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.
Mcp Server
Python MCP Server
kongo97/mcp-server
FastMCP Integration Application Demo
A modular application API interface based on FastMCP, integrating a demo of the MCP server, FastAPI interface and LLM Agent processing capabilities | 一个基于FastMCP的模块化应用,集成了MCP服务器、FastAPI接口和LLM Agent 处理能力的 demo
ZhouhaoJiang/fastapi-with-fatmcp-agent
BinDiff MCP Tool
Enables binary comparison capabilities by leveraging IDA Pro and BinDiff to analyze similarities and differences between files. Users can perform automated function analysis to identify changed functions and compare original binaries against patched versions.
u21h2/bindiff-mcp
Project Context MCP Server
Provides unified project context and monitoring capabilities including project health metrics, build diagnostics, Git integration, and infrastructure validation to initialize development sessions with comprehensive project information.
wblair8689/project-context-mcp
CST MCP
An MCP server that integrates CST Studio Suite with the Model Context Protocol to enable automated electromagnetic simulation workflows. It provides specialized tools for material definition management and direct interaction with the CST Studio Suite environment.
bbl21/CST_MCP
MCP Security Analyst
A MCP (Model Context Protocol) server to allow code security reviews using
gleicon/mcp-osv
Caselaw
Search and analyze 85.7M judicial decisions across 90 jurisdictions with citation network analysis and legal risk assessment.
agentic-governance/caselaw-mcp
Lab Virtual MCP Server
Enables remote Python code execution via the Model Context Protocol for secure, real-time lab scenarios and sandbox testing. It allows AI clients like Claude and Cursor to execute and evaluate code within a virtual lab environment.
Nuvepro-Technologies-Pvt-Ltd/genai-sandbox-nuvepro
Nexar MCP Server
Enables searching for electronic components, comparing prices across distributors, checking availability, and retrieving datasheets through the Nexar/Octopart API with specialized tools for resistors, capacitors, inductors, semiconductors, crystals, and connectors.
Farad-Labs/nexar-mcp
Crawl4AI MCP Server
Enables advanced web crawling and content extraction with JavaScript support, AI-powered analysis, PDF/Office document processing, YouTube transcript extraction, Google search integration, and multi-format data export capabilities.
sruckh/crawl-mcp
Loki MCP Server
Enables AI models to query and analyze Kubernetes cluster logs through Grafana Loki, supporting semantic operations like error aggregation and pod restart detection. It provides tools for regex-based log searching and namespace discovery to facilitate natural language troubleshooting.
mvs5465-test/loki-mcp-server
BookStack MCP Server
Provides comprehensive tools for managing BookStack instances, including full CRUD operations for books, chapters, and pages. It features advanced image gallery management with URL upload support and full-text search capabilities across all content entities.
oculairmedia/Bookstack-MCP
College Football MCP
Provides real-time college football game scores, betting odds, player statistics, and team performance data through integration with The Odds API and CollegeFootballData API.
gedin-eth/cfb-mcp
IMS MCP Server
Exposes the Integrated Memory System (IMS) capabilities, including session management, memory storage, and RAG-based context search, via the Model Context Protocol. It allows MCP-aware clients to interact with IMS backends to maintain long-term memory and context across sessions.
jdelon02/ims-mcp
MCP Study Agent
An MCP server that enables users to interact with local documents for educational purposes through tools for listing and reading files. It features an integrated agent capable of automatically generating document summaries and study flashcards.
ChutinRop/mcp-study-agent
Cartesi Knowledge MCP Server
Enables AI agents to query curated Cartesi developer resources, documentation, and repository metadata through the Model Context Protocol. Provides read-only knowledge access and host-side workflow guidance for building Cartesi blockchain applications via streamable HTTP.
Mugen-Builders/MCP-Server
kk-bedrock-agent-hub-mcp
Enables AI assistants to query and retrieve information from Amazon Bedrock Knowledge Base using the Retrieve API, returning search results with content, location, and relevance scores.
kawanishi0117/kk-mcp
Sysinternals MCP Server
Exposes Sysinternals and NirSoft Windows diagnostic binaries as MCP tools with safe subprocess execution. Dynamically registers tools from a binaries directory with built-in security filters for destructive operations.
14ag/systeminternals-mcp
MCP Secrets
A secure secrets management server that enables LLMs to execute CLI commands using injected credentials while protecting sensitive data through output redaction and user-approved session permissions. It features an encrypted vault, secret capture from command outputs, and a macOS menu bar app for native notifications and dialogs.
henghonglee/claude-secrets
Task MCP Server
A simple task management server that allows users to add, list, complete, and delete tasks directly within Claude Desktop. It provides a suite of tools for efficient personal task organization using the Model Context Protocol.
devirokkam/MCP_Github_Deployment
MCP-MCSTATUS
Provides tools for retrieving Minecraft Java and Bedrock server status via the mcstatus.xyz API. It also includes advanced network diagnostic features such as DNS resolution, GeoIP lookups, and BGP/ASN provider information.
AxoRm/MCP-MCSTATUS
NCBI Literature Search MCP Server
Provides seamless access to over 35 million PubMed scientific articles through natural language queries for research discovery and analysis. It enables tools for advanced searches, retrieving article details, and exploring related research within the life sciences and biomedical fields.
vitorpavinato/ncbi-mcp-server
Notion MCP Server
Connects AI assistants to Notion workspaces, allowing users to search, create, and manage pages or databases through natural language conversations. It supports complex database querying, content updates, and workspace organization via the Model Context Protocol.
ampcome-mcps/notion-mcp
Kustomize MCP
An MCP server designed to help AI models refactor Kubernetes configurations by analyzing Kustomize dependencies and rendering manifest diffs across environments. It provides tools for computing file dependencies, rendering overlays, and comparing configuration changes through a checkpointing system.
mbrt/kustomize-mcp
smart-search
A local-first MCP server that enables semantic search over PDF and DOCX documents using structure-aware parsing and vector storage. It allows users to query their local knowledge base through Claude Code without cloud dependencies or GPU requirements.
ekmungi/smart-search
fly-mcp
MCP server for managing your Fly.io infrastructure
brannn/fly-mcp
Google Workspace MCP
Enables reading and extracting structured data from Google Docs and Sheets, including text, tables, formulas, and images. It supports advanced image handling and multiple authentication methods for interacting with private and public workspace files.
