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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VNStock MCP Server
by maobui2907
Provides tools to access Vietnam stock market data, including stock prices, financial statements, and market statistics.
MaoBui2907/vnstock-mcp-server
Google Ads MCP
by lucassantana-dev
Enables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets, and statuses, all backed by preview and audit logging.
LucasSantana-Dev/google-ads-mcp
contraptionco/mcp
by contraptionco
An MCP server that provides [describe what your server does]
contraptionco/mcp
M4
by hannesill
Query clinical datasets like MIMIC-IV and eICU with natural language, supporting both tabular EHR data and clinical notes through a unified interface.
hannesill/m4
Local DevOps MCP Server
by ayala-yagelnik
Enables Docker container management through natural language conversations, including deployment, health monitoring, dependency resolution, auto-redeployment on file changes, and environment snapshots.
Ayala-Yagelnik/local-devops-mcp
subtitle-analyzer
by hgao1604
An MCP server that extracts and analyzes subtitles from YouTube and Bilibili videos, supporting time-stamped keyword search and video information retrieval.
hgao1604/subtitle-analyzer-mcp
jun-skills-hwpx-v2
by cjlee-cmd
Unified MCP server for converting Markdown to HWPX documents or generating new HWPX files from templates while preserving formatting.
cjLee-cmd/jun-skills-hwpx-v2
anytype-grpc
by cengizozel
Enables AI assistants to control Anytype objects, blocks, and views via its internal gRPC API.
cengizozel/anytype-grpc
mcp-security-audit
by luciferforge
Security auditor for MCP servers that enumerates tools, resources, and prompts, scans for injection patterns, classifies risk levels, and produces a scored report (0-100, grades A-F).
LuciferForge/mcp-security-audit
FastMCP Todo Server
by danedens
Simple MCP server to provide my Local Cursor with access to add items to my MongoDB todo list
DanEdens/fastmcp-todo-server
jupyter-kernel-mcp
by qtalen
An MCP server that connects directly to a Jupyter kernel via ZMQ, enabling AI assistants to read, create, edit, execute, and manage Jupyter Notebooks as MCP tools.
qtalen/jupyter-kernel-mcp
MCP Perplexica
by kaiohz
Enables LLMs to perform web searches through Perplexica with multiple focus modes (web, academic, YouTube, Reddit) and optimization settings, returning AI-generated responses with source citations.
Kaiohz/mcp-perplexica
Bitwarden MCP Server
by giuliolibrando
Enables interaction with Bitwarden/Vaultwarden for password and secure note management, including creation, updating, deletion, and search of items and folders.
giuliolibrando/bitwarden-mcp-server
context-engineering
by timothywarner-org
🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph stores. Your AI assistant's long-term memory starts here.
timothywarner-org/context-engineering
paperwithcode-mcp
by gtjerry111
MCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client.
GtJerry111/paperwithcode-hf-mcp
Security Vulnerability MCP Server
by nileshg21
Provides Claude with live access to multiple vulnerability databases (NVD, OSV, GitHub Advisories, Snyk) for querying CVEs, package vulnerabilities, and remediation guidance.
nileshg21/MCP-Server-SECURITY
okf-mcp-server
by dddpaul
Reusable, read-only MCP server that exposes a repo's knowledge files (backlog docs, decisions, design notes) as MCP resources over stdio.
dddpaul/okf-mcp-server
OPC UA MCP Server
by kukapay
An MCP server that connects to OPC UA-enabled industrial systems.
kukapay/opcua-mcp
mcp-sentry: A Sentry MCP server
by mcp-100
A Model Context Protocol server for retrieving and analyzing issues from Sentry.io
MCP-100/mcp-sentry
OCI MCP Server
by sarthak-pansare
An MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage, databases, and more through natural language.
sarthak-pansare/oci-mcp-server
membot
by project-you-apps
Membot is an MCP server that gives AI agents swappable, searchable memory stored on a neuromorphic substrate.
project-you-apps/membot
Convo History MCP
by rreinold
Fetches conversations from PostgreSQL and renders them as beautifully formatted, human-readable terminal output.
rreinold/convo-history-mcp
AI Image MCP Server
by kareemaly
Enables AI-powered image analysis using OpenAI's Vision API and image generation with DALL-E models. Supports image description, content analysis, comparison, editing, and creating variations with intelligent caching.
kareemaly/ai-image-mcp
LLMDoc
by bigbag
MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh.
bigbag/llmdoc
sylgeo-mcp
by hitankshah
Enables AI assistants to scan brand visibility across ChatGPT, Claude, Gemini & Perplexity, analyze website GEO readiness, compare competitors, and get actionable recommendations.
hitankshah/sylgeo-mcp
Image Analysis MCP Server
by leosole423
Enables AI assistants to locally process images with tools for cropping, zooming, enhancement, edge detection, segmentation, and text region extraction, all without external API keys. It uses PIL, OpenCV, and scikit-image for robust image analysis.
