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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Greybeam MCP
A single MCP server that lets agents query data through the Greybeam routing layer with Snowflake-compatible tooling.
greybeam/mcp
n8n Architect MCP Server
Enables orchestration and management of n8n workflows through tools for creating, updating, diagnosing failed executions, auto-fixing workflows, and installing community nodes.
SrAndres629/n8n_dev_mcp
ScienceON-MCP
MCP server for searching Korean scientific literature, patents, reports, and more via the KISTI ScienceON API.
ansua79/scienceon-mcp
TikTok-Reddit Poster MCP
Downloads TikTok videos, transcribes them, suggests subreddits and titles, and posts them as native Reddit videos with auto-comment for source links.
cloph-dsp/tiktok-reddit-mcp
MCP CSV Sales Analyzer
Analyzes sales CSV data to filter records, compute KPIs, and generate AI-powered insights and recommendations using OpenAI.
idobe2/mcp-server
MCP Trade Plan Service
A minimal REST service designed for managing and executing automated trading plans. It enables users to create, monitor, and close trade positions with detailed configurations for signals, entry rules, and take-profit strategies.
pishnuke/mcp-trader
ecommerce-mcp
Enables AI to view and manage e-commerce data such as products, orders, and coupons, and perform actions like updating prices, stock, and generating sales reports.
bookknhp/ecommerce-mcp
doorvault-mcp
Enables AI assistants to analyze rental property deals using DoorVault IDEAL Scoring v2.0, including Section 8 FMR lookup, tax deduction checklists, and rental metrics calculations.
cavasotti/doorvault-mcp
Membase MCP Server
Enables AI agents to store and retrieve memory persistently on the Unibase DA network, ensuring continuity and personalization across sessions.
unibaseio/membase-mcp
MCP RAG Agent Server
This MCP server enables intelligent API testing automation by combining RAG knowledge retrieval with tool execution capabilities. It allows QA engineers to perform natural language-driven API testing with contextual knowledge support.
karthikeyanramu/MCP_RAG_AGENT
Glanser Guidelines MCP Server
Provides semantic search over a team's coding guidelines corpus using FastMCP, ChromaDB, and sentence-transformers. Enables fully offline operation with tools for searching, browsing, and filtering guidelines by scope.
Vbridge7/MCP-server
mcp-multi-weather
MCP server for checking historical weather data for cities using OpenWeather API. Exposes a get_historical_weather tool.
igalarzab/mcp-multi-weather
Akamai Traffic MCP
Exposes the Akamai Reporting API v2 to enable traffic analysis, cache offload measurement, and error rate monitoring via natural language. It provides advanced features for forecasting future traffic trends and exporting multi-sheet Excel reports.
gamittal-ak/traffic_report_mcp
z3-solver-mcp-server
Enables solving constraint satisfaction problems, mathematical equations, and logic puzzles using the Z3 SMT solver through natural language.
dsouflis/z3-solver-mcp-server
MCP Server Demo
MCP server basic demo with stdio and sse transports
chaitanya1731/mcp-server-demo
local-stdio-mcp
A minimal and extensible local MCP server that provides core utilities like ping and echo alongside a file search tool integrated with the Everything CLI. It enables fast local file searching and service testing through a standardized stdio transport layer.
liuwanfu/myMcp
mcp_sdk_eyra_accelerator
A standalone MCP server that exposes API endpoints as tools for AI assistants by proxying requests to a target API defined in an OpenAPI specification. It supports various authentication methods and utilizes Server-Sent Events (SSE) to facilitate integration with clients like Claude and ChatGPT.
Vaishnavi-jagan/mcp_sdk_eyra_accelerator
kbg-viewer
A custom Vue.js component for visualizing knowledge base graphs generated from MCP memory servers.
ocasazza/kbg
Jira Weekly Reporter MCP Server
Jira Weekly Reporter MCP Server
Jongryong/jira_reporter
PayLink MCP Server
Open-source MCP server that streamlines payment integration for AI agents and financial apps in Africa, providing unified tools for providers like M-Pesa.
paylink-ai/paylink_mcp_server
Haiguitang MCP Server
Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve mysterious scenarios by asking yes/no questions to uncover the full story behind seemingly illogical situations.
StevenFengLi/haiguitangmcp
Food Travel MCP Server
An MCP server that integrates with Google Places API to enable AI clients to search for restaurants and get food recommendations based on location and preferences.
snehalsaurabh/Travelio-MCP
MCP Math Tools
Provides basic mathematical operations like addition, subtraction, multiplication, and division via the Model Context Protocol using stdio transport. This project serves as a complete reference implementation for a functional MCP server and client setup.
wapred/mcp-math-stdio
Professional Python MCP Server
A comprehensive MCP implementation designed for fullstack development that enables code manipulation, terminal command execution, and system notifications. It provides an intelligent agent interface powered by Gemini to automate Python and Next.js development workflows.
bash20cu/mcp-server-python
Google Workspace CRM MCP Server
A Python MCP server that provides a lightweight CRM by integrating Google Sheets, Gmail, and Google Docs for contact management, email communication, and document creation. It features 30 specialized tools, OAuth2 endpoint protection, and a comprehensive audit logging system.
aliomraniH/modern_CRM_MCP
MCPServerDemo
A demonstration server that implements JSON-RPC 2.0 methods for basic arithmetic using FastAPI. It provides integration examples for the Model Context Protocol (MCP) using FastMCP to connect with Claude Desktop.
