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.
Chess MCP Server
Enables AI assistants to play, analyze, and track chess games with full rule validation and support for standard algebraic notation. It provides tools for position evaluation and game state persistence during user sessions.
chatkausik/Chess-mcp-server-build
漏洞扫描 MCP 服务器
Mcp services by marshal
XTeam-Wing/Marshal-MCP
DiagramMCP
Enables the dynamic generation of various software development diagrams, such as flowcharts, sequence diagrams, and architecture diagrams, using Mermaid syntax. It includes tools for diagram validation and provides instructions for exporting results to multiple formats including SVG and PNG.
LelonDelonMelon/diagramMCP
Odoo Accounting MCP Server
Enables querying and analyzing Odoo account journal entries for audit purposes via XML-RPC integration. It allows Claude Desktop to securely interact with Odoo accounting data to facilitate financial data retrieval and analysis.
jeevanism/odoo-accounting-mcp
Mcp Servers Manager
MCP Servers Manager
betimd/mcp-servers-manager
Power BI
Integrates with Power BI for business analytics and data visualization.
asklokesh/powerbi-mcp-server
Example MCP Server with FastMCP
An educational example demonstrating how to build MCP servers in Python using FastMCP, showing how to expose tools, resources, and prompts to AI clients.
a-ddollar-cs/MCP
Hardcover
Query books, book series, and user information from Hardcover.app
alexsowt/hardcover-mcp
MCP OCI OPSI Server
Enables comprehensive monitoring and analysis of Oracle Cloud Infrastructure database fleets through natural language interfaces. It supports performance troubleshooting, capacity planning, and automated DBA workflows across multi-tenant environments using specialized tools and playbooks.
adibirzu/mcp_oci_opsi
GitHub Copilot CLI MCP Server
Wraps the GitHub Copilot CLI to provide natural language command suggestions, explanations, and shell configuration for shell, git, and GitHub CLI commands through the Model Context Protocol.
wminson/copilot-mcp-server
Maître d'MCP
An MCP server for restaurant discovery and booking across Resy and OpenTable via natural language. It integrates Google Places data with dietary preferences, visit history, and weather awareness to provide personalized dining recommendations and group reservation management.
devingoodsell/matire-d-mcp
CreateOS MCP
Deploy, manage, and scale applications directly from your AI assistant.
NodeOps-app/createos-mcp
Simple MCP MySQL Server
A lightweight MCP server for MySQL, built with python
alexcc4/mcp-mysql-server
CosmWasm MCP Server
A Model Context Protocol (MCP) server that provides tools for interacting with CosmWasm smart contracts.
adairrr/cosmwasm-mcp
Regen Network MCP Server
Provides programmatic access to the Regen Network blockchain, allowing AI agents to interact with ecological credit markets and track carbon or biodiversity assets. It includes over 45 tools for querying blockchain modules, analyzing marketplace dynamics, and performing portfolio impact assessments.
gaiaaiagent/regen-python-mcp
Chanty
Integrates with Chanty team collaboration platform for messaging and task management.
asklokesh/chanty-mcp-server
Confluence MCP Server
Confluence MCP server providing API tools for Atlassian Confluence operations including page management, space handling, and content search with built-in rate limiting and error handling.
pawankumar94/confluence-mcp-server
Google Sheets MCP Server
Provides comprehensive Google Sheets integration for creating, reading, updating, and managing spreadsheets programmatically via tools like batch updates and range operations. It enables automated workflows for data analysis, project management, and synchronization within the Model Context Protocol.
Prajapdh/sheets-mcp-server
Zenodo MCP
Tool-based LLM integration with Zenodo via the Model Context Protocol (MCP)
MSKazemi/mcp-zenodo
code-rag-golang
AI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.
nullptr-z/code-rag-golang
Substack MCP Server
Enables programmatic management of Substack content, including creating drafts, publishing posts, and uploading images. It supports specialized features like live blogging and posting to Substack Notes through MCP-compatible AI tools.
jessicaruthabbott/my-substack-mcp
Jama Abstract MCP Server
Provide a flexible MCP server implementation that integrates with external tools and resources to enhance LLM applications. Enable dynamic interaction with data and actions through a standardized protocol, improving the capabilities of AI agents. Simplify the connection between language models and real-world context for more effective automation and assistance.
aliemregencer/jama-abstract-mcp-v2
Gemini CLI MCP Server
An MCP server that wraps the Gemini CLI to provide tools for executing prompts, managing chat sessions, and accessing CLI extensions. It supports both local stdio and remote SSE transports for flexible integration with MCP clients.
wminson/gemini_mcp_server
MahoRAGa
Persistent graph-powered memory for AI agents using Kuzu embedded database.
aadi775/mahoraga
inspect-logs-mcp
Enables LLMs to explore and analyze UK Government BEIS inspect_ai evaluation logs directly from tools like Claude Code and Cursor. It provides capabilities to list logs, view evaluation summaries, and inspect conversation histories for specific samples.
PranshuSrivastava/inspect-logs-mcp
ffmpeg-mcp
Enables comprehensive video and audio processing using FFmpeg, supporting tasks like metadata extraction, clipping, scaling, and adding transitions or overlays. It provides a high-performance interface for building media processing microservices via FastMCP.
yubraaj11/ffmpeg-mcp
DevLens MCP
An open-source MCP server that provides AI assistants with structured, token-efficient web context through specialized tools for searching, scraping, and deep research. It streamlines developer workflows by delivering optimized Markdown content directly into IDEs like VS Code, eliminating the need for manual browser switching.
