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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Training Condition Check MCP
by sojakaese
Provides personalized recommendations for optimal outdoor exercise times by integrating weather data, Garmin Connect training schedules, and user performance metrics.
sojakaese/training-condition-check-mcp
Home Tracker MCP
by luiscazares
A personal MCP server for tracking household expenses and shared notes, with pre-built email templates to keep you and your wife in sync.
luiscazares/home-tracker-mcp
mcp-score
by tskovlund
AI-powered music notation server that lets you create and edit scores using natural language, integrating with MuseScore for live manipulation.
tskovlund/mcp-score
rag-knowledge-mcp
by evokateur
Connects RAG knowledge bases to Claude Desktop and Claude Code, allowing retrieval-augmented generation from ingested documents.
evokateur/rag-knowledge-mcp
usuarios
by sebtiago
Creates synthetic user profiles from research data to validate service designs through natural conversation.
Sebtiago/usuarios-mcp
Lab Virtual MCP Server
by nuvepro-technologies-pvt-ltd
Enables remote Python code execution via the Model Context Protocol for secure, real-time lab scenarios and sandbox testing. It allows AI clients like Claude and Cursor to execute and evaluate code within a virtual lab environment.
Nuvepro-Technologies-Pvt-Ltd/genai-sandbox-nuvepro
inventor-mcp
by hsavas
Enables AI assistants to control Autodesk Inventor via COM automation for part modeling, assembly constraints, drawing views, and more.
hsavas/inventor-mcp
IslamicCorpusMCP
by ayzekhdawy
Enables querying the Quran, Tafsir (commentaries), and Hadith (sayings of Prophet Muhammad) from a relational MySQL database through natural language, using the Model Context Protocol for structured, anti-hallucination responses.
ayzekhdawy/IslamicCorpusMCP
SportsQuant MCP Server
by veedubin
Provides AI agents with professional-grade tools for expected value calculation, Monte Carlo predictions, historical backtesting, and portfolio risk management in sports betting.
Veedubin/sportsquant-mcp
Odoo MCP Server (Remote)
by josespinal
Remote MCP server for Odoo ERP — exposes Odoo operations over Streamable HTTP with bearer token authentication.
josespinal/odoo-mcp-server-remote
x-bookmarks-mcp
by p0ki
Fully local, privacy-first MCP server that turns exported X/Twitter bookmarks into a searchable, enriched knowledge base for Claude Desktop and Claude Code.
p0ki/x-bookmarks-mcp
ras-commander-mcp
by gpt-cmdr
Enables querying HEC-RAS project information, geometry elements, plan results, and compute messages through natural language, allowing interaction with hydraulic modeling projects.
gpt-cmdr/ras-commander-mcp
civicgraph-mcp
by cstillick
A money-in-politics knowledge graph, as an MCP server. It links entities across federal campaign donations, lobbying disclosures, and government contracts.
cstillick/civicgraph-mcp
Oceanum MCP
by oceanum-io
Enables AI assistants to search, query, and manage ocean/environmental datasets from the Oceanum platform, and to read, write, and delete files in Oceanum cloud storage.
oceanum-io/oceanum-mcp
BCRP MCP Server
by josetra44
Enables AI agents to access economic statistics from the Central Reserve Bank of Peru, including exchange rates, interest rates, and GDP, without requiring an API key.
JOSETRA44/BCRP-mcp
TossInvest MCP
by cha2hyun
Enables querying Korean and US stock information, quotes, account assets, and order history via Toss Securities Open API. Optionally supports order placement with preview and confirmation safeguards.
cha2hyun/tossinvest-mcp
Yandex Webmaster MCP Server
by crash-sv
MCP server for Yandex Webmaster API v4.1 with 37 tools covering indexing, search queries, diagnostics, recrawl, sitemaps, links, and important URL monitoring.
Crash-SV/yandex-webmaster-mcp-server-for-api-v4-1
cic-mcp-shared
by centralinfracore
Enables cross-session memory, weighting, and factory/PR/artifact linking for CIC agents, aggregating multiple sessions to identify promotion candidates.
CentralInfraCore/cic-mcp-shared
Engram-Mem
by docaohieu2808
Enables persistent memory for AI agents, combining episodic and semantic memory with LLM reasoning, accessible via MCP.
docaohieu2808/Engram-Mem
mem0-open-mcp
by wonseoko
Open-source MCP server for mem0 that enables memory storage and retrieval using local LLMs, self-hosted, and Docker-free.
wonseoko/mem0-open-mcp
Healthcare FHIR MCP Server
by csoai-org
Enables AI applications to securely search and manage healthcare data from FHIR R4-compliant servers with built-in safety validation for AI-generated clinical observations, preventing recording of physiologically impossible values.
CSOAI-ORG/healthcare-fhir-mcp
Arc Browser MCP
by jasoncronje
Enables inspection and control of Arc Browser spaces and tabs on macOS, including reading sidebar/history data and performing actions like focusing spaces, creating and closing tabs.
jasoncronje/arc-browser-mcp
GoodWe MCP Server
by marcinn2
Implementation of MCP server for GoodWe inverters
marcinn2/goodwe-inverter-mcp
Simple Jira MCP
by timohaa
Provides Jira Cloud integration for AI agents, enabling them to search issues with JQL, retrieve detailed issue information, and create new tickets. It supports multiple Jira configurations and provides tools for managing attachments and comments through natural language.
timohaa/simple-jira-mcp
Token Bowl MCP Server
by gregbaugues
Enables interaction with a Token Bowl fantasy football league through the Sleeper API, providing tools for league operations, player data, and chat features.
