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.
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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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Doubao MCP AI Server
by lxd15938771473
Provides MCP interfaces for AI text-to-image, image-to-video, and text-to-video generation using the Doubao API.
lxd15938771473/doubao-mcp-ai-server
mcp-beancount
by mekanics
A read-only MCP server that gives AI agents structured access to a Beancount personal finance ledger.
mekanics/mcp-beancount
aws-readonly-mcp
by ziyuyu23
A read-only MCP server that lets an LLM inspect an AWS account — list EC2 instances, S3 buckets, IAM users, and cost — with a structural guarantee against any mutations.
ziyuyu23/aws-readonly-mcp
MCP Chef
by mayooreshmoodanwal
Enables AI agents to participate in CodeChef contests by fetching problems, generating and testing solutions in a secure sandbox, and submitting answers.
mayooreshmoodanwal/MCP_Chef
Ghidra MCP Bridge
by hao17
A PyGhidra-based MCP server that exposes Ghidra's reverse engineering capabilities to AI agents, enabling binary analysis via tools like overview, search, view, list, edit, script execution, and version control.
Hao17/LiteGhidraMCP
mcp-meeting-rooms
by 8bkmv4dm4z-source
Enables AI agents to browse, search, and book meeting rooms across multiple buildings with realistic seed data and conflict detection.
8bkmv4dm4z-source/mcp-meeting-rooms
voz-knowledge-mcp
by hbui290
Crawl and archive VOZ threads, with search and summarization capabilities for AI agents.
hbui290/voz-knowledge-mcp
Cleyrop MCP
by martincley
MCP server to interact with Cleyrop work data: browse, search, read file content, and manage files/folders.
MartinCley/Donnees-de-travail-MCP
company-reconcile
by uerdshds
模糊匹配两份表格中的公司名称和日期,输出已匹配、待复核和未匹配三种结果,便于数据对账。
uerdshds/company-data-mcp
companies-house-mcp
by jamescash1976
A local MCP server that exposes the UK Companies House API as tools for Claude Desktop and Cowork, enabling company search, profile retrieval, officer lookup, and document downloads.
jamescash1976/companies-house-mcp
Google Scholar MCP Server
by alimov-andrey
Enables academic research via Claude Code, allowing search of Google Scholar and access to Open Access full-text articles.
alimov-andrey/google-scholar-mcp
Garmin Connect
by bmccarn
Garmin Connect health and fitness data access with 34 tools.
bmccarn/garmin-mcp-server
mcp-runner
by cookiecad
A TypeScript SDK for running MCP (Model Context Protocol) servers with process reuse capabilities
cookiecad/mcp-runner
Context Bridge
by ershiyidian
Enables repository context packing, file/symbol ranking, task-relevant selection, and applying structured patches via MCP.
ershiyidian/context-bridge
Google Calendar MCP Server
by volodymyrkoval
Integrates Google Calendar with AI assistants via MCP, enabling calendar listing and event CRUD operations.
volodymyrkoval/fastmcp
vaibhav-mcp
by vaibhav-patil07
Sends Vaibhav Patil's resume via email using SMTP.
vaibhav-patil07/vaibhav-mcp
Advanced MCP Server
by rahii123
Provides real-time weather alerts from the National Weather Service, news search capabilities via NewsAPI, and safe local directory exploration for AI assistants.
Rahii123/mcp
WET - Web Extended Toolkit MCP Server
by expandingideas-ai
Web search, content extraction, and library docs for AI agents with 5-strategy scraping and runs without API keys.
expandingideas-ai/mcp-wet
Employee Leave Management MCP Server
by adityapatel143
Manages employee leave with Claude Desktop via natural language. Enables checking balances, applying, approving, and reviewing leave requests through a Supabase-backed MCP server.
adityapatel143/GenAi_Employee_Leave_Management-MCP_Server
AbletonMCP
by fabiantinkl
A powerful MCP server that enables Claude Desktop to control Ableton Live for automated music production, specializing in techno and industrial music generation.
FabianTinkl/AbletonMCP
mcp-speak
by fellowgeek
Enables AI agents to speak using MacOS native text-to-speech, with support for blocking and non-blocking speech and a sequential queue.
fellowgeek/mcp-speak
dynamic-db-mcp-server
by yangfeng20
Enables AI agents to dynamically register and query MySQL-compatible databases at runtime with built-in destructive SQL protection.
yangfeng20/dynamic-db-mcp-server
evo-scry
by krich11
MCP server for internet search via direct Google and DuckDuckGo HTML scraping with AI-powered result normalization and optional summarization, requiring no API keys for search.
krich11/evo-scry
FastMCP LaTeX Server (tex-mcp)
by devroopsaha744
MCP server that renders LaTeX to PDF via pdflatex, supporting raw LaTeX and Jinja2 templates with artifact generation.
devroopsaha744/TexMCP
search-console-mcp
by jurgisgavenas
A read-only MCP server for Google Search Console that lets you query search performance data, sitemaps, and URL index status from any MCP client.
jurgisgavenas/search-console-mcp
qq-mcp-server
by print-yuhuan
A MCP server that exposes QQ bot capabilities over Streamable HTTP, enabling clients to query bot status, read group and friend info, fetch chat history, and send group/private text messages.
print-yuhuan/QQ-MCP-Server
Postgres MCP Pro
by bach-ai-tools
Enables comprehensive PostgreSQL database management including index tuning, query plan analysis, health monitoring, schema-aware SQL generation, and safe SQL execution with configurable access control for both development and production environments.
