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.
DuckDuckGo Search MCP Server
A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.
nickclyde/duckduckgo-mcp-server
VMware ESXi
Provides a RESTful API for complete VMware ESXi/vCenter environment management including VM lifecycle operations and real-time performance monitoring through pyVmomi integration
bright8192/esxi-mcp-server
Artefact
Revenue intelligence MCP: RFM analysis, 14.5-point ICP scoring, pipeline health. HubSpot.
artefactventures/artefact-mcp-server
API Locker
Encrypted credential vault with a 21-tool MCP server. Store and manage LLM API keys, service API keys, and OAuth credentials — then let your AI agent list, reveal, rotate, rename, pause, and proxy calls through them.
apilocker/apilocker
Python Simple MCP Weather Server
A tutorial-based MCP server that fetches real-time weather data from the OpenWeatherMap API for specified locations. It serves as a practical example for implementing the Model Context Protocol using Python and the FastMCP library.
billumi/mcp-sample
Alibaba Cloud Lindorm
Provides a bridge between AI and Alibaba Cloud's Lindorm database, enabling vector search operations and SQL query execution for knowledge retrieval and data exploration
aliyun/alibabacloud-lindorm-mcp-server
RescueTime MCP Server
Provides Claude access to RescueTime productivity data, enabling users to query daily summaries, top activities, category breakdowns, and productivity trends through natural language.
adelaidasofia/rescuetime-mcp
Spotify MCP Server
Enables control of Spotify playback and management of liked songs through natural language. Supports play/pause controls, track information retrieval, and adding songs to your Spotify library.
mfteloglu/spotify-mcp-server
Similar Words MCP Server
An MCP server that provides access to the Similar Words API, allowing users to search for and retrieve semantically related words. It enables language-based applications to query word similarities and relationships through a standardized interface.
BACH-AI-Tools/bachai-similar-words
Scientific Calculator MCP Server
Provides advanced mathematical calculation capabilities including symbolic algebra, numerical computing, data analysis, and image processing through SymPy, NumPy, SciPy, and pandas integration.
thinkitpossible/CalcMCP
Log Analyzer MCP Server
An MCP server for intelligent log analysis providing semantic search, error pattern clustering, and smart error detection. It enables users to process, vectorize, and query local logs to efficiently identify issues and generate AI-powered summaries.
suriya-ML/log-checker-mcp
DocketBird MCP Server
Enables searching and downloading court documents, listing cases, and retrieving case details via the DocketBird API. It supports secure OAuth 2.0 authentication for remote access and a standard local mode for personal use.
JustlyAI/docketbird-mcp
Riddles By Api Ninjas MCP Server
Enables access to the API Ninjas Riddles API to retrieve random riddles. Users can request between 1-20 riddles at a time through a simple interface.
BACH-AI-Tools/bachai-riddles-by-api-ninjas
mcp-license-header-guardian
A deterministic, read-only MCP server that enforces license headers in tracked Python files without requiring network access or repository mutations. It provides a specialized tool to verify license compliance through standardized, network-free analysis.
curtis-d-williams/mcp-license-header-guardian
X64Dbg MCP Server
Enables AI-assisted reverse engineering and debugging through x64dbg integration. Provides 40+ tools for breakpoint management, memory operations, register manipulation, code analysis, process control, and advanced debugging features.
baiyajin/x64dbg-mcp
one-mcp
A lightweight MCP server that enables intelligent tool management and semantic search for APIs using sentence-transformers. It supports both REST and MCP interfaces across dual transport modes, allowing users to upload, manage, and query API tools with natural language.
freakynit/one-mcp
metube-mcp
An MCP server that enables users to control a MeTube instance for managing yt-dlp video and audio downloads through AI assistants. It supports operations like queuing URLs, listing active downloads, and managing authentication cookies.
JungleM0nkey/metube-mcp
gNMIBuddy
An MCP server that enables LLMs to retrieve structured network information, including routing, interfaces, MPLS, and topology, from devices using gNMI and OpenConfig models. It facilitates real-time network analysis, log filtering, and status monitoring through a standardized interface.
jillesca/gNMIBuddy
Seafile MCP Server
Enables AI assistants to interact with Seafile cloud storage for managing self-hosted files and directories. It supports operations such as reading, writing, moving, and searching across libraries using either account-based or library-specific authentication.
5p00kyy/seafile-mcp
Deep Research Agent MCP Server
A LangGraph-powered research agent that performs iterative web searches using Google Search and Gemini models to generate structured reports with citations. It integrates with MCP-compatible clients like Claude and Cursor to enable sophisticated, multi-step AI research workflows.
celestialdust/deep-research-mcp
Hacker News MCP Server
MCP Server for Hackernews
erithwik/mcp-hn
MCP Pytest Server
An MCP-compliant server that enables the execution of pytest test suites and the storage of results into a QA platform database. It allows AI models to trigger test runs, track execution progress, and retrieve historical test data through specialized tool interfaces.
SilenceWuJ/mcp-pytest-server
Reqable MCP Server
Exposes local Reqable network capture traffic to MCP clients for real-time monitoring and analysis of HTTP requests. It enables developers to query, search, and generate code from captured traffic stored locally within a private SQLite database.
