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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Snowflake MCP Server (Read-Only)
by sgriffin-magnoliacap
Enables read-only interaction with Snowflake databases through SQL queries, schema exploration, and data insight tracking. Provides tools to query data, list databases/schemas/tables, describe table structures, and maintain a memo of discovered insights.
sgriffin-magnoliacap/mcp-snowflake-server-readonly
kospi-kosdaq-stock-server
by dragon1086
An MCP server that provides KOSPI/KOSDAQ stock data using FastMCP
dragon1086/kospi-kosdaq-stock-server
awesome_well_mcp
by elf004-star
基于LuckyCola开放能力的MCP(Model Context Protocol)服务。支持图片合规性检查、文件操作、图片压缩、图片OCR等丰富功能.
elf004-star/elf004GH_vault_awesome_well_structure
Mcp Server Danchoicloud
by hoangndst
MCP Server
hoangndst/mcp-server-danchoicloud
ArXiv Sync MCP Server
by marfago
Enables AI assistants to search, download, and access arXiv papers with local storage and date filtering via the Model Context Protocol.
marfago/arxiv-sync-mcp-server
mcp-sudact
by atomno-mcp
MCP server for Russian court practice (Sudact): full-text case search by law article, court, instance and dates, with access to full decision texts.
atomno-mcp/mcp-sudact
Clickup Universal MCP Server
by universal-mcp
Enables interaction with Clickup's project management tools through the MCP protocol, allowing task and project operations via natural language.
universal-mcp/clickup
tessera
by dr-code
Provides persistent codebase memory for Claude Code, enabling semantic understanding of the project structure and action history across sessions to reduce redundant file reads.
dr-code/tessera
Kafka MCP Server
by devarshkumbhare
Enables interaction with Apache Kafka topics, allowing users to publish messages to and read messages from Kafka instances through natural language.
DevarshKumbhare/MCP-Kafka
MCP Time Server
by maithanhduyan
A Model Context Protocol server providing current time retrieval and timezone conversion using IANA timezones.
maithanhduyan/mcp-server
Shioaji MCP Server
by offbeat-studio
An MCP server that provides standardized access to the SinoPac Securities Shioaji trading API for market data retrieval and order management. It enables users to search contracts, access real-time market snapshots, and manage trading accounts through a secure, model-compatible interface.
offbeat-studio/shioaji-mcp
NoteDiscovery MCP Server
by gamosoft
NoteDiscovery is a self-hosted plain-markdown notes app (MIT, no telemetry) with a built-in stdio MCP server. The server exposes tools so AI clients (Claude Desktop, Cursor, etc.) can search, read, create, edit, tag, and instantiate templates against the same vault the web UI uses.
gamosoft/NoteDiscovery
KIMAI MCP Server
by walterp
Enables LLMs to interact with KIMAI 2 time tracking for managing timesheets, projects, activities, customers, and generating reports.
WalterP/kimai-mcp
videre-mcp
by veedubin
Bridges vision models to text-only coding models using Florence-2, enabling non-vision LLMs to describe images, extract text, and analyze screenshots via MCP tools.
Veedubin/Videre-MCP
MCP MeloTTS Audio Generator
by aardpro
Enables AI assistants to convert text to high-quality speech audio using MeloTTS. Automatically splits long texts into segments, generates WAV files, and merges them using ffmpeg with support for multiple languages and customizable speech parameters.
aardpro/mcp-melotts
QR Code By API Ninjas MCP Server
by bach-ai-tools
Enables generation of customizable QR codes through the API Ninjas service, supporting multiple image formats (PNG, JPG, SVG, EPS) with configurable colors and sizes.
BACH-AI-Tools/bachai-qr-code-by-api-ninjas
nc-forms-mcp
by erniomaldo
MCP server for the Nextcloud Forms API v3 that enables secure creation, update, cloning, and validation of forms without exposing credentials to the AI agent.
erniomaldo/nc-forms-mcp
QiuChi
by chain-engine
A production-grade MCP server framework with plugin system, middleware pipeline, and multi-transport support for building LLM tool services.
chain-engine/x-QiuChi
Tracking MCP
by mindfullabai
A generic MCP server for tracking any entity type (e.g., weight, workouts, books) without predefined schemas, using SQLite with JSON columns for flexible data storage and querying.
mindfullabai/tracking-mcp
mcp-taiyi
by molpass
Calculates Taiyi Shenshu (太乙神數) based on a given datetime and returns structured text and a board PNG image.
molpass/mcp-taiyi
sjtu-canvas-mcp
by aspirin0000
Provides MCP tools to read SJTU Canvas data, download course files, and access video/subtitle resources without authentication simulation.
Aspirin0000/sjtu-canvas-assistant
eywa-mcp
by buildoak
Provides cross-session memory for Claude Code by extracting structured handoffs at session end and retrieving relevant past context at session start.
buildoak/eywa-continuum
Secure MCP Server
by urabewe
Production-ready MCP server with web search, persistent memory, multi-user support, and SwarmUI integration.
Urabewe/uMCP
dbt-insight-mcp-server
by ryutoyoda
A Model Context Protocol server for managing and executing dbt Cloud jobs via Claude, with search, run history, and job triggering capabilities, including safety confirmations.
RyutoYoda/dbt-insight-mcp-server
MCP Predictive Market
by ericgrill
Aggregates prediction market data from 5 major platforms (Manifold, Polymarket, Metaculus, PredictIt, Kalshi), enabling users to search markets, compare odds across platforms, detect arbitrage opportunities, and track predictions through natural language.
