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.
arXiv
Provides direct access to arXiv's scientific paper repository with tools for searching, retrieving metadata, downloading PDFs, and loading full article content into conversation context.
prashalruchiranga/arxiv-mcp-server
obo-mcp
An MCP server designed for managing One-By-One (OBO) review sessions through specialized tools for creating, navigating, and resolving priority-scored items. It automates session tracking and item management within standardized JSON workflows to replace manual file-write operations.
Warnes-Innovations/oboe-mcp
mig2schema
Extracts database schema from PostgreSQL migration files by running them in temporary containers and outputting human-readable schema information or SQL DDL, enabling developers to understand final database structure without manually tracking changes across multiple migration files.
alc6/mig2schema
Tool Response Suppressor (MCP)
This MCP server verifies that an agent’s claimed tool output matches the actual response returned by a tool to prevent invented or distorted results. It flags mismatches, omissions, and invented fields to ensure downstream logic only processes verified tool data.
steveswain14/mcp-tool-response-suppressor
market-data-mcp
Integrates cryptocurrency market data from CoinGecko, the Fear & Greed Index, and CryptoPanic news into a single toolset for AI agents. It enables users to retrieve global market statistics, trending assets, coin-specific details, and real-time news feeds.
aviman1109/market_data_mcp
QPanda3 Runtime MCP Server
Enables AI assistants to interact with Origin Quantum computing services through QPanda3 Runtime. Supports quantum computing tasks like circuit sampling, expectation estimation, device management, and batch operations on quantum processing units.
OriginQ/qpanda3-runtime-mcp-server
Granola MCP Server
Integrates local Granola.ai meeting intelligence with Claude Desktop to enable searching and analyzing meeting transcripts, notes, and summaries. Users can perform natural language queries to retrieve meeting details, analyze participant patterns, and access full speaker-identified conversations.
maxgerlach1/granola-ai-mcp-server
Feedback Synthesis MCP
MCP server that synthesizes user feedback from multiple sources into actionable insights. Aggregates reviews, support tickets, and survey responses to identify patterns and priorities.
sapph1re/feedback-synthesis-mcp
SSH MCP Server
SSH MCP Server lets you manage remote Linux servers through natural language in VS Code Copilot Chat. Instead of switching to a terminal and remembering SSH commands
bhayanak/ssh-mcp-server
ms-agentframework
Production-ready integration of Microsoft Agent Framework with MCP, enabling AI agents to access tools like weather queries, calculations, and Taiwan stock prices through SSE/HTTP streaming transport with Azure OpenAI GPT-4 backend.
jimmyliao/ms-agentframework
Megaraptor MCP
Enables AI assistants to interact with the Velociraptor digital forensics and incident response platform for endpoint management and threat hunting. It supports artifact collection, VQL query execution, and automated forensic investigation workflows.
wagonbomb/megaraptor-mcp
MCP Personal Calendar
A CalDAV-compliant MCP server that enables AI models to manage personal schedules and to-do lists, supporting batch creation, modification, and intelligent timezone adjustments.
Blacol/MCP-PersonalCalendar
ShipSmart-MCP
A standalone MCP server providing shipping tools like address validation and rate previews through a centralized HTTP interface. It serves as the single source of truth for shipping tool behavior across the ShipSmart platform.
nia194/ShipSmart-MCP
MCPHub
A centralized management platform that aggregates multiple Model Context Protocol (MCP) servers into a single unified endpoint for AI agents. It provides a web interface for hot-swappable tool management, proxying of existing servers, and AI-powered generation of custom MCP plugins.
Jayden-Dong/MCPHub
Mochify MCP
MCP implementation for connecting to the Mochify image processing API to convert, compress and resize images.
getmochify/mochify-cli
tmux-mcp-tools
MCP server providing tmux integration tools
PsychArch/tmux-mcp-tools
Rchilli Resume Parser MCP Server
Enables parsing and extracting structured data from resumes using the Rchilli API. Supports resume parsing from public URLs or binary data in base64 format.