BACH-AI-Tools/bach--postgres-mcp
Python MCP Server Template
by aj-geddes
Production-ready Python MCP server template using FastMCP framework
aj-geddes/python-mcp-server-template
LongBook Verifier
by mormolykos
An MCP server that evaluates whether retrieval methods and AI outputs are grounded in long narrative manuscripts by retrieving evidence and scoring coverage deterministically, without external model APIs. It provides tools for chunking, indexing, retrieval, and evaluation.
Mormolykos/longbook-rag-eval-lab
Uniswap MCP Server
by rakibhossain72
Exposes Uniswap V2 and V3 on-chain data and swap execution as MCP tools, resources, and prompts, enabling AI agents to query prices, inspect pools, get quotes, and execute trades.
rakibhossain72/uniswap-mcp-server
Primer Agent
by bhq-primer
Provides research and document analysis tools for generating structured primers on topics.
bhq-primer/primer-agent
quanttogo-mcp
by quanttogo
Macro-factor quantitative trading signals for AI agents. 8 tools covering strategy discovery, live signal retrieval, and self-service trial registration. Covers US and A-Share markets with forward-tracked performance.
QuantToGo/quanttogo-mcp
Sugra API
by sugra-systems
Gateway between LLM agents and world data through eight tools and a bundled endpoint catalog.
Sugra-Systems/prod-sugra-ai-MCP
QR Forge MCP server
by jkolarov
Enables AI agents to create and manage trackable QR codes (URLs, Wi-Fi, WhatsApp, etc.) via the QR Forge API.
jkolarov/qrforge-mcp
edhrec-mcp
by getsec
MCP server for Magic: The Gathering Commander that provides card data from Scryfall and deckbuilding recommendations from EDHREC.
getsec/mtg-mcp
MCP Gemini CLI Base
by markandersonix
A base setup for creating MCP servers that integrate with Google's Gemini CLI, including example implementations for weather data retrieval from OpenWeatherMap and basic resource/tool definitions using FastMCP.
MarkAndersonIX/mcp-gemini-cli-base
MCP PLAYLIST SERVER
by alee2602
An MCP server that provides intelligent playlist curation tools using Spotify track data and audio feature analysis. It enables AI assistants to create mood-based playlists, find similar songs, analyze audio characteristics, and curate personalized music collections.
alee2602/MCP-SERVER
Project Oracle
by mikelane
A stateful MCP server that remembers what your AI agent has already seen.
mikelane/project-oracle
Amplitude MCP Server
by ciaraadkins
Enables AI assistants to integrate Amplitude analytics for tracking events, page views, user signups, user properties, and revenue.
ciaraadkins/amplitude-mcp-server
SkillForge
by catvinci-studio
An MCP server that makes your AI agent learn and evolve by capturing feedback as reusable, persistent skills that improve over time.
CatVinci-Studio/skillForge
recall-mcp
by jaswanthsurya007-source
Turns a local folder of notes and documents into a searchable knowledge base for AI assistants via MCP, enabling semantic search, reading, and adding notes entirely on-device.
jaswanthsurya007-source/recall-mcp
Triage MCP Server
by fazalrshah
Enables AI agents to autonomously check, diagnose, and recover Dockerized services through safe, tool-based ops without direct host shell access.
fazalrshah/triage
horus-flow-mcp
by horustechltd
Real-time institutional crypto & equity orderflow intelligence. Detects BUY/SELL pressure from live Binance L2 orderbook and aggressive trade feeds for any USDT pair or US equity.
horustechltd/horus-flow-mcp
Airtable OAuth MCP Server
by fastmcp-me
Enables AI assistants and applications to interact with Airtable bases through a secure OAuth-authenticated MCP interface, providing complete API coverage for all Airtable operations.
fastmcp-me/airtable-mcp-server-oauth
Orcorus Repository Scanner
by ceilingduster
Scans GitHub repositories for security vulnerabilities by cloning, performing static analysis, secret detection, build verification, and AI-powered OWASP-aligned code review, producing a scored SECURITY.md report.
ceilingduster/mcp_security_scanner
Currency MCP Server
by sejin0419
Enables fetching real-time exchange rates between currencies and listing supported currency codes using the Frankfurter API.
SEJIN0419/mcpstudy
bib-enrich-mcp
by haoxiangsnr
Automatically enriches BibTeX citations with missing metadata (DOI, venue, etc.) from arXiv, DBLP, and CrossRef via an MCP server for AI assistants.
haoxiangsnr/bib-enrich-mcp
quran-mcp
by quran
Provides canonical Quran text, translations, and tafsir commentary via MCP for accurate AI citation.
quran/quran-mcp
Finanpy
by gahbrielms
MCP server for personal finance management that connects a SQLite database to any MCP client, allowing users to register, query, and analyze financial transactions through natural language.
Gahbrielms/exercicio_mcp
Python FastMCP Server
by rajeshsahu09
A Python-based MCP server demonstrating basic math and text tools, supporting both SSE and STDIO transports for integration with AI assistants like Cline in VS Code.
rajeshsahu09/mcp
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