backed responses via hybrid search and RAG.

engineering-with-ai/python-mcp-server

69/100 Code
2 tools

EduChain MCP Server

by sahilverse-web

Integrates the EduChain library with Claude Desktop to generate educational content such as multiple-choice questions, lesson plans, and flashcards. It utilizes Gemini LLMs through LangChain to provide local and secure content generation tools.

Sahilverse-web/mcpeduchain

69/100 Code
12 tools

ppk2-mcp

by ultrahuman-tech

MCP server for Nordic Semiconductor's Power Profiler Kit II (PPK2), enabling current measurement and device control via 12 tools from Claude.

Ultrahuman-tech/ppk2-mcp

69/100 Code
5 tools

Highway MCP

by rodmena-limited

Enables any MCP host to drive durable, always-on agents that run server-side on the Highway Workflow Engine via three tools: run_goal, get_status, and approve.

rodmena-limited/highway-mcp

69/100 Code
8 tools

sanban

by aancw

Enables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching.

aancw/sanban

69/100 Code
9 tools

colab-mcp (enhanced fork)

by sebastiangilpinzon

Enhanced fork of Google's Colab MCP, pre-registers all 7 notebook tools at startup (get_cells, add/run/update/delete/move_cell, add_text_cell), adds programmatic GPU control (T4/L4/A100) via OAuth, and fixes the "Disconnected from local server" issue with IPv4-only bind, PNA CORS headers, and stale-tab dedup. Works on Chrome, Edge, Windows, macOS, Linux.

SebastianGilPinzon/colab-mcp

69/100 Code
1 tools

clbench-fireworks-rft

by sr-networks

Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with structured tool calls via MCP.

sr-networks/clbench-fireworks-rft

69/100 Code
20 tools

mcp-airq

by corantgmbh

MCP server for air-Q air quality sensors, enabling querying and configuring devices on the local network.

CorantGmbH/mcp-airq

69/100 Code
3 tools

shoumikdc/arXiv-mcp

by shoumikdc

Discover the latest arXiv papers by category and keyword. Control how many results you get to spee…

shoumikdc/arXiv-mcp

69/100 Code
1 tools

openai-image-gen

by bookandmusic

Exposes multiple image generation backends as independent MCP tools for generating images with configurable models and parameters.

bookandmusic/mcp-openai-image-gen

69/100 Code
5 tools

IndiaQuant MCP

by sowjanya5751

IndiaQuant MCP is a real-time AI-powered market intelligence system that provides live stock data, trading signals, options analytics, sentiment analysis, and portfolio simulation using free APIs.

sowjanya5751/indiaquant-mcp

69/100 Code
1 tools

ruanyifeng-weekly-mcp

by keenturbo

Enables searching ruanyifeng's weekly GitHub issues and returning a Markdown list with summaries.

keenturbo/ruanyifeng-weekly-mcp

69/100 Code
19 tools

mcp-fetch-patents

by clankercode

Enables fetching patents from multiple global sources by patent ID, returning PDF, Markdown, and metadata with automatic caching.

clankercode/mcp-fetch-patents

69/100 Code
4 tools

pymdu

by rupeelab17

Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analysis and processing of urban data using PyMDU tools through natural language commands.

rupeelab17/mcp_pymdu

69/100 Code
6 tools

screenshot-mcp

by ibuildrun

MCP server for capturing screenshots of desktop windows on Windows. Allows AI assistants to see what's on screen for UI development, debugging, and iterating on designs.

ibuildrun/screenshot-mcp

69/100 Code
20 tools

Context Pilot

by applehell

MCP server providing persistent, searchable memory management for AI workflows, enabling Claude Code to store, retrieve, and organize context through CRUD operations and knowledge tools.

applehell/contextpilot

69/100 Code
6 tools

twitter-mcp

by frozen-cherry

Enables Claude to search tweets, analyze user profiles, and retrieve timelines via the SocialData API.

frozen-cherry/claude-mcp

69/100 Code
2 tools

SQL-Transpiler MCP Tool

by baronco

Converts SQL queries between different database dialects using the sqlglot library to ensure cross-system compatibility. It allows users to list supported dialects and transpile SQL code from one syntax to another through the Model Context Protocol.

Baronco/SQL-Transpiler-MCP-Tool

69/100 Code
6 tools

geoanalisis-mcp

by alexrobl

Enables reading and analysis of vector spatial data through Claude Desktop, supporting formats like FileGDB, Shapefile, GeoJSON, and GeoPackage with tools for layer listing, schema inspection, field statistics, feature extraction, and interactive map rendering.

alexrobl/geoanalisis-mcp

69/100 Code
6 tools

RepoMap

by tusharkarkera22

Provides AI assistants with a structured, token-efficient map of a codebase's symbols, dependencies, and relationships via MCP tools like overview, query, and impact analysis.

TusharKarkera22/RepoMap-AI

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