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.
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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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password_generator20
by bach-ai-tools
Generates passwords with customizable length, special characters, numbers, and umlauts via the Password Generator20 API.
BACH-AI-Tools/password_generator20
Unoffical Polestar 2 MCP
by holger1411
An MCP (Model Context Protocol) server that exposes Polestar 2 vehicle data to AI assistants like Claude. Query your car's battery status, vehicle info, and health data through natural conversation.
holger1411/polestar-mcp
mcp-server-motherduck
by cienco
An MCP server that enables SQL analytics on DuckDB and MotherDuck databases, allowing AI assistants and IDEs to query and analyze data.
cienco/mcp-motherduck-undercontrol-light
MCP Weather Server
by abhi-245
Provides hourly weather forecasts using the AccuWeather API, including current conditions and 12-hour forecast with temperature, precipitation, and weather description.
Abhi-245/Trip_planner_agent_mcp_server
LiLBrain
by mangobytelabs
Instant codebase knowledge graph MCP server. It auto-detects languages, indexes functions, classes, and call chains, enabling LLMs to navigate code in milliseconds.
MangoByteLabs/LiLBrain
Rememberizer MCP Server
by skydeckai
Enables semantic search and retrieval of information from personal and team knowledge repositories including Slack, Gmail, Dropbox, Google Drive, and uploaded files. Allows storing new information for future recall through AI-powered search.
skydeckai/rememberizer-mcp-quanghs-gdrive
Robotics Control MCP Server
by csoai-org
Enables AI agents to control hardware devices like Arduino, Raspberry Pi, 3D printers, CNC machines, and custom robots via serial ports and HTTP. Provides tools for device discovery, command sending, sensor reading, servo control, G-code execution, and emergency stops with safety features.
CSOAI-ORG/robotics-control-mcp
mcp-memory
by yarlan1503
A drop-in replacement for Anthropic's memory server that utilizes SQLite to ensure data integrity and concurrent access. It enhances the original functionality with semantic search capabilities using vector embeddings and ONNX models.
Yarlan1503/mcp-memory
PDF RAG MCP Server
by abdellahiheiballa
A Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses ChromaDB for vector storage, sentence-transformers for embeddings, and semantic chunking for intelligent text segmentation.
abdellahiheiballa/pdf-rag
AWS Security Remediation MCP Server
by yslee96
Provides automated security incident remediation tools for AWS, enabling real-time threat response by quarantining malicious S3 objects, restricting IAM access, and updating security groups.
yslee96/security-remeidation-mcp-sever
Active Jobs Db MCP Server
by bach-ai-tools
Enables searching and retrieving job listings from the Active Jobs Db API with support for multiple filters like title, location, organization, and AI-based fields.
BACH-AI-Tools/bach-active_jobs_db
Social Download All In One
by bach-ai-tools
Enables downloading content from various social media platforms through a unified API. Provides a single tool to download media from multiple social networks using the Social Download All In One service.
BACH-AI-Tools/bachai-social-download-all-in-one
NormSync
by sandeep-alluru
Pre-commit norm gate for AI-generated PRs — enforces coding and contribution norms, blocking violations before they land.
sandeep-alluru/normsync
MCP Shell Server
by fastmcp-me
Enables secure execution of whitelisted shell commands through MCP, with support for stdin input, timeout control, and comprehensive output including stdout, stderr, and execution time.
fastmcp-me/mcp-shell-server
AWS CDK MCP Server
by akm-2018
Provides guidance and tools for the AWS Cloud Development Kit, including infrastructure patterns, GenAI constructs, and security compliance via CDK Nag. It streamlines development by generating Bedrock Agent schemas and providing comprehensive documentation for Lambda layers and AWS Solutions Constructs.
AkM-2018/tmp_cdk_mcp_server
ChemDraw Server
by tom832
Provides chemical informatics endpoints for converting between chemical names and SMILES, processing molecule structures, and comparing molecules, with MCP compatibility.
tom832/chemdraw-server
Shared MCP Gateway
by xfn-jjw
Aggregates multiple shared MCP servers into a single HTTP gateway, providing a unified, observable, and reusable MCP access layer for multiple AI clients like Codex, OpenCode, and OpenClaw. It centralizes configuration management, logging, health checks, and circuit breaking to simplify multi-client MCP deployments.
xfn-jjw/shared-mcp-gateway
BenchClaw MCP Server
by agnuxo1
Register LLMs and agents on the P2PCLAW decentralized benchmark network and query live performance scores via the BenchClaw API.
Agnuxo1/benchclaw-integrations
mcp-code-indexer
by nielsen642
An MCP server that enables AI agents to navigate and understand codebases through file descriptions, semantic search, and code recommendations without repeatedly scanning files.
Nielsen642/mcp-code-indexer
nl-eli-mcp
by matematicsolutions
An MCP server for Dutch consolidated legislation, enabling AI agents to retrieve acts and their full text in force on a given date with verifiable citations via the official KOOP SRU API.
matematicsolutions/nl-eli-mcp
nvda-cpi-watch
by ng-bullseye
MCP server for fetching NVDA earnings and US CPI data, including historical values, market forecasts, and an aggregated trade brief for the next CPI release.
NG-Bullseye/nvda-cpi-watch
Sealmetrics MCP Server
by sealmetrics
Connects AI assistants like Claude to Sealmetrics analytics data, enabling natural language queries for traffic analysis, conversions, marketing performance, ROAS tracking, and funnel analysis.
sealmetrics/mcp-server
PDF MCP
by gzigurella
Enables PDF processing and analysis including text extraction, metadata retrieval, search, page manipulation, splitting/merging, conversion to images, and form handling.
gzigurella/pdf-mcp
NewsAPI MCP Server
by nimblebraininc
Enables news search and headline retrieval using NewsAPI. Supports getting top headlines by country and category, and searching articles across thousands of sources.