ElonJask/reqable-mcp
chuk-mcp-stage
Orchestrates 3D scene creation, camera paths, and physics-driven animations, bridging physics simulations with video rendering by defining scene graphs, binding objects to physics bodies, and exporting to React Three Fiber or Remotion.
chrishayuk/chuk-mcp-stage
productive-mcp
An MCP server for Productive.io that enables users to log time, inspect projects, and manage time entries using natural language commands. It features fuzzy project matching, local caching, and remembers default services per project for streamlined time tracking.
cameronfairbairn/productive-mcp
MCP Meme Sticky
Create AI generated memes using MCP Meme Sticky. Can converted generated memes into stickers for Telegram or WhatsApp (WA coming soon). ✨ no APIs required ✨.
nkapila6/mcp-meme-sticky
ToolMesh
ToolMesh is an Apache-2.0, self-hosted MCP gateway written in Go that sits between AI agents and backend systems. It enforces a fail-closed pipeline on every tool call, including per-tool and per-user authorization, server-side credential injection, structured audit logging, and output policies. APIs are declared in YAML with DADL, turning REST endpoints into MCP tools without writing a custom MCP
DunkelCloud/ToolMesh
open-proxy-mcp
AI-ready data for investors and stewardship specialists who wants to have easy access to agm & governance related disclosures for Korean stocks
MarcoYou/open-proxy-mcp
MCP Options Order Flow Server
Enables real-time options order flow analysis with pattern detection, institutional bias tracking, and monitoring of specific strike ranges and expirations. Provides comprehensive options trading data through integration with a high-performance Go-based data broker.
fintools-ai/mcp-options-order-flow-server
CloakLLM MCP Server
Wraps CloakLLM's Python SDK to provide tools for PII detection, cloaking, and restoration within MCP-compatible clients. It enables users to sanitize sensitive data before sending it to an LLM and restore original values using unique token map IDs.
cloakllm/cloakllm-mcp
Zilliz MCP Server
Enables AI agents to interact with Milvus vector databases and Zilliz Cloud through natural language, allowing users to create clusters, manage collections, insert vector data, and perform semantic searches directly from their AI assistants.
zilliztech/zilliz-mcp-server
Azure Cosmos DB
Enables natural language interaction with Azure Cosmos DB for querying, creating, and managing databases, containers, and items through Go-based tools supporting both key authentication and managed identities.
abhirockzz/mcp_cosmosdb_go
agents
CakekritsananXi/agents
Calculator MCP Server 🧮
Calculator MCP Server tool ;基于 Python AST 的安全表达式计算器 MCP 服务,支持基础数学运算和错误防护机制。
xiaoyingv/mcp_calculate_server
Foreman MCP Server
Enables interaction with Foreman infrastructure management platform through MCP tools, prompts, and resources. Supports querying host information, security updates, and accessing Foreman data via natural language.
ofedoren/foreman-mcp-server
Unofficial FortiMonitor MCP Server
MCP server for the FortiMonitor v2 monitoring API. 241 tools across 33 modules covering server management, outage monitoring, maintenance windows, metrics, notifications, cloud monitoring, SNMP, dashboards, reporting, and more. Unofficial community project, not affiliated with Fortinet. Python, MIT license, Docker and local deployment supported.
gjenkins20/unofficial-fortimonitor-mcp-server
NexonCo MCP: Advanced Clinical Evidence Analysis Server 🌟
An advanced MCP Server for accessing and analyzing clinical evidence data, with flexible search options to support precision medicine and oncology research.
1sustgmboab/nexonco-mcp
Go Code Graph
Analyzes Go codebases using AST parsing and Neo4j graph storage to enable natural language queries about code structure, dependencies, architectural patterns, and refactoring impact through interactive visualization and conversational interfaces.
brutski/go-code-graph
DeFi Yields MCP
An MCP server for AI agents to explore DeFi yield opportunities, powered by DefiLlama.
kukapay/defi-yields-mcp
Strava MCP Server
An MCP server to interact with Strava
yorrickjansen/strava-mcp
MCP Gateway
Aggregates multiple MCP servers into a single gateway with unified top-level tools, reducing LLM context usage and enabling IDE compatibility by consolidating many tools into fewer interface functions.
LunFengChen/Gateway-Mcp
ardour-mcp
mcp server to connect Ardour 9 DAW
pyroqbit/ardour-mcp
mcp-atlassian-server
Go port of sooperset/mcp-atlassian
bdwyertech/mcp-atlassian-server
WebSearch MCP Server
MCP server for agent web search
Howe829/websearch-mcp-server
Argus
AI-powered exploratory QA agent. Explores web apps like a real user — 18 MCP tools for clicking, filling forms, and navigating. Automatically verifies that actions persist (fake deletes, failed edits). Runs 16 detection types including dead links, SEO, accessibility, and performance checks.
chriswu727/argus
UML-MCP
UML-MCP Server is a UML diagram generation tool based on MCP (Model Context Protocol), which can help users generate various types of UML diagrams through natural language description or directly writing PlantUML and Mermaid and Kroki
antoinebou12/uml-mcp
gget-mcp
An MCP server for the gget bioinformatics library that enables AI assistants to perform complex genomics queries, including gene sequence retrieval, BLAST alignments, and protein structure predictions.
longevity-genie/gget-mcp
MCPEmulate
An MCP server that provides CPU emulation, disassembly, and assembly tools for LLM agents across multiple architectures including x86, ARM, and RISC-V. It enables agents to manage isolated emulation sessions, perform memory analysis, hook syscalls, and trace execution through a standard tool interface.
LabGuy94/MCPEmulate
Amazon Bedrock Knowledge Base MCP Server
Enables management of Amazon Bedrock Knowledge Bases including creation, data source configuration, document ingestion, and RAG (Retrieval-Augmented Generation) queries with support for multiple embedding models and custom parsing/chunking strategies.
r3-yamauchi/bedrock-kb-mcp-server
MCP Google Analytics 4 Server
A comprehensive integration for Google Analytics 4 providing 54 tools for advanced reporting, configuration management, and compliance. It enables AI platforms to interact with GA4 data, manage properties, and automate business intelligence through the Model Context Protocol.
Gatescrispy/mcp-ga4-ultimate
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