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.
Coder DB - AI Memory Enhancement System
An intelligent code memory system that leverages vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities, quality metrics, and relationship modeling. Designed to enhance programming workflows through contextual recall of best practices, algorithms, and solutions.
angrysky56/coder_db
MySQL MCP Server Pro
Enables comprehensive MySQL database operations including CRUD, performance optimization, health monitoring, index analysis, lock detection, and SQL execution plan analysis with role-based permission control.
Ustinianslife/mysql_mcp
MCP LaTeX Server
Enables AI assistants to create, edit, and validate LaTeX documents through a standardized protocol with support for multiple document classes and package management. It provides tools for document structure analysis and file organization to streamline the generation of professional academic papers.
RobertoDure/mcp-latex-server
J-Quants Free MCP server
J-Quants APIの無償版で利用可能な機能のMCPサーバー
cygkichi/jquants-free-mcp-server
cybercraftsolutionsllc/trust-gated-agent-example
Trust verification for MCP servers. Check scores, scan for security issues, search 4,200+ servers.
cybercraftsolutionsllc/trust-gated-agent-example
Mureka MCP Server
Enables interaction with Mureka's AI music generation APIs to create lyrics, songs, and background music through MCP clients like Claude Desktop and OpenAI Agents.
kritsxxxiva-sudo/Mureka-mcp
openemr-mcp
An MCP server that connects AI assistants to OpenEMR instances to manage patient records, clinical trends, and medication safety. It provides 17 tools for tasks such as patient search, drug interaction checks, and generating comprehensive health trajectories and visit preparations.
shruti-jn/openemr-mcp
LLM Graph Builder MCP
Enables Claude to automatically extract entities and relationships from URLs, PDFs, and YouTube videos to build structured knowledge graphs in Neo4j. It supports custom schemas, academic citation extraction, and community detection for advanced research and content analysis.
henrardo/llm-graph-builder-mcp
atlassian-mcp-server
An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confluence Cloud, enabling LLMs to search, read, write, and manage issues and pages.
tingyiy/atlassian-mcp-server
Tap
The interface protocol for AI agents. 8 kernel primitives + 16 stdlib operations to operate any interface. Forge once, run forever — zero AI at runtime. 81 skills across 41 sites.
LeonTing1010/tap
Argus
One endpoint, five search providers. Search broker for AI agents with automatic fallback, RRF ranking, and budget enforcement. The LiteLLM of web search.
Khamel83/argus
Bug Bounty MCP Server
A comprehensive MCP server for automated bug bounty hunting and security reconnaissance, featuring over 28 specialized tools for subdomain discovery, vulnerability scanning, and traffic analysis. It integrates automated scope validation and professional reporting across multiple platforms like HackerOne and Bugcrowd to streamline security testing.
akinabudu/bug-bounty-mcp
SimpleServerSetup
A dual-mode Python calculator server supporting both Server-Sent Events (SSE) for web clients and Standard Input/Output (STDIO) for terminal interaction.
DionBenFernandes-Dev/SimpleServerSetup
MCP Spine
A local-first middleware proxy that proxies multiple MCP servers through a single entry with schema minification, semantic routing, security hardening, and state guard.
Donnyb369/mcp-spine
Weather MCP Server
Provides current weather conditions and 5-day forecasts for any location using the OpenWeatherMap API. Supports flexible location queries including city names, coordinates, and zip codes.
dangogh/weather-mcp
Gmail MCP Server
Enables AI assistants to manage Gmail accounts through natural language for tasks like sending, reading, searching, and organizing emails. It supports advanced features including draft management, label operations, and batch actions via secure OAuth 2.0 authentication.
XiangWanggithub/Gmail-mcp
fintools-mcp
Provides a comprehensive financial analysis toolkit for AI assistants, featuring technical indicators, options chain analysis, and risk-based position sizing. It enables users to perform stock market analysis and evaluate trade performance using real-time data from Yahoo Finance.
slimbiggins007/fintools-mcp
OpenDART MCP Server
Provides natural language access to South Korean corporate disclosure data, financial statements, and shareholder information through the DART Open API. It enables users to query 83 different tools for real-time reporting and regulatory filings from Korean listed companies.
RealYoungk/opendart-mcp
Crash MCP Server
Enables AI assistants to analyze Linux system crash dumps by automatically discovering dump files, matching kernels, and executing interactive crash analysis commands through the MCP protocol.
yup-21/crash-mcp
nworks
NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
yjcho9317/nworks
hebbian-mind-enterprise
Hebbian learning MCP server with neural memory graphs, eligibility traces, and three-factor reward signals. Associative memory that strengthens through use.
For-Sunny/hebbian-mind-enterprise
qmcp
An MCP server that enables AI assistants to interact with q/kdb+ databases for development and debugging workflows. It supports executing queries, persistent connection management, and includes a Qython translator for converting Python-like syntax to q.
gabiteodoru/qmcp
AEMET (Spain's Meteorological Agency)
Provides direct access to Spain's State Meteorological Agency (AEMET) data for querying historical climate data, monthly summaries, and beach conditions across Spanish weather stations.
ancode666/aemet-mcp
xcsift-mcp
An MCP server that enables AI assistants to parse Xcode and Swift build outputs into structured, token-efficient formats like JSON or TOON. It provides tools for executing build commands and extracting detailed diagnostic information such as errors, warnings, and test failures.
