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.
Intervals.icu MCP Server
Enables AI assistants to interact with Intervals.icu fitness tracking and wellness data, allowing users to fetch, filter, and group activities or health metrics. It provides structured summaries of workouts and physical well-being through natural language queries.
VSidhArt/intervals-mcp
Elitepvpers SRO PServer MCP
An MCP server that scrapes elitepvpers.com to provide resources, setup guides, and troubleshooting tools for hosting Silkroad Online private servers. It allows users to search for opcodes, server files, and community releases through natural language queries.
Alvis1337/elitepvpers-mcp
Sticky Notes
Enables creation, reading, and management of personal notes directly within conversations through a lightweight text-based storage system
anish-1101-lab/mcp-notes-making
MCP Server Exploration
Learning MCP in Rust
navahas/mcp-server-rs-exploration
agent-browser-mcp
Enables AI agents to directly control your real Chrome browser with full context including login sessions, cookies, and open tabs. It provides tools for page scanning, JavaScript execution, CDP control, screenshots, and physical mouse/keyboard input for authentic browser automation.
335234131/agent-browser-mcp
FastMCP ThreatIntel
Enables AI-powered threat intelligence analysis of IPs, domains, URLs, and file hashes across multiple threat intelligence platforms (VirusTotal, AlienVault OTX, AbuseIPDB, IPinfo) with APT attribution and interactive reporting through natural language queries.
4R9UN/fastmcp-threatintel
Jij MCP Server
MCP server provide JijModeling Assistant Tools
Jij-Inc/Jij-MCP-Server
Scalene-MCP
A FastMCP server that provides LLMs with structured access to Scalene's CPU, GPU, and memory profiling for Python applications. It enables automated performance analysis, bottleneck identification, and optimization suggestions through natural language interactions in supported IDEs.
ptmorris05/scalene-mcp
IPA MCP Server
Enables management of FreeIPA resources including user groups, host groups, HBAC, and sudo rules via the FreeIPA JSON-RPC API. It provides comprehensive tools for automating access control and infrastructure provisioning in FreeIPA-managed environments.
vhspace/ipa-mcp
Twitter Cookie mcpServer
AgenticMaid is a Python library designed to interact with one or more Multi-Capability Protocol (MCP) servers.
dewkiks/twitter-mcp-server
faster-whisper-mcp
Enables high-quality transcription and subtitle generation from local media files or URLs using Faster Whisper on local hardware. It supports automatic language detection and integration with MCP clients for seamless speech-to-text workflows.
uzusio/faster-whisper-mcp
CodeKarma MCP Server
Provides production insights and code analysis by leveraging Nexus instrumentation data to identify CPU-intensive methods and visualize execution flow trees. It enables developers to make data-driven decisions through real-time performance metrics and automated service discovery from Java class names.
firgga-sunil/ck-mcp
Liana-MCP
Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.
scmcphub/liana-mcp
surfline-mcp
A minimal Python MCP server that provides surf forecasts for a single Surfline spot. It fetches both conditions and rating data through the get_surf_forecast tool.
ivoytov/surfline-mcp
Kanvas MCP Server
Kanvas MCP Server
bakaphp/kanvas_mcp
MCP PDF Server
Provides tools for extracting text, performing OCR on scanned documents, and retrieving images from PDF files. It enables Model Context Protocol clients to process PDF content page-by-page through specialized extraction tools.
OptLTD/mcp-pdf-reader
Gridscale MCP
MCP Server to interact with the Gridscale API
fabiante/gridscale-mcp
Mercari MCP Server
An MCP server that enables users to search for products on the Mercari marketplace using keywords, categories, and specific filters like price and condition. It provides comprehensive tools for retrieving item details and browsing search results via standard or SSE protocols.
purebaba/mercari-mcp
KMA Weather MCP Server
Connects to the Korea Meteorological Administration (KMA) Open API to provide short-term and ultra-short-term weather forecasts for South Korea. It enables users to query current weather conditions and future forecasts based on latitude and longitude.
woongaro/KMA-WEATHER-MCP
Hatchet MCP Server
Enables monitoring and debugging of Hatchet workflows and jobs through MCP clients like Claude Code. Users can list workflows, track run statuses, query queue metrics, and retrieve job results using natural language commands.
GJakobi/hatchet-mcp
jobs-mcp
Enables searching for job opportunities across multiple platforms like Upwork, RemoteOK, and GitHub while automatically generating tailored application proposals based on keyword scoring. It includes tools for scanning all sources simultaneously and managing a professional profile for quick reference during applications.
0xCybin/jobs-mcp
SAP Ariba MCP Server
Exposes 48 SAP Ariba APIs as Claude-compatible tools for managing procurement, sourcing, supplier management, and supply chain data. It enables AI agents to interact with contracts, catalogs, and business network transactions through natural language.