EricGrill/mcp-predictive-market
Deezer 1 MCP Server
by bach-ai-tools
Enables access to the Deezer 1 API through MCP protocol. Requires API key authentication and supports integration with Cursor and Claude Desktop for interacting with Deezer services.
BACH-AI-Tools/deezer_1
Fider MCP Server
by ringostat
Enables interaction with Fider customer feedback platforms, supporting post management, commenting, tagging, and status updates through natural language commands.
ringostat/fider-mcp
legal_mcp
by barwojcik
Enables semantic search over Polish court judgments and legislative acts via MCP. Allows LLMs to retrieve legal documents using natural language queries.
barwojcik/legal_mcp
ERINYS
by ghostyai-ha
Reflexive Memory for AI Agents - MCP Server. Remembers, forgets, questions, and bites.
GhostyAI-HA/ERINYS-mem
Flask-MCP-Plus
by maocatooo
Flask-MCP-Plus enables developers to create MCP servers using Flask, with support for defining tools, resources, and prompts with automatic schema generation and type safety.
maocatooo/flask-mcp-plus
Shell MCP Server
by heffrey78
Enables safe shell command execution with configurable directory and command restrictions, allowing Claude Desktop to run shell commands securely.
heffrey78/shell-mcp-server
sdwan-netops-public-example
by folk00
Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with guardrails for safe operations.
folk00/ai-sdwan-mcp-poc
SCMCP
by scmcphub
An MCP server that enables scRNA-Seq analysis through natural language, providing tools for data preprocessing, clustering, and biological visualization. It supports both predefined function execution and a flexible code mode powered by a Jupyter backend for automated single-cell transcriptomics workflows.
scmcphub/scmcp
LinkedIn Bulk Data Scraper
by bach-ai-tools
An MCP server that provides access to the LinkedIn Bulk Data Scraper API and various utility tools for data extraction and processing.
BACH-AI-Tools/bachai-linkedin-bulk-data-scraper
Domainr MCP Server
by danohn
Enables domain name search, availability checking, and registration URL retrieval using the Domainr API. Supports intelligent domain suggestions with advanced filtering by registrar, keywords, and location for AI-assisted domain research workflows.
danohn/domainr-mcp-server
YouTube Trending MCP Server
by aikong2024
Collect YouTube trending videos without web scraping via yt-dlp MCP server. No API keys required, supports category filtering and daily rankings.
AIKONG2024/youtube-trending-mcp
mcp_agent
by jameshung2015
public server for mcp
jameshung2015/mcp_agent
Chatlog MCP Server
by yhai3596
Enables users to analyze, search, and export chat logs from various platforms through tools for managing chatrooms, contacts, and sessions. It supports advanced filtering by time, keyword, and sender to provide detailed message analytics via MCP-compatible clients.
yhai3596/MCP-chatlog
Google Ads MCP Server
by yeswanthreddyk
Connects MCP clients to the Google Ads API v23, enabling account listing, GAQL queries, campaign management, and performance reporting through natural language.
yeswanthreddyk/Google-ads-MCP
SQL Database Connector
by bryr0
Provides unified database connectivity across MySQL, Microsoft SQL Server, Oracle, and Sybase through standardized tools for executing queries, describing schemas, and browsing resources.
bryr0/sql-mcp
CoreMemory-MCP
by michaelfeng
Provides a local, persistent long-term memory service for MCP-compatible AI agents, enabling them to store, search, and recall information across sessions.
michaelfeng/CoreMemory-MCP
omnigent
by francescostabile
Universal autonomous agent framework with ReAct loop, multi-provider LLM routing, reasoning graph, and MCP integration, domain-agnostic for building specialized AI agents.
FrancescoStabile/omnigent
paddleocr-mcp
by nicvank
A local OCR MCP server that extracts text from images using PP-OCRv6 for fast text extraction and VL-1.6 for document structure analysis, with automatic model routing and GPU detection.
Nicvank/paddleocr-mcp
codex-buddy-for-claude
by leo919cc
Enables Claude Code to leverage OpenAI models for expert code review, deep architecture analysis, and security audits, with automatic markdown report generation.
leo919cc/codex-buddy-for-claude
Media Toolkit MCP Server
by kevinten-ai
Local image processing MCP server providing background removal, stock media search, resize, format conversion, and collage creation.
kevinten-ai/mcp-media-toolkit
Netdetective MCP Server
by bach-ai-tools
An MCP server that provides access to the Netdetective API for querying information about IP addresses. It enables users to retrieve metadata for a specified IP address or the connecting client's default IP address.
BACH-AI-Tools/bachai-netdetective
Unified Search MCP Server
by cn-hash
Enables AI agents to perform multi-platform searches (Douyin, Xiaohongshu, Zhihu, CSDN) and reverse-engineer arbitrary websites using browser automation and CDP.
cn-hash/unified-search-MCP-Server
databricks-mcp
by inav
Exposes Databricks REST APIs as MCP tools for managing and querying a Databricks workspace, including clusters, jobs, SQL, Unity Catalog, and more.
inav/databricks-mcp
Agileday MCP Server
by eficode
Connects Agileday's competence and employee data with LLMs, enabling natural language queries to find experts by skill and retrieve employee competence profiles directly from your chat interface.
eficode/mcp-agileday
MCP SSE Client Python
by zanetworker
Simple MCP Client for remote MCP Servers 🌐
zanetworker/mcp-sse-client-python
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