NitinUdasin/MCPServerDemo
estore-mcp-server
Provides comprehensive enterprise e-commerce data including global store profiles, product category statistics, and sales performance analysis. It enables users to search for companies and evaluate their domestic and international e-commerce business layouts across various platforms.
handaas/estore-mcp-server
cognee MCP server
Enables Claude to interact with cognee for cognitive augmentation, supporting local or Smithery installation.
JeromyJSmith/cognee-mcp-server
Local File Reader
Read the contents of local files on demand. Quickly preview, copy, or analyze file text without leaving your workflow. Save time by pulling exact file content when you need it.
guanqun-yang/mcp-server-read-file
mcp_servers
提供A股行情数据服务，支持获取实时行情、K线数据、股票列表、搜索、市场指数和热门股票等功能。
QiuYanzhao/mcp_servers
debugpy-mcp
An MCP server that enables agents to attach debugpy to running Python processes inside Docker containers for enhanced debugging and inspection. It provides tools for container autodiscovery, process injection, and generating breakpoint plans based on logs and metadata.
will-garrett/debugpy-mcp
Hiking MCP Server
Allows you to search for hiking routes on Wikiloc using geographic and textual queries.
Adriapt/hiking-mcp
Automata MCP Server
A plugin-based MCP server built on FastAPI that supports dynamic tool loading, hot reloading, and API key authentication for extensible AI tool integrations.
Fridemn/Automata-mcp-server
demomagic/duckchain-mcp
Explore blockchain data across addresses, tokens, blocks, and transactions. Investigate any transa…
demomagic/duckchain-mcp
FDEP MCP Server
Provides static code analysis for enterprise-scale Haskell codebases with 40+ comprehensive tools for analyzing modules, functions, types, classes, imports, and architectural dependencies through real-time queries.
juspay/fdep-mcp-server
Spotify MCP Server
A MCP server for controlling Spotify playback, searching for content, and managing playlists via OAuth authentication.
garywwh/spotify_mcp_server
Trilium MCP Server
Enables users to manage Trilium Notes through natural language commands in the terminal. Provides full ETAPI integration for creating, searching, moving, and editing notes, along with an autonomous agent for complex organizational tasks.
dhiraj-ydv/trilium-mcp
Web Scraper MCP Server
Enables AI agents to fetch, clean, and extract readable content from web pages, optionally including links and images, via the scrape_url tool.
null-create/mcp-web-scraper-server
OmniDocs MCP
An intelligent MCP server that enables AI agents to crawl, index, and semantically search official framework documentation using local RAG. It prevents hallucinations by providing precise, up-to-date documentation excerpts directly into the AI's context window.
Yogesh-G-3468/omnidocs-mcp
database-mcp
Automatically discovers database schema, performs data quality checks on tables and columns, and generates natural-language root cause analysis reports using Ollama LLM.
hargurjeet/database-mcp
Oracle ADB MCP Server
Connects to Oracle Autonomous Database via OCI Bastion tunneling to enable AI-powered database exploration. Supports schema introspection, automatic ERD generation, and read-only SQL query execution through natural language interfaces.
hanley-development/oracle-mcp
Discord Notifications MCP Server
Enables AI agents to interact with Discord by sending notifications, creating channels, and managing interactive questions with support for two-way responses. It allows for streamlined communication through channel keys and supports various question types like multiple-choice and extended-answer modals.
skitzo2000/mcp-discord-notify
Name: CryptoScholar
Crypto technical analysis inside Claude. Get live TA from Binance (EMA, RSI, MACD, ADX, TSS score), macro market context (ARS/MRS scores), coin ranking, and a grounded bull/bear debate — no chart-switching needed.
cryptographer11/cryptoscholar
Cyphers MCP Server
An MCP server that integrates the Neople Cyphers Open API with AI assistants for searching players, match histories, and rankings. It provides tools for retrieving character info, game items, and real-time statistics directly through natural language.
DHKim327/CyphersMCPServer
Glee
The Essential MCP Toolkit for Developers
GleeMCP/Glee
mastodon-mcp-server
Comprehensive MCP server for Mastodon integration, enabling AI assistants to read timelines, post statuses, manage accounts, search, and more on any Mastodon instance.
VitexSoftware/mastodon-mcp-server
Facebook Ads MCP Server
Connects AI assistants to Facebook's Ads API to enable natural language queries for campaign data, insights, and performance metrics. It allows users to manage ad accounts and retrieve detailed analytics like impressions, clicks, and spend through MCP-compatible interfaces.
David-mo/fb-ads-mcp-server
Salesforce MCP Server
Enables Salesforce lead and permission set management through natural language. Supports creating leads, creating permission sets, and assigning permission sets to users via the Model Context Protocol.
sfdevabhishek/mcp
Expense Tracker MCP
Enables tracking of personal expenses with tools to add, list, update, delete, and summarize expenses by category.
Rawal1755/expense-tracker-mcp2
openBIS
Exposes openBIS scientific data management to LLM agents with 30+ tools for browsing, searching, and managing research data.
biterik/openbis-mcp-server
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