VanshikaDhole/McpServer
Amazing Marvin MCP
Integrates the Amazing Marvin productivity system with AI assistants to manage tasks, projects, and time tracking. It enables users to query their workload, receive personalized productivity coaching, and update their schedule through natural language.
bgheneti/Amazing-Marvin-MCP
Test FastMCP
A basic MCP server built with the FastMCP framework that provides fundamental mathematical operations like addition, subtraction, multiplication, and division. It serves as a demonstration for integrating math-based tools into MCP-compatible environments like Cursor IDE.
dolphinsboy/test-fast-mcp
mcp-servers-client-langgraph-react-agent
Multi MCP Server and client w/ LangGraph Prebuilt ReAct Agent
ahmedmusawir/mcp-servers-client-langgraph-react-agent
Proflores MCP Server
Enables management of the Proflores budgeting system, allowing users to interact with catalogs for clients, projects, and resources. It supports comprehensive budget operations including creation, item updates, and Unit Price Analysis (APU) through a Supabase backend.
jjesusaf/mcp-server
GitHub Projects MCP Server
Provides an MCP server for scraping and retrieving data from GitHub Projects, including issues, pull requests, and organizational metadata. It enables natural language interaction with project boards and repository contents using GitHub Personal Access Tokens.
jamescalam/github-projects-mcp
xtai-mcp-data-analysis
An MCP server for data analysis and visualization supporting CSV and Excel files. It enables users to generate statistical summaries and create multi-dimensional charts like heatmaps and bar plots through natural language.
vaesonshu/xtai-mcp-data-analysis
Nebulablock Mcp Server
This server integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools, enabling seamless and efficient interaction within any MCP-compatible environment.
Nebula-Block-Data/nebulablock-mcp-server
Nager MCP v102 MCP Server
Provides access to the Nager.Date API through the Model Context Protocol, allowing AI agents to query worldwide public holiday information. It enables seamless integration of holiday data into LLM workflows using standardized tools.
Traia-IO/nager-mcp-v102-mcp-server
Test MCP Server Feb6 USDT
An MCP server that enables AI agents and LLMs to interact with the Test MCP Server Feb6 USDT API through standardized tools. It provides features such as Docker support and async operations for efficient integration.
Traia-IO/test-mcp-server-feb6-usdt-mcp-server
RespCode MCP Server
Enables multi-architecture code generation and execution across platforms including x86_64, ARM, and RISC-V directly within Claude. It allows users to run code, compare outputs from multiple AI models, and perform hardware simulations for Verilog and VHDL.
RespCodeAI/respcode-mcp
Academic Author Network
Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency counts and extract research keywords from scholar profiles for academic network analysis and collaboration mapping.
alperenkocyigit/authorprofilemcp
Personal Library MCP Server
A demo server that allows AI models to manage a personal reading list stored in a local SQLite database. It provides tools for searching, adding, and updating books while demonstrating core Model Context Protocol features like resources and tools.
srgsanky/mcp-demo
Graphiti MCP Server • Fast Multi‑Project Knowledge Graphs
Graphiti Model Context Protocol (MCP) Server - An MCP server for knowledge graph management via Graphiti
rawr-ai/mcp-graphiti
Minimal MCP Server for AutoCAD DWG
A FastAPI-based MCP server scaffold designed to extract material tables from AutoCAD DWG files. It enables users to automate CAD data processing by configuring drawing folder paths and layer-specific extraction parameters.
JooseokKim-DL/MCP-for-MS-Copilot-Agenthon
Bar Assistant MCP Server
Enables management of your home bar inventory and cocktail discovery through Bar Assistant. View shelf ingredients, find cocktails you can make, and add or remove items from your bar collection.
the-real-py/bar-assistant-mcp
LocalFS MCP Server
Provides sandboxed access to local filesystem operations including directory and file management, content search with glob and regex patterns, and binary file support with configurable safety limits.
mcp-bridge/local-filesystem
Custom Elasticsearch MCP Server
A high-performance MCP server that connects tools like Cursor to Elasticsearch clusters using public-key authorization instead of API keys. It provides optimized tools for searching data, listing indices, and inspecting cluster mappings or shards with support for concurrent requests.
M0-AR/Custom-Elasticsearch-MCP-Server
Exegol MCP Server
Enables AI agents to interact with Exegol pentesting containers to execute commands and manage container status. It includes seven predefined workflows for automated security tasks such as web reconnaissance, port scanning, and vulnerability assessment.
ExHo7/exegol-mcp
NumPy Computation Server
Perform advanced numerical computations and array manipulations using NumPy through a standardized protocol. Enable your applications to leverage powerful mathematical operations seamlessly. Simplify integration of scientific computing capabilities into your workflows.
Aman-Amith-Shastry/mcp-numpy
Math Tools
Provides six fundamental mathematical operations including addition, subtraction, multiplication, division, exponentiation, and logarithm calculation with customizable base support and proper error handling for division by zero and invalid inputs.
arjunkrish7356/mathagent
NotebookLM MCP Server
Enables AI agents to query and interact with Google NotebookLM notebooks to retrieve citation-backed information. It provides tools for listing notebooks, accessing source data, and asking natural language questions.
harriedgemusic/notebooklm-mcp
pipen-mcp
Exposes pipen bioinformatics pipelines as MCP tools, allowing AI assistants to discover and run complex workflows through a progressive disclosure interface.
pwwang/pipen-mcp
Green Helix
AI agent commerce platform — 141 tools for payments, escrow, identity, marketplace, and Z3 formal verification
mirni/a2a
MCP Browser
NeoForge Browser MCP server - used to test the frontend
neoforge-dev/mcp-browser
wgong/sqlite-mcp-server
Explore, query, and inspect SQLite databases with ease. List tables, preview results, and view det…
wgong/sqlite-mcp-server
ROS1 Noetic MCP Server
Enables LLMs to interact with ROS1 Noetic robotic systems by providing tools for topic management, service calls, and parameter configuration. It also supports node inspection, coordinate transform queries, and message introspection via the Model Context Protocol.
lopisan/ros-mcp
MCP Browser Automation Server
MCP server for browser automation with screenshot and console logging capabilities
weir1/mcp-browser-automation
Corpus MCP Server
Enables AI assistants to securely interact with the Corpus Tracker application to manage financial portfolios and analyze net worth. It provides tools for tracking stock and gold holdings, logging transactions, and generating cash flow trends.
Mathankarthik18/corpus-mcp
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