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-customer-db
Experiment with MCP for an internal customer database
Marcelixoo/mcp-server-customer-db
bananabit-dev/mcp
Model Context Protocol (MCP) server for Windsurf integration with image generation and web scraping capabilities.
bananabit-dev/mcp
postgres-safe-mcp
A PostgreSQL MCP server that automatically detects and obfuscates personally identifiable information (PII) in query results using column-name heuristics and NLP analysis. It enables AI agents to interact securely with databases by masking sensitive data by default while allowing selective unmasking under user control.
sam-david/pg-redact-mcp
Trackor
Personal expense tracking and financial management through SQLite database operations.
at0mxploit/trackor
brd-enhancer-mcp
Enhances developer tasks by retrieving relevant context from project documentation via a backend API. It enables users to generate enriched task descriptions and prompts by automatically integrating specific technical details from their project documents.
arushsingh17/mcp
Open Weather13 MCP Server
An MCP server that provides access to current weather data and 5-day forecasts via the Open Weather13 API. It enables users to retrieve weather information using city names or geographic coordinates across various languages.
BACH-AI-Tools/open_weather13
gmail-mcp-server
MaitreyaM/gmail-mcp-server
SQL Analysis MCP Server
An MCP server designed for SQL analysis that demonstrates sampling capabilities by interacting with SQL files in a local directory. It provides a framework for testing client-side sampling while managing SQL-based contexts.
jjdelorme/sql-analysis-mcp-server
MCP Azure Project
This MCP server integrates with Azure AI Foundry's Claude deployment to provide document management functionality. It enables tools for reading, writing, and listing files, allowing Claude to interact with local documents through an Azure-compatible client.
SajinMohamedPe/mcp_learn
simple-ai-provenance
An MCP server that tracks AI prompts in Claude Code and automatically annotates git commits with the history of what was asked. It provides tools to query session summaries, retrieve uncommitted work, and manage AI provenance directly within Claude.
beedev/simple-ai-provenance
spring-ai-mcp-server-demo
MCP server example for Agentic AI demo
Ramzus/spring-ai-mcp-server-demo
Research Paper Ingestion MCP Server
Enables searching, downloading, and analyzing academic papers from arXiv and Semantic Scholar to extract key insights and citation metrics. It facilitates autonomous knowledge acquisition by processing research findings and integrating them into persistent AI memory systems.
marc-shade/research-paper-mcp
keila-mcp
An MCP server for the Keila newsletter API that enables management of contacts, campaigns, segments, and senders. It allows users to create, schedule, and send newsletters directly through natural language interactions.
gwbischof/keila-mcp
SwipeBuilder MCP Server
Enables programmatic access to your SwipeBuilder ad swipe library to retrieve saved ads and manage collections across various social media platforms. It allows for filtering swipes by platform or format and provides tools to monitor API credit usage through natural language.
SwipeBuilder-io/swipebuilder-mcp
Brain MCP Server
Enables interaction with Brain service for thought management, including saving thoughts with metadata, quick capture with auto-classification, searching, and retrieving entries through natural language.
greghughespdx/brain-mcp-server
MCP-Blender
mcp server for blender
piolla/mcp-blend
Expo Dev Build MCP Server
Enables Claude to interact with physical iOS devices running Expo development builds via USB or network tunnels. It supports capturing screenshots, streaming system logs, managing applications, and retrieving device information through natural language.
ryan-crabbe/expo-dev-build-mcp
go_computer_use_mcp_server
MCP (Model Context Protocol) server in Go for computer automation. Uses robotgo library for desktop automation. Features Mouse control: movement, clicks, dragging, scrolling Keyboard control: key presses, text input, hotkeys Screen operations: screenshots, pixel color, display information Window management: move, resize, minimize/maximize Process management: list processes, search, terminate
hightemp/go_computer_use_mcp_server
TOS MCP Server
Enables natural language exploration and management of Volcengine TOS storage, allowing users to list buckets, browse objects, and retrieve file contents. It supports content retrieval for various data types including text, images, and video files.
dinghuazhou/sample-mcp-server-tos
MCP servers to handle multimodal medical data
Process and prepare your multimodal medical data with natural language!
Ketansuhaas/multimodal-medical-mcp-servers
Godot MCP
Enables AI agents to create, edit, and run Godot 4.5+ games by providing tools for project scaffolding, scene manipulation, and engine interaction. It supports full game development workflows including node editing, script attachment, and project execution with debugging capabilities.
MhrnMhrn/godot-mcp
GoalGorithm MCP Server
Provides soccer match predictions and league statistics using xG data and Poisson distribution models. It enables users to forecast outcomes, analyze team performance, and view league tables across major European football leagues.
tohoanganhai/goalgorithm-mcp
tes-mcp-server
Exposes public weather and climate data through a standardized API, allowing AI agents to retrieve current conditions, 7-day forecasts, and historical data. It enables weather-aware automation and data enrichment for conversational agents and travel planning.
Traia-IO/tes-mcp-server-mcp-server
KTME - Knowledge Tracking & Management Engine
Tracks and manages code changes from Git repositories, generates documentation automatically, and provides AI agents with intelligent access to service documentation through MCP server integration with feature mapping and search capabilities.
