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.
Veracode MCP
Enables interaction with the Veracode platform to perform security tasks like running SAST scans, checking SCA vulnerabilities, and retrieving CVE information. It allows AI assistants to manage scan workflows, from zipping source code to analyzing scan results through natural language.
ChinYoong/Veracode-MCP
Coffee Company MCP Server
An MCP adapter that maps Coffee Company B2B HTTP APIs to MCP tools, allowing AI agents to query member information, benefits, coupons, and payment statuses. It enables seamless integration for AI assistants to manage coffee-related customer assets and loyalty details through natural language.
sawzhang/coffee-mcp
OpenMemory MCP Troubleshooting Guide
Comprehensive troubleshooting guide for OpenMemory MCP server issues with Claude Desktop and other MCP clients
itrimble/openmemory-mcp-troubleshooting
qyweixin_bot_mcp_server
企业微信群通知机器人
zuojianghua/qyweixin_bot_mcp_server
Agentic AI Feature Management
Automates feature management by processing Jira webhook tickets to extract structured requests from natural language descriptions and execute feature toggles across customer accounts.
aliazam2012/agentic-ai-mcp-feature-management
Jupyter Notebook MCP Server
Provides tools for interacting with Jupyter notebooks, allowing users to read, add, and execute notebook cells. It supports full notebook execution and metadata retrieval through the FastMCP framework.
shwetalsoni/jupyter-notebook-mcp-server
AIE8-MCP Server
An MCP server that provides web search capabilities through the Tavily API and weather data retrieval tools. It demonstrates how to integrate external APIs into AI applications and build agentic workflows with LangGraph.
keertanachandar/AIE8-MCP
Pathfinder MCP Server
Enforces a three-phase gated workflow (Research → Plan → Implement) for complex coding tasks with explicit human approval at each phase transition and automatic context management to maintain focus.
jamesctucker/pathfinder-mcp
MCP Finder
A smart router that helps users discover the most relevant tools from an MCP catalog using natural language queries and AI-driven reranking. It utilizes hybrid search and intent analysis to select the best tool for a given task and explains the reasoning behind each choice.
SaiVSrini/mcpfinder
MCP Calculator
A simple Model Context Protocol (MCP) server that provides basic calculation functions to Claude. It enables users to perform mathematical operations like addition directly through natural language commands.
RBLPaul-coder/MCP_Learning
MCP MySQL Server
MCP Server para conexión MySQL con túnel SSH
Carlosfpc/mcp-mysql
edinet-mcp
An MCP server that interfaces with the Japanese EDINET API v2 to search, download, and extract text from financial disclosure documents. It enables users to browse disclosure lists, retrieve document originals, and perform natural language searches for specific financial filings.
hwibalyu/edinet-mcp
mymcp
Your MCP server hosting service
tk103331/mymcp
Codebase RAG
Provides semantic codebase search and file retrieval using CocoIndex embeddings and PostgreSQL with pgvector for similarity search, enabling natural language queries to find relevant code snippets with similarity scores and line numbers.
allentcm/mcp-codebase-rag
MCP Test Server
Provide a test implementation of the Model Context Protocol server to facilitate development and integration. Enable clients to interact with tools, resources, and prompts through a standardized JSON-RPC interface. Simplify testing and prototyping of MCP features in a controlled environment.
pollot-pierre-10antz/mcp_test
Factory Insight MCP Server
Provides manufacturing enterprise production capability analysis including capacity assessment, equipment details, manufacturing processes, and factory distribution. Enables users to search factories, evaluate suppliers, analyze production capabilities, and make informed procurement and investment decisions.
handaas/factory-insight-mcp-server
Chinese Stock MCP
Provides real-time quotes, fund flows, and corporate announcements for Chinese A-share stocks. It enables users to search for stocks, analyze financial indicators, and summarize quarterly reports through natural language.