LeoSole423/images_mcp_server
mcp-airflow-simple
by chayasin
Enables DAG management, monitoring, debugging, and connection testing for Apache Airflow through the MCP protocol.
chayasin/mcp-airflow-simple
Kuvera MCP
by mayanks
Connects AI assistants to Kuvera mutual fund portfolios, enabling real-time queries about holdings, performance, and fund details.
mayanks/null0
Fourth Playwright MCP Server
by rev4nchist
A hybrid Python and Node.js MCP server that integrates Playwright browser automation with specialized tools for navigating and extracting data from the Fourth platform. It enables automated login, module navigation, and structured reporting through a Claude.ai Custom Connector.
Rev4nchist/fourth-playwright-mcp
deeplore
by bholagabbar
Self-hosted RAG-powered knowledge base that surfaces context from structured notes and transcripts, exposing each project as an MCP tool.
bholagabbar/deeplore
AbletonMCP
by fastmcp-me
Connects Ableton Live to Claude AI via the Model Context Protocol, enabling prompt-assisted music production, track creation, and Live session manipulation.
fastmcp-me/ableton-mcp
text2img-mcp
by leedonwoo2827-ship-it
Creates AI-generated images from text prompts using Google Gemini API, supporting business use cases like proposals, infographics, and charts.
leedonwoo2827-ship-it/text2img-mcp
MI25-tuning-MCP
by aets-magi
Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log analysis via MCP tools.
AETS-MAGI/MI25-tuning-MCP
MQTT-Bridge
by rsbohn
Provides MQTT communication capabilities for Large Language Models and other clients, enabling connections to MQTT brokers, publishing and subscribing to topics, and managing real-time messaging workflows.
rsbohn/mqtt-bridge
Domain Availability MCP Server
by 1shanra1
Enables checking domain name availability for .com, .ai, and .net TLDs using WHOIS, DNS, and RDAP lookups.
1shanra1/Domain-Checker-MCP
polymarket-mcp
by amerilain
MCP server for Polymarket prediction markets enabling query of markets, events, narratives, arbitrage, and more via MCP or HTTP.
amerilain/polymarket-mcp
graphlens-mcp
by neko1313
Semantic code graph MCP server for coding agents
Neko1313/graphlens-mcp
Prisma SD-WAN MCP Server
by iamdheerajdubey
Enables AI agents to securely access and query Prisma SD-WAN operational data for inventory, health checks, topology analysis, and policy verification through natural language.
iamdheerajdubey/prisma-sdwan-mcp
arrivia-recs
by nathanielecon
Provides AI-driven, partner-aware travel recommendations with auditability, integrating member context and read-only partner policy rules.
nathanielecon/arrivia-agentic-travel-recommendations-api
GitHub Read MCP Server
by jaimenbell
Read-only MCP server for the GitHub REST API that enables agents to query repositories, issues, files, and users without any write access.
jaimenbell/github-read-mcp
github-mcp-server
by arnabblank
A minimal MCP server for GitHub that enables browsing repos, reading code, searching, and getting insights through natural language via Claude, Cursor, or any MCP client.
ArnabbLank/github-mcp-server
Windows Notification Analysis MCP Server
by hoihosick
Enables forensic analysis of Windows notification databases (wpndatabase.db) from E01 forensic images, automatically extracting and parsing notification data with search, filtering, timeline analysis, and sensitive information detection capabilities.
hoihosick/Windows-Notification-Analysis-MCP-Server
uipath-mcp-python
by uipath
Build and host Coded MCP Servers within UiPath
UiPath/uipath-mcp-python
edinet-mcp
by dotmd-projects
Enables access and analysis of Japanese corporate financial data (PL/BS/CF) via EDINET API. Supports searching companies, listing reports, and comparing financials through natural language queries.
dotmd-projects/edinet-mcp
Compliance Scanner MCP
by tae4an
Analyzes security compliance documents (ISMS-P, NIST, CIS Benchmark) in PDF/TXT format, extracts requirements, recommends AWS services, and evaluates implementation difficulty and timelines through structured JSON output.
Tae4an/compliance-scanner-mcp
arXiv Search MCP
by markmcd
This MCP server enables users to search for scientific papers on arXiv and retrieve detailed metadata for specific papers. It provides tools to perform search queries and fetch in-depth information using paper IDs.
markmcd/arxiv-search-mcp
Multi-Function Security MCP
by honysyang
Enables automated security detection and compliance auditing for cloud hosts and servers, including threat detection, baseline security checks, cryptocurrency miner detection, log analysis, and real-time monitoring through API and web dashboard.
honysyang/mcp_tools
xian-mcp-server
by xian-technology
Enables AI assistants to interact with the Xian blockchain, including wallet management, token transfers, smart contract operations, DEX trading, and indexed blockchain data queries through a unified MCP and HTTP interface.
xian-technology/xian-mcp-server
AI Agent Marketplace Index Search MCP Server
by ai-agent-hub
MCP Server for AI Agent Marketplace Index from DeepNLP
AI-Agent-Hub/ai-agent-marketplace-index-mcp
AI Doctor Assistant MCP Server
by pashaarshad
Provides 12 medical tools for symptom checking, lab report explanation, emergency detection, and health advice, emphasizing safety and disclaimers.
pashaarshad/MCP-Based-AI-Doctor-Assistant
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