BACH-AI-Tools/bachai-rchilli-resume-parser1
Weather MCP Server
Enables real-time weather queries for 12 major Chinese cities and global locations using the wttr.in API. Built on the HelloAgents framework with no API key required.
Racy324/weather-mcp-server
Kontomanager MCP Server
Enables programmatic access to Austrian mobile carriers (yesss!, Georg, XOXO) account management. Allows users to check usage, download bills, manage SIM settings, and configure call forwarding through natural language interactions.
dhofer/mcp-server-kontomanager
CodeView MCP 🪄
AI-powered code-review toolkit: MCP server + CLI to analyze GitHub PRs with local LLM smells, cloud LLM summaries, inline comments, risk gating, and test stub generation.
mann-uofg/codeview-mcp
ThePornDB MCP Service
Integrates ThePornDB API into MCP-compatible applications to search for adult video scenes, movies, and JAV content. It enables users to retrieve detailed performer profiles and comprehensive content metadata through specialized tools for LLM applications.
achenglike/theporndb-mcp
Snowflake MCP Server
Enables Claude to interact with Snowflake data warehouses through natural language for executing SQL queries, exploring schemas, and monitoring data freshness. It streamlines data analysis workflows by bringing Snowflake capabilities directly into the AI conversation.
Legolasan/snowflake_mcp
openocd-mcp
An OpenOCD debug MCP server that manages debugging targets and sessions by reusing VS Code launch configurations. It enables firmware flashing, GDB command execution, and real-time status monitoring of embedded systems.
luiox/openocd-mcp
Serial Port Communication
Enables serial port communication with embedded devices and hardware through configurable connection parameters, multiple data encodings, and session management for IoT development, firmware debugging, and hardware automation.
adancurusul/serial-mcp-server
mcp-servers
A collection of MCP servers and a CLI tool
assagman/mcp-servers
UNO Game MCP Server
An MCP server that enables LLMs to participate in a multi-player UNO card game by providing tools for playing cards, drawing from the deck, and monitoring game state. It uses Redis or local file storage to synchronize gameplay across multiple processes and support turn-based interactions.
viswajit2304/MCP
MongoDB MCP Server 🚀
A powerful Model Context Protocol (MCP) server implementation for MongoDB integration
syedasad-kiwi/mongodb-mcp-bridge
Meeting Scheduler MCP
Enables natural language meeting scheduling by searching IMAP emails for meeting requests, finding available calendar slots from YAML configuration, and creating email drafts with proper threading to maintain personal conversation context.
seb-schulz/meeting-scheduler-mcp
AceDataCloud Flux
Flux AI image generation and editing through the AceDataCloud API platform.
acedatacloud/fluxmcp
LinkedIn Api8 MCP Server
Enables access to LinkedIn data including profile enrichment, company information, job searches, post analytics, and social interactions through the LinkedIn Api8 API with comprehensive search and data retrieval capabilities.
BACH-AI-Tools/bachai-linkedin-api8
browsegrab
A token-efficient browser automation server that enables LLMs to navigate websites, click elements, and extract content using accessibility trees and markdown conversion. It provides eight tools for lightweight browser interaction optimized for performance with local LLM endpoints.
QuartzUnit/browsegrab
milvus-sdk-code-helper
An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.
Shawnzheng011019/milvus-sdk-code-helper
Mcp_cosyvoice
Mcp server
943003797/Mcp_cosyvoice
Excel
Reads, writes, and analyzes Excel files with formula-aware capabilities and structured batch operations.
av-volgin/excel-mcp
Freqtrade-MCP
Integrates with the Freqtrade cryptocurrency trading bot via its REST API to enable AI-driven automated trading and bot management. It allows users to fetch market data, monitor performance, manage whitelists, and execute trades through natural language.
worlddebugger/freqtrade-mcp
Tiendanube MCP Server
Enables comprehensive management of Tiendanube and Nuvemshop stores, supporting operations for products, orders, customers, and categories. It provides flexible integration through SSE, HTTP, and STDIO transport modes with full Docker support.