johnnyclem/xcsift-mcp
MCP Server Basic Example
Demonstrates core MCP server functionality with basic arithmetic operations (addition and subtraction) and personalized greeting generation. Serves as an educational template implementing example tools and dynamic resources for MCP server development with Python.
vanshika-sharma21/MCP
MCP-WASMPython-Runner
A safe MCP Python Runner with Docker Image
OrbitZore/MCP-WASMPython-Runner
MCP Container Tools
An MCP server for managing and monitoring Docker, Docker Compose, and Kubernetes environments alongside Azure Application Insights. It enables advanced log filtering, container lifecycle management, and querying of cloud application traces and metrics.
simseksem/mcp-container-tools
mcp-github-trending MCP Server
MCP server for getting github trending repos & developers
hetaoBackend/mcp-github-trending
Telegram
Enables Claude to monitor and respond to Telegram messages by accessing chat lists, reading conversations, and sending replies that match the user's texting style through Telethon API integration.
alexandertsai/mcp-telegram
Printful MCP Server
Connects Printful's print-on-demand API to AI assistants like Claude and Cursor to automate business operations. It enables users to browse catalogs, manage orders, generate mockups, and calculate shipping rates through natural language.
Purple-Horizons/printful-mcp
Cisco NX-OS CLI MCP Server
Enables interaction with Cisco NX-OS devices by executing CLI commands via the NX-API interface. It supports concurrent multi-device operations, batch command execution, and provides responses in both text and structured JSON formats.
sdntechforum/nxos-mcp
Code Firewall MCP
A security filter that blocks dangerous code patterns by comparing normalized structural syntax trees against a blacklist of known threats using vector embeddings. It acts as a gatekeeper to prevent malicious code execution by identifying dangerous structures regardless of specific identifiers or literals.
egoughnour/code-firewall-mcp
TOON Context
Converts verbose JSON structures to compact TOON format, achieving 40-60% token reduction while maintaining complete data integrity through intelligent pattern detection and automatic compression strategy selection.
aj-geddes/toon-context-mcp
webmin-mcp-server
MCP server for Webmin system administration. 61 tools across 12 modules covering system monitoring, services, users, cron, packages, files, storage (SMART + LVM), security (Fail2ban), MySQL databases, Webmin ACL, and disk quotas. Four-tier safety framework with safe mode on by default. Python, MIT license, Docker and local deployment supported.
gjenkins20/webmin-mcp-server
Nmap MCP Server
This is a Model Control Protocol (MCP) server that provides access to nmap network scanning functionality.
imjdl/nmap-mcpserver
fastf1-mcp-server
MCP server for Formula 1 data via the FastF1 library. Ask Claude (or any MCP-compatible client) about race results, lap times, telemetry, standings, pit stops, and qualifying — with historical data back to 1950 via the Ergast API.
Surya96t/fastf1-mcp
Yokai MCP Server Template
MCP server template based on the Yokai Go framework.
ankorstore/yokai-mcp-template
Arthor-Agent
AI agent for security teams: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base, OpenAI/Ollama. Risks, compliance gaps, remediations. MIT.
arthurpanhku/DocSentinel
hap-oauth-mcp
Provides automated login and credential refreshing for Mingdao (HAP) using Playwright to extract session tokens and cookies. It enables AI tools to maintain authenticated access to Mingdao Cloud for automation scripts and MCP configurations.
garfield-bb/hap-oauth-mcp
PodHome MCP Server
An MCP server that integrates with the Podhome API to manage multiple podcast shows. It enables users to create and schedule episodes, generate clips, and manage webhooks through natural language commands.
ChrisLAS/podhome-mcp
keremurat/mcp
Compare two JSON files deeply without worrying about key or array order. Detect missing, extra, an…
keremurat/mcp
China Weather MCP Server
MCP server to query weather in Chinese cities
DLYZZT/china-weather-mcp-server
Local Utilities MCP Server
Provides essential utility tools for text processing, file operations, hashing, temperature conversion, password generation, and date/time operations through a comprehensive MCP interface.
aiforhumans/local-utils-mcp
desk-mcp
A desktop automation MCP server that enables AI agents to interact with Linux environments through screenshots, window inspection, and input simulation. It provides tools for mouse control, keyboard input, and screen capture using xdotool and XDG Desktop Portals.
KpihX/desk-mcp
AceDataCloud ShortURL
URL shortening and management through the AceDataCloud API platform.
acedatacloud/shorturlmcp
YouTube MCP
Enables searching for songs on YouTube and automatically playing them in a web browser using the official YouTube Data API v3. It supports cross-platform execution on Windows, macOS, and Linux with built-in input validation.
roquevaamonde/youtube-mcp
psyXe
Apple Notes, Reminders, and Contacts for AI assistants with BERT semantic search on macOS.
bjenkinsgit/psyxe-mcp
MCP Data Visualization Server
Enables creating interactive data visualizations from natural language queries using DuckDB for local databases or Databricks for enterprise data warehouses. Supports multiple chart types, CSV imports, SQL queries, and automatic statistical analysis through Claude Desktop.
xoniks/mcp-visualization-duckdb
ghidraMCP
An Model Context Protocol server that enables LLMs to autonomously reverse engineer applications by exposing Ghidra's decompilation and analysis tools. It allows AI agents to list code structures, rename methods, and analyze binaries directly through MCP-compatible clients.
albertlab0/GhidraMCP
reclaim-mcp-server
unofficial MCP (Model Context Protocol) server for Reclaim.ai calendar integration - manage tasks, habits, and smart scheduling through AI assistants like Claude.
universalamateur/reclaim-mcp-server
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