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).
M8ven Verified — three independent tiers
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.
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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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
sanban
by aancw
Enables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching.
aancw/sanban
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
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
mcp-airq
by corantgmbh
MCP server for air-Q air quality sensors, enabling querying and configuring devices on the local network.
CorantGmbH/mcp-airq
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
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
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
ruanyifeng-weekly-mcp
by keenturbo
Enables searching ruanyifeng's weekly GitHub issues and returning a Markdown list with summaries.
keenturbo/ruanyifeng-weekly-mcp
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
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
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
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
twitter-mcp
by frozen-cherry
Enables Claude to search tweets, analyze user profiles, and retrieve timelines via the SocialData API.
frozen-cherry/claude-mcp
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
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
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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