NimbleBrainInc/mcp-newsapi
Phrase MCP Server
by simarust
A Model Context Protocol server that integrates with Phrase Strings to manage translation projects, keys, and translations. Enables AI assistants to perform CRUD operations on projects, locales, and translations programmatically.
simarust/phrase-mcp-server
lastfm-mcp
by dkfancska
An MCP server for the Last.fm API that enables LLM agents to access music data including user profiles, listening history, top charts, search, and artist/album/track metadata.
dkfancska/mcp-lastfm
OpenRath
by rath-team
An open-source, PyTorch-like runtime for dynamic multi-agent and multi-session workflows.
Rath-Team/OpenRath
Terminal MCP Server
by acosx
Enables executing shell commands on the host system via an MCP tool, with JWT/OAuth authentication and audit logging for secure remote access.
AcosX/Terminal-MCP-Server
hollaugo/tutorials
by hollaugo
Analyze stocks with summaries, price targets, and analyst recommendations. Track SEC filings, divi…
hollaugo/tutorials
Chuck Norris MCP Server
by bach-ai-tools
Enables access to the Chuck Norris API to retrieve Chuck Norris jokes and facts through a Model Context Protocol interface.
BACH-AI-Tools/chuck_norris
NASA API
by ancode666
Integrates with NASA APIs to provide real-time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities without requiring technical knowledge of NASA's API structure.
ancode666/nasa-mcp
Tableau MCP Server
by hetpatel-11
Connects Claude Desktop to Tableau Server for natural language interactions with Tableau data, enabling data extraction, dashboard exports, and comprehensive administrative capabilities including user management, permission auditing, and usage analytics.
hetpatel-11/Tableau-MCP
Upbit MCP 서버
by restful3
mcp sse 를 지원하는 upbit server
restful3/upbit-mcp-sse
Brazilian Law Research MCP Server
by pdmtt
A MCP (Model Context Protocol) server for agent-driven research on Brazilian law
pdmtt/brlaw_mcp_server
bazel-mcp
by sandeepnmenon
Integrates Bazel build system with AI assistants via the Model Context Protocol, allowing AI to build, test, run, and query Bazel targets.
sandeepnmenon/py_bazel_mcp
Power BI Skills MCP Server
by proxuma
Enables AI assistants to query Power BI datasets via MCP, automatically anonymizing sensitive data before it reaches the AI, and generating rich HTML reports from natural language questions.
Proxuma/powerbi-claude-skills
oscilloscope-mcp
by masahiro-999
MCP server that lets an AI agent operate a bench oscilloscope over LAN/SCPI to observe physical pin behavior, bridging RTL simulation and hardware testing.
masahiro-999/oscilloscope-mcp
AI Content Detector
by bach-ai-tools
Enables detection of AI-generated content from ChatGPT, GPT-4, and Gemini models through the BACH AI Content Detector API.
BACH-AI-Tools/bachai-ai-content-detector-ai-gpt
Gmail Telegram MCP Server
by benitomartin
Connects Gmail and Telegram via an MCP server, enabling users to interact with their emails through a Telegram bot with commands for summaries and audio.
benitomartin/gmail-telegram-mcp-server
Chisel
by ironadamant
MCP server for test impact analysis and code intelligence. Maps tests to code and git history to determine impacted tests, risk scores, and ownership for AI coding agents.
IronAdamant/Chisel
QuantumArchitect MCP
by nlarchive
Enables AI agents to create, validate, evaluate, and score quantum circuits with support for multiple hardware platforms. Provides tools for generating quantum algorithms (Bell states, Grover's, VQE), simulating circuits, checking hardware compatibility, and assessing circuit quality metrics.
NLarchive/QuantumArchitect-MCP
Splitwise MCP Server
by vishnujayvel
Enables AI assistants to manage Splitwise expenses with atomic duplicate prevention, smart fuzzy matching, and support for flexible split ratios between two people.
vishnujayvel/splitwise-mcp
Browser Gateway
by browser-gateway
Browser infrastructure gateway with multi-provider failover, load balancing, and built-in Chrome CDP tools.
browser-gateway/browser-gateway
Rust Minidump MCP
by bahamoth
Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.
bahamoth/rust-minidump-mcp
Complete Google Ads API v21 MCP Server
by grantweston
Provides full Google Ads API v21 access with 40+ tools for creating, optimizing, and managing campaigns, ad groups, keywords, extensions, and bidding strategies through natural language commands.
grantweston/google-ads-mcp-complete
galaxy_morphology_mcp
by weinaike
Enables galaxy morphology analysis by running GALFIT and GalfitS fits on single- and multi-band images, with optional VLM-based residual analysis.
weinaike/galaxy_morphology_mcp
Coinmarket MCP Server
by mikeysrecipes
Enables access to CoinMarketCap API data, including latest cryptocurrency listings and token quotes, through natural language.
mikeysrecipes/coinmarket-mcp-server
real-estate-sustainability-mcp
by l4b4r4b4b4
MCP server for analyzing building sustainability metrics via Excel, PDF, and frameworks like ESG, LEED, BREEAM, DGNB with IFC integration.
l4b4r4b4b4/real-estate-sustainability-mcp
matsumoto-buss-mcp
by takamasa045
Provides Matsumoto city community bus information via GTFS data, enabling stop search, departure times, nearby stops, and route details.
Takamasa045/matsumoto-buss-mcp
iTerm MCP
by research-developer
Controls iTerm2 terminal sessions with multi-pane support, allowing parallel command execution, session management, and role-based access for AI orchestration.
research-developer/iterm-mcp-claude-agency
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