hwibalyu/chinese-stock-mcp
Websearch MCP Server
Enables web searching via DuckDuckGo and page fetching with automatic HTML-to-Markdown conversion to reduce LLM token usage by approximately 60%. It provides tools for search, content extraction, and combined operations without requiring any external API keys.
micaelmalta/websearch-mcp
VS Code + GPT Bridge
Enables GPT Desktop to interact with local file systems and execute shell commands. Supports file operations (read, write, edit, delete), directory management, file search, and git status checks through natural language.
ndyadav8797-art/mcp
Email Sender MCP Server
Enables sending emails through SMTP with support for multiple recipients, attachments, CC/BCC, and both plain text and HTML formats. Includes preset configurations for common email providers like Gmail, QQ, Outlook, and 163.
wyccywwyc/emailMCP
MCP Agent & Server Ecosystem
An autonomous agent ecosystem that leverages Groq for high-performance reasoning and Playwright for web automation via the Model Context Protocol. It features an interactive CLI and a custom server providing a run_task tool for orchestrating multi-server workflows.
DarshanHegdeP/MCP
URL2SNAP (Website Screenshot)
Captures website screenshots through the Abstract API and serves them locally, enabling visualization of web content without requiring direct site visits.
abhi5h3k/mcp-url2snap
JPYC Agent MCP
OAuth-protected JPYC wallet, transfer, and contract workflows on Polygon.
yourbright-jp/jpyc-agent-mcp
Threat Intel MCP Server
Provides threat intelligence and vulnerability research tools by integrating with NVD, VirusTotal, AbuseIPDB, Shodan, and MITRE ATT\&CK. It enables users to perform CVE lookups, analyze IP reputation, and retrieve detailed MITRE ATT\&CK technique information.
iceage2114/Security-Sandbox
oracle-42-intelligence
Sovereign AI intelligence platform with 73K+ darknet threat intel points, 65+ divination systems, and Norwegian legal database. Tools: threat_search, threat_feed, threat_stats, oracle_reading, norlex_legal.
mintmas/oracle42-intelligence
mcp-strategy-research-db
An MCP server that provides access to a SQLite database for analyzing trading strategy backtest results and performance metrics. It enables AI assistants to identify robust strategies across different market regimes and compare them against benchmarks using risk-adjusted metrics.
locupleto/mcp-strategy-research-db
MCP JIRA Server
Enables comprehensive interaction with JIRA through the Model Context Protocol, supporting issue management, search, comments, attachments, workflow transitions, and custom fields with enterprise Kerberos authentication.
tarangbhavsar/mcp-jira-server
Calculator MCP Server
A Python-based MCP server that provides a suite of basic arithmetic tools, including addition, square roots, and percentage calculations, for AI assistants. It enables models to perform precise mathematical operations through the Model Context Protocol.
Sathiya-Moorthi/MCP
Video Caption MCP Server
An MCP server that automatically transcribes video content and burns stylized captions directly into the video file. It leverages the Groq Whisper API for fast transcription and supports multiple visual styles tailored for social media and professional content.
ow-enj/mcp-video-last-try
MCP Server Financeiro
Exemplo prático de construção de um MCP Server em Go, com registro dinâmico de ferramentas financeiras, consultas reais à API Alpha Vantage e exposição de metadados para agentes clientes. Projeto focado em modularidade, extensibilidade e padronização seguindo o Model Context Protocol (MCP).
tadrianonet/go-mcp-server-financeiro
Salesforce MCP Server
A FastAPI-based server that enables interaction with Salesforce through the Model Context Protocol. It provides tools for managing leads and configuring user permission sets within the Salesforce environment.
virtuowhizsalesforce-tech/mcp-server-fast-api
HR Assistant Agent
An MCP-powered HR management system that automates employee onboarding, leave tracking, meeting scheduling, and IT ticketing. It allows users to manage organizational workflows and administrative tasks through natural language interactions with Claude.