FreePeak/ktme
CAD-MCP
Enables users to control CAD software like AutoCAD, GstarCAD, and ZWCAD through natural language instructions via the Model Context Protocol. It supports automated drawing of shapes, layer management, and saving designs to DWG files without manual interface interaction.
piexl/CAD-MCP
ZoomEye MCP Server
A Model Context Protocol server that provides network asset information based on query conditions. This server allows LLMs to obtain network asset information and supports querying network asset information by zoomeye dork etc.
zoomeye-ai/mcp_zoomeye
time-mcp
MCP Server which returns current timestamp with streamlit app
suryawanshishantanu6/time-mcp
juba-mcp
An MCP server for searching the Jurisprudencia de Buenos Aires (JUBA) database for legal summaries and full-text judicial rulings. It enables AI assistants to perform advanced searches across various legal matters from the Supreme Court of the Province of Buenos Aires.
frontalinilucas/juba-mcp
Food Order Bot MCP Server
Enables menu browsing, recommendation requests, and shopping cart management through a Model Context Protocol interface. Users can interact with food order services to query items and handle order additions or removals via natural language.
leomessi2140/MCP-SAMPLE
Bakery Data MCP Server
Provides access to bakery POS transaction data, product catalogs, and sales analytics from SQLite database through natural language queries and custom SQL execution.
t2hnd/bakery_data_mcp
MCP AppleScript
Enables Large Language Models to automate macOS applications and execute AppleScript commands through natural language. It features built-in security protections including application allowlists and dangerous pattern detection to prevent unauthorized or risky system operations.
pietz/mcp-applescript
Mcp-ZepAi Server
An MCP server that integrates the ZepAi module to provide long-term memory and retrieval capabilities for AI applications. It allows models to interact with Zep's services through a standardized interface using an API key.
annamariakv/Mcp-ZepAi
Obsidian
Organize and search your Obsidian vault. Browse files, read and edit notes, and run simple or complex searches across your knowledge base. Track recent changes and work with periodic notes to stay on top of your writing.
ajtruex/mcp-obsidian-streamable-http
Documentation Search (Groq + Serper)
Combines web search through Serper API with Groq's language models to intelligently extract and structure clean, readable content from documentation sites for popular libraries like LangChain, LlamaIndex, OpenAI, and UV package manager.
aiwithhassan/mcp-server-python
Vast.ai MCP Server
Enables comprehensive management of Vast.ai GPU cloud instances, including searching for GPU offers, creating and managing instances, executing remote commands via SSH, and monitoring background tasks for ML training workflows.
CryDevOk/vastai-mcp
Uptrace MCP Server
An MCP server for the Uptrace observability platform that enables querying traces, spans, logs, and metrics through natural language. It provides tools for error analysis, service discovery, and trace visualization within MCP-compatible clients.
dimonb/uptrace-mcp
tianditu
天地图MCP Server,包含3个符合MCP协议标准的API接口,涵盖地理编码、逆地理编码、周边检索等核心地图服务功能。
bailaohe/mcp_tianditu
MariaDB MCP Server
Enables AI assistants to interact with MariaDB databases through schema exploration, query execution, and database statistics. Includes security features like read-only mode, parameterized queries, and connection pooling with support for both JSON and Markdown output formats.
akworob/mariadb_mcp_server
SearXNG MCP Server
An MCP sse implementation of the Model Context Protocol (MCP) server integrated with SearXNG for providing AI agents with powerful, privacy-respecting search capabilities.
The-AI-Workshops/searxng-mcp-server
BitScale MCP Server
Connects your BitScale workspace to Claude, allowing you to manage grids, fetch row data, and trigger enrichment runs via natural language. It provides tools for listing grids, checking run status, and retrieving workspace details.
featherflow/bitscale-mcp
Universal Project MCP Server
MCP Server for my Claude to understand a whole project
riskiilyas/Project-MCP-Server
Stock Market Data and Technical Indicators MCP Server
Provides stock market data and computes technical indicators like EMA, MACD, and RSI across multiple timeframes using the LongPort API and TA-Lib. It enables users to perform detailed financial analysis and multi-timeframe market reviews through standard MCP tools.
accelizero/stock_mcp
AutoPeças MCP Server
A Python-based MCP server that exposes auto parts inventory data stored in Google Sheets. It enables AI assistants to search, list, and check stock levels for automotive parts via the Model Context Protocol.
joao-parana/mcp-alura
Geocode
Converts addresses to coordinates using OpenStreetMap's Photon geocoding service.
adelie-ai/geocode-mcp
Business Analytics RAG
Combines business analytics capabilities for statistical operations on CSV data with RAG-powered knowledge retrieval from business documents, supporting both Google Gemini and custom OpenAI-compatible APIs for comprehensive business intelligence workflows.
ansh-riyal/mcp-rag
LangChain Agent with MCP Servers
LangChain Agent with MCP Servers: Using LangChain MCP Adapters for tool integration.
esakrissa/langchain-mcp
Word MCP Server
Enables creation and management of Word documents from markdown content, with support for multiple templates and conversion of chat conversations to formatted Word documents.
mndambuki/word-mcp-server
Weather MCP Server
Provides AI assistants with tools to retrieve current weather, 7-day forecasts, and city-to-city weather comparisons using the Open-Meteo API. It features specialized resources for weather data and prompts for generating weather summaries without requiring an API key.
vihanrs/weather-xmcp
NEXO Brain
Cognitive memory for AI agents. Implements Atkinson-Shiffrin multi-store memory (sensory → STM → LTM), semantic RAG with fastembed, Ebbinghaus forgetting curves, trust scoring, and metacognitive guard. 76+ MCP tools. 100% local, MIT licensed.
wazionapps/nexo
MCP Server with SSE endpoint for Obsidian
A MCP SSE server for your self hosted n8n
duncanchiu409/mcp-obsidian-sse
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