GregBaugues/tokenbowl-mcp
Simple Calculator MCP Server
by bincha1
A basic MCP server that provides arithmetic operations (add) and random number generation, with server metadata exposed as a resource.
BinCha1/simple-calculator-mcp-server
AppFlowy MCP
by weironz
An MCP server for AppFlowy Cloud that enables workspace, space, page, trash, favorite, and page-content management.
weironz/appflowy_mcp
Sysinternals MCP Server
by 14ag
Exposes Sysinternals and NirSoft Windows diagnostic binaries as MCP tools with safe subprocess execution. Dynamically registers tools from a binaries directory with built-in security filters for destructive operations.
14ag/systeminternals-mcp
manim-server
by sagebynature
An MCP server that enables creating and rendering Manim animations by building scenes with code sections and generating MP4 videos.
sagebynature/manim-server
chatgpt-kg
by aaditya-git
Builds a personal knowledge graph from selected ChatGPT conversations (stored in Neo4j) and exposes it to Claude Code as an on-demand MCP search tool.
Aaditya-git/chatgpt-kg
OpenSearch Dashboards MCP Server
by eemijuntunen
An MCP server for managing OpenSearch Dashboards, enabling AI assistants to create, manage, and inspect dashboards, visualizations, saved objects, and plugin features.
eemijuntunen/opensearch-dashboards-mcp-server-py
cisco-secure-access-mcp
by ciscodevnet
A community MCP server for Cisco Secure Access that exposes the Secure Access REST API to AI clients as a curated catalog of tools for Admin, Deployments, Investigate, Policies, and Reports.
CiscoDevNet/mcp-secure-access-community
NCBI Literature Search MCP Server
by vitorpavinato
Provides seamless access to over 35 million PubMed scientific articles through natural language queries for research discovery and analysis. It enables tools for advanced searches, retrieving article details, and exploring related research within the life sciences and biomedical fields.
vitorpavinato/ncbi-mcp-server
secure-clinical-data-agent
by nancyalejandranardelli
Enables secure natural language querying of a clinical SQL Server database using a local Ollama model, with strict SQL validation to protect sensitive data.
NancyAlejandraNardelli/secure-clinical-data-agent
MCP Server Practice
by shreenithi23
A practice project demonstrating how to build Model Context Protocol servers with Python, LangGraph, and Groq, featuring a math server via stdio and a weather server via streamable-http, enabling arithmetic operations and mock weather queries through an AI agent.
shreenithi23/mcp-server-practice
mcp-debugpy
by markomanninen
MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol, enabling AI agents to run tests, set breakpoints, and inspect variables via natural language.
markomanninen/mcp-debugpy
ai-trends
by girlmoony
Provides access to the latest AI trends by querying Google News RSS and Hacker News API, enabling AI assistants to retrieve real-time trending topics.
girlmoony/mcp-ai-trends
mev-mcp
by matiosera3-ops
An MCP server for inspecting MEV-relevant activity on Polygon, providing tools to check pending swaps, confirmed swap history, and gas price percentiles, while honestly reporting coverage limitations.
matiosera3-ops/mev-mcp
DBeast
by snss10
DBeast MCP is a robust, security-first Model Context Protocol server designed to empower AI coding assistants (like Claude Desktop) with deep PostgreSQL database insights. Instead of just running basic SQL queries, DBeast equips your AI agent with tools to inspect active locks, audit slow queries, analyze table schemas, and safely generate index recommendations in real-time. Built specifically for
snss10/DBeast
code-review-mcp
by 812diasp
Local MCP server for Cursor that analyzes code, finds bugs, generates tests and documentation via OpenRouter.
812Diasp/code-review-mcp
WeCom Mail MCP
by aiguicai
通过企业微信官方邮件API发送普通邮件,并支持查询邮箱信息,兼容stdio、sse和streamable-http传输方式。
aiguicai/wecom-mail-mcp
mcp-server-yeelight-lan
by marques576
Enables control of Yeelight smart lights over local LAN, supporting on/off, brightness, color, temperature, and auto discovery.
marques576/mcp-server-yeelight-lan
GLM-4.7 MCP Server
by robertcprice
A Model Context Protocol server that routes tasks to Z.ai's GLM-4.7 model, enabling Claude Code to delegate work to a more cost-efficient AI model without sacrificing quality.
robertcprice/glm-mcp-server
Altium MCP Server
by rdacomp
Use Claude to control or ask questions about your Altium project.
rdacomp/altium-mcp
rpcclient-mcp
by appknox
MCP server for iOS automation via rpcclient, enabling AI agents to connect to iOS RPC servers and perform actions like launching apps, clicking, typing, and gesture control.
appknox/rpcclient-mcp
MySQL Read-Only
by zhaoxin34
Provides read-only access to MySQL databases for inspecting schemas and executing SQL queries without modifying underlying data.
zhaoxin34/mcp-server-mysql
RiskLens MCP
by oko300
Enables risk analysis of US public companies by analyzing 8-K filings and insider activity using live SEC EDGAR data.
Oko300/risklens-mcp
mariadb-mcp
by uncleg-dev
MCP server for interacting with MariaDB databases, supporting standard SQL operations and optional vector/embedding search.
uncleg-dev/mariadb-mcp
YouTube Browser Control
by duong0411
An MCP server for YouTube automation using Playwright and Gemini AI agent. Enables browser control for YouTube operations like searching, playing videos, skipping ads, and managing playback through natural language commands.
duong0411/mcp
istat-mcp-server
by halpph
Enables LLMs to access and analyze Italian statistical data from ISTAT via natural language queries, supporting dataset discovery, exploration, and data retrieval.
Halpph/istat-mcp-server
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