NgoQuocViet2001/google-workspace-mcp
MCP-Server
MCP Server for tool calling
datzii/MCP-Server
FastMCP
A collection of MCP servers providing utilities including user greeting, message decoding, text file reading with PDF summary generation, and NASA-quality code auditing using a trained AI model to predict software defects and measure code complexity.
rutie345/FastMCP
LeanMCP Minimal Server
A minimal MCP server framework that enables zero-config tool discovery and streamable HTTP transport using the LeanMCP SDK. It allows developers to build type-safe services with automatic schema validation and integrated React UI components.
lilylilysunshine/LeanMCP-MCP-Server
Ashby MCP Server
Connects Claude to the Ashby ATS to manage the hiring pipeline through natural conversation. It enables users to browse jobs, manage candidate profiles, track applications, and coordinate interview stages.
PlenishAI/mcp-ashby
YouTube Browser Control
An MCP server for YouTube automation using Playwright and Gemini AI agent. Enables browser control for YouTube operations like searching, playing videos, skipping ads, and managing playback through natural language commands.
duong0411/mcp
Filesystem MCP Server
Enhanced FileSystem MCP server
gomcpgo/filesys
Notes MCP Server
Personal note management server that enables creating, reading, updating, deleting, listing, and searching notes with support for titles, content, and tags.
lductrong/MCP
MCP-CLI
cli tool for inspect mcp server
winterfx/mcpcli
Canvas Academic Assistant
Connects Claude to Canvas LMS, enabling students to query their coursework, assignments, grades, deadlines, announcements, and calendar events through natural conversation instead of navigating the Canvas interface.
akshsgaur/CMUCanvasMCPSErver
MCP Cybersecurity Server
Enables vulnerability analysis by querying CVE data through the CIRCL API and provides professional security risk assessments for SOC and Blue Team operations. It integrates tools for searching vulnerabilities with resources like risk matrices and operational playbooks to help remediate security threats.
josemiteba/mcp-cybersecurity-server
Sticky Notes
File-based sticky notes server that provides tools for adding, clearing, and reading notes with resource access to the most recent note and prompt generation for note summaries.
alexandrukovacs/mcp-server
Qontinui MCP Server
Enables AI-driven visual automation by connecting to Qontinui Runner to load workflow configurations, execute visual automation workflows, and monitor execution status across multiple displays.
qontinui/qontinui-mcp
Leave Management MCP Server
This is my attempt at creating a leave management mcp server to retrieve details of employees stored in a workbook.
ItsMistahJi/itsmistahji-leave-management-mcp
Apple EventKit MCP Server
Provides Claude Desktop with access to Apple Calendar and Reminders on macOS for managing schedules and tasks through natural language. It supports comprehensive operations like creating, editing, and searching events and reminders, along with a custom hashtag-based tagging system.
snarris/apple-eventkit-mcp
MCP Database Query Server
Enables AI agents to query and explore databases including SQLite, PostgreSQL, MySQL, and SQL Server through a secure, read-only workflow. It provides tools for listing connections, inspecting table schemas, and executing SELECT statements directly within VS Code.
Vicus-Brits/mcp-server
NSE Ticker MCP Server
Enables access to National Stock Exchange (NSE) market data through the Upstox API. It allows users to retrieve historical OHLCV candle data across various time intervals for stock analysis.
sougatabh/nse-ticker-mcp
MCP Weather Server
Provides tools to retrieve current weather conditions and daily forecasts for cities worldwide using the Open-Meteo API. This Python-based server enables MCP-compatible clients to access real-time meteorological data through a standardized interface.
damerakd/mcp-weather-server
Unstop MCP Server
Enables users to discover and search for Unstop hackathons through features like filtering, location-based discovery, and detailed event enrichment. It provides MCP tools and prompts that allow LLMs to compare events, plan searches, and access cached data for fast lookups.
CodeDreamer06/UnstopMCP
Workout Maker MCP Server
This MCP server enables the generation of structured fitness content, including detailed exercise instructions with image prompts, balanced daily workout sessions, and personalized multi-day training plans. It facilitates the creation of comprehensive workout programs tailored to specific goals, age ranges, and movement patterns.
idjohnson/workoutMakerMCP
GNews MCP Server
Enables searching news articles and retrieving top headlines from the GNews API with support for filtering by topic, language, and country.
JerripotulaSriharsha/MCP
superset-mcp
An MCP server that provides AI assistants with full access to Apache Superset instances, enabling interaction with dashboards, charts, datasets, databases, and SQL execution capabilities.
thedeceptio/superset-mcp
Suricata MCP
An MCP server for validating Suricata rule syntax and testing rules against pcap files to verify alert matching. It automates the testing process by running Suricata and parsing generated alert logs to confirm signature IDs.
fairyming/suricata_mcp
Employee Management MCP Server
Enables managing employee records by providing tools to list directories, retrieve detailed profiles, and search for staff by department. It integrates with Claude Desktop to allow users to interact with employee data through natural language commands.
suchitad1950/New-Version-of-MCP-Server
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