AlexandreProenca/nuvemshop-mcp-server
PromptSmith
An MCP server that provides 'Reasoning as a Service' by analyzing tasks to select and generate meta-prompts from 40 distinct reasoning frameworks. It enables AI agents to optimize their execution strategy based on task complexity and category, featuring tools for strategy recommendation and performance tracking.
BlinkVoid/PromptCore
Spotify
Integrates with Spotify's Web API through OAuth authentication to search for tracks, create new playlists, and update existing playlist details or track lists based on natural language descriptions and themes.
belljustin/spotify-mcp
OpenAI Token Manager MCP
Provides intelligent OpenAI API token management with automatic switching between model tiers when usage limits are reached. It enables users to track daily token consumption, estimate costs before making calls, and manage project-specific usage data.
OpalDecisionSciences/openai-token-manager-mcp
sonarqube-mcp
An MCP server for SonarQube that enables LLM agents to discover projects, analyze code quality metrics, check Quality Gate status, search issues with filters, and rank projects by worst-performing metrics. It provides read-only, safe access to SonarQube instances with structured outputs and error handling.
mshegolev/sonarqube-mcp
MCP WorkBoard CrunchTools
A secure Model Context Protocol server for interacting with the WorkBoard OKR and strategy execution platform. It enables users to manage user profiles and track goal progress through a standardized, containerized interface.
crunchtools/mcp-workboard
Weather Edge MCP Server
Provides calibrated weather probability signals for Kalshi prediction markets by combining dual-model forecasting (NWS + GFS ensemble) to identify mispriced temperature markets. Enables AI agents to access bias-corrected forecasts and edge signals for weather prediction market intelligence.
RJW34/weather-edge-mcp
Quarterback
| Field | Value | |-------|-------| | Repository URL | https://github.com/bobbyrgoldsmith/quarterback | | Name | Quarterback | | Description | Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring, advisory document analysis, agent orchestration, webhooks, and time-aware planning. | | Category | Produc
bobbyrgoldsmith/quarterback
NebulaMind
Collaborative astronomy wiki built by AI agents worldwide. Read pages, propose edits, vote on proposals, ask astronomy questions via RAG, and explore the knowledge graph.
DuhoKim/NebulaMind
Yahoo Finance MCP Server
Provides comprehensive financial data from Yahoo Finance, enabling retrieval of stock prices, company information, financial statements, options data, analyst recommendations, and market news through natural language queries.
atishayjn/yfinance-mcp
Trello MCP Server
Provides seamless integration with Trello's API to manage boards, lists, and cards through natural language. It supports full CRUD operations, card movement, and the ability to load Trello resources directly into an LLM's context for analysis.
abdwyer/TrelloMCP
Monzo MCP Server
Provides read-only access to Monzo banking accounts, balances, pots, and transactions with automatic OAuth token refresh and persistent local SQLite caching. Enables spending analysis with category breakdowns and transaction search across cached historical data beyond Monzo's 90-day access window.
partymola/monzo-mcp
fetch-guard
Fetch URLs and return clean, LLM-ready markdown with metadata and layered prompt injection defense. Configurable timeouts, word limits, JS rendering, and link extraction. All-in-one MCP server + CLI.
Erodenn/fetch-guard
OpenClaw Memory Health
$2c
ladyiceberg/openclaw-memory-quality
Midjourney Best Experience MCP Server
An MCP server that provides access to the Midjourney Best Experience API for generating and manipulating images. It enables users to execute prompts and perform actions like upscaling, variations, and zooming directly within MCP-compatible applications.
BACH-AI-Tools/bachai-midjourney-best-experience
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