NISHU8875/HR-Assistant-Agent
tidbits-memory
Enables AI agents to record and rank learnings, facts, and methods through a collaborative voting framework. It provides tools for agents to surface the most useful information across sessions using persistent memory storage.
brkhrdt/tidbits-memory
GlobKurier - track shipment, search shipping products and generate purchase links
Model Context Protocol server for the GlobKurier API. Enables AI assistants (Claude, Cursor, Cline and others) to track shipments, search shipping products and generate purchase links.
GlobKurier-pl/mcp-server
Nager MCP UI MCP Server
Enables AI agents to interact with the Nager MCP UI API through standardized Model Context Protocol tools. It provides a bridge for accessing date-related functionalities and public holiday information from date.nager.at.
Traia-IO/nager-mcp-ui-mcp-server
Claude Usage MCP Server
Fetches and tracks Claude.ai usage data including session and weekly limits with automated daily logging and persistent session management. It allows users to monitor their usage history directly through Claude Code integrated tools.
mvacaporale/claude-usage-mcp
EMS MCP Server
Provides LLM access to the Event Monitoring System (EMS) API for comprehensive flight data analytics and monitoring. It enables users to query flight records, retrieve time-series analytics, and explore aircraft assets or database hierarchies.
mattsq/ems-mcp
OWL-MCP
MCP server for OWL applications
ai4curation/owl-mcp
Game Trends
Provide real-time insights and analytics on gaming trends to help users stay updated with the latest developments in the gaming industry. Enable data-driven decisions by exposing relevant game trend data and metrics through a standardized interface. Facilitate integration with other tools and applications for enhanced gaming market analysis.
halismertkir/game-trends-mcp
Universal Web Data Extraction Platform
Enables LLMs to extract content from websites using automated static and dynamic scraping engines with built-in anti-bot protections. It provides tools for web data retrieval and stores results in MongoDB with support for JSON and CSV exports.
Barath2812/mcp
iMessage MCP Server
Enables reading, searching, and sending iMessages on macOS by accessing the local messages database and utilizing AppleScript. Users can list conversations, search message history, and send messages to individuals or group chats directly through the Model Context Protocol.
viraatdas/imessage-mcp
MCP Performance Analyzer
Monitors and analyzes mobile application performance data to detect severe issues such as excessive memory usage and view count growth. Provides intelligent analysis with customizable rules and integrates seamlessly with development workflows.
DaSheng1994/mcp_analyze_quality
Camoufox Browser MCP
Provides stealthy browser automation capabilities using a custom Firefox build designed for anti-detection. It enables users to navigate pages, interact with elements, and manage persistent browser sessions through natural language.
danielmiranda/camoufox-browser-mcp
Code Intelligence MCP Server
Provides Cursor-like code intelligence using tools like ripgrep, ctags, and tree-sitter to help LLMs explore and understand entire codebases. It implements a structured, phase-gated workflow to ensure high-confidence code modifications and eliminate hallucinations.
tech-spoke/llm-helper
Ghidra Bridge
Bridges Ghidra reverse engineering platform with HTTP server architecture for program analysis, function management, binary patching, and comment operations.
athukarad109/ghidra-mcp
Geolocation MCP Server
Provides geolocation services including finding nearby transit stops and retrieving WalkScore, TransitScore, and BikeScore ratings for any address or coordinates using the WalkScore API.
jackyang25/geolocation-mcp-server
Philips Hue MCP Server
Enables AI assistants to control Philips Hue smart lighting systems, including individual lights, groups, scenes, brightness, and color adjustments through natural language commands.
pedrof/hue-mcp-server
BorealHost
Quebec-based agent-native web hosting for deploying sites, managing DNS, registering domains, and scaling infrastructure.
alainsvrd/borealhost-mcp
AIGEN Protocol
EVM token safety analysis with scam pattern detection across Ethereum, Base, Optimism, Arbitrum, BSC, and Polygon.
aigen-protocol/aigen-protocol
MCP-Servers
This repo uses CAMEL AI to create mcp servers for various use cases
parthshr370/MCP-Servers
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