Y4NN777/devlens-mcp
rf-log-mcp
An MCP server for analyzing Robot Framework test results. It provides LLMs with tools to parse, summarize, and search through test execution logs from XML or JSON output files.
cceniam/rf_log_mcp
GitHub Repository Manager MCP Server
Enables AI assistants to create and delete GitHub repositories with customizable settings through the Model Context Protocol, supporting both public and private repositories with secure token-based authentication.
amanueltefera843110/MCP-Repo-Manager-
Pornhub MCP Server
Provides real-time statistics and market insights for the adult entertainment industry using data from major platforms and Google Trends. It enables users to analyze performer rankings, platform analytics, and global search trends through natural language queries.
Talhelf/ph-mcp
mymcpservercli
A Model Context Protocol server framework featuring dynamic tool loading and automatic tool discovery from a dedicated directory. It leverages FastMCP to provide a robust environment for building, configuring, and testing individual Python-based tools.
Charlesthebird/mymcpservercli
MCP Database Manager
Enables LLM agents to perform CRUD operations across multiple databases including PostgreSQL, MySQL, and SQL Server using SQLAlchemy. It features configurable permission management and secure connection handling with automatic password redaction.
meimingqi222/mcp-database-manager
e2e-mcp-test
An end-to-end test MCP server built with FastMCP that exposes a REST API as a set of tools for AI agents. It enables LLMs to perform CRUD operations on an upstream API by mapping HTTP methods to MCP tools.
rrbanda/e2e-mcp-test
gemini-faf-mcp
Persistent project context for Google Gemini. 12 MCP tools for .faf Project DNA — auto-detect your stack, validate, score, and sync across CLAUDE.md, GEMINI.md, and AGENTS.md. Python/FastMCP. IANA-registered format (application/vnd.faf+yaml). 183 tests. One file, every AI platform.
Wolfe-Jam/gemini-faf-mcp
calibre-mcp
An MCP server for managing local Calibre libraries using the calibredb CLI. It allows users to search books, manage metadata, and retrieve EPUB file paths through natural language commands.
xmkevinchen/calibre-mcp
RednoteMCP
Enables automated interaction with Xiaohongshu (Little Red Book) to search for notes, retrieve content or comments, and post targeted smart comments. It utilizes Playwright to manage browser-based tasks such as secure login and automated engagement.
JonaFly/RednoteMCP
Game Predictor MCP Server
Predicts video game scores (0-100 scale, similar to Metacritic ratings) using machine learning based on game characteristics like price, release month, tags, genres, and platforms, trained on Steam game data.
Jose-Prince/Game-Predictor-MCP
YouTube Insights MCP Server
An MCP server that extracts transcripts, metadata, and summaries from YouTube videos across various URL formats including Shorts and standard links. It provides comprehensive video data and insights for analysis within MCP-compatible environments.
tejas-borate-wai/youtube_insights_mcp
bergeramit/bergeramit-hw3-tech
Create friendly greetings and add two numbers instantly. Speed up simple tasks and streamline ligh…
bergeramit/bergeramit-hw3-tech
Cloudera Machine Learning (CML) MCP Server
Enables interaction with Cloudera Machine Learning to manage projects, files, and jobs through the Model Context Protocol. It supports tasks such as uploading files, scheduling jobs, and managing runtimes via natural language interfaces.
yw449/cloudera-cml-mcp-server
🏓 MCP Ping-Pong Server by Remote Call
🏓 An experimental and educational script for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
kimtth/mcp-remote-call-ping-pong
MCP Server Stdio
Provide a local MCP server that enables integration of LLMs with external tools and resources via standard input/output. Facilitate dynamic access to files, actions, and prompt templates to enhance LLM capabilities. Simplify development of LLM applications by offering a ready-to-use MCP server implementation.
ilil1/mcp_server_stdio
HomeCare Cohort MCP
Identifies high-risk patient cohorts and generates care gap closure plans using a synthetic OMOP-like dataset. It provides clinical decision support tools for homecare management through a DuckDB-backed FastMCP server.
nasir0md/homecare-cohort-mcp
MinIO MCP Server
Provides tools for interacting with MinIO and S3-compatible object storage through MCP clients like Claude. It enables comprehensive bucket and object management, including listing, creating, uploading, and generating presigned URLs.
Raphaelren/minio-mcp
Confluence-Based Code Review MCP Server
An MCP server that performs code reviews by comparing local source code against design documents stored in Confluence. It integrates with Atlassian MCP servers to analyze documentation and provide suggestions for quality improvement based on design specifications.
nakada-memo/code-review-following-confluence
WinDbg GUI MCP Server
Enables AI assistants to interact with the WinDbg GUI through the Model Context Protocol using a PyKD-based plugin integration. It supports executing debugger commands, inspecting registers, reading memory, and performing automated crash analysis via natural language.
jianqiaojia/windbg-mcp
aryankeluskar/poke-video-mcp
Search your Flashback video library with natural language to instantly find relevant moments. Get…
aryankeluskar/poke-video-mcp
flemcee
An MCP server that enables remote control and automation of FL Studio via the flapi Python client. It provides tools for managing transport, mixer tracks, pattern sequencing, and plugin parameters, allowing users to execute Python code directly within the FL Studio environment.
tylerjharden/flemcee
Plex Assistant MCP
Enables users to manage and control their Plex media library through natural language commands in MCP-compatible AI clients. It supports searching content, managing playlists, tracking library statistics, and monitoring live viewing sessions.
axelterrier/plex-assistant-mcp
29decibel/record-to-markdown
a MCP server to record Claude conversation to markdown or Apple Notes
29decibel/record-to-markdown
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