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.
Agentic Multi-AI Toolkit
Organizes AI functionality into specialized agents (OpenAI, Ollama, and File agents) through a centralized tool registry, enabling hybrid workflows that combine cloud and local AI capabilities with file operations.
adamsalah13/mcp_server_full
gcal-mcp
An MCP server that provides integration with Google Calendar, allowing users to list calendars and manage events. It enables searching, creating, and modifying calendar entries through tools designed for the Model Context Protocol.
jdcc/gcal-mcp
MCP For Unity
Enables AI clients to interact with and control the Unity Editor through a Python MCP server bridge, allowing natural language-based Unity project manipulation.
yunuscan/MCPForUnity
MEMGRAPH-MCP
A durable multi-agent orchestrator for software development with explicit run graphs, checkpoint/resume capabilities, and project memory exposed through MCP resources and tools. It enables coordinated agent workflows for coding, review, repair, CI, and approval with SQLite-backed memory retrieval and pluggable research backends.
MikeB317/MEMGRAPH-MCP
Gangtise Ultra MCP Server
Provides standardized access to Hong Kong stock market data and professional research reports, including broker insights and company notices. It enables intelligent searching, batch queries, and preset analysis templates for market sentiment and investment logic.
hanlinlibham/gangtise_mcp
Overwatch MCP
An MCP server that enables querying logs and metrics from Graylog, Prometheus, and InfluxDB 2.x. It provides tools for executing Lucene log searches, PromQL queries, and Flux queries directly within MCP-compatible clients.
malindarathnayake/Overwatch-mcp
mcp-remote-py
A minimal Python-based proxy that bridges local MCP STDIO clients with remote MCP SSE servers. It enables bidirectional JSON-RPC message passing between standard command-line tools and web-based remote endpoints.
elphinsnow/mcp-remote-py
BaiGe MCP Server
一个 MCP 服务器,提供基于百鸽查游戏王卡的工具
liggest/mcp-server-baige
Jira MCP Integration
Enables AI agents to interact with Jira Cloud through the REST API, supporting project management, issue operations (create, read, update, delete), JQL search, task assignments, and status transitions.
Koveh/jira-mcp
CipherTrust Manager MCP Server
Enables AI assistants like Claude and Cursor to interact with CipherTrust Manager resources for key management, CTE client management, user management, and connection management through the ksctl CLI.
sanyambassi/ciphertrust-manager-mcp-server
Append Log
Append-only log server for persisting and querying timestamped JSON entries from agents.
bobbyhouse/append-log-mcp
All-in-One
Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and project management tasks.
athapong/aio-mcp
Job Listings MCP Server
A Python-based microservice that scrapes, deduplicates, and stores fresh job listings from multiple platforms. It enables users to access and filter a live feed of job data through a REST API for integration into portfolio sites and other applications.
itsyashvardhan/mcp-server
Trello MCP Server
A simple yet powerful MCP server for Trello.
m0xai/trello-mcp
MCP Hello World Server
A demonstration Model Context Protocol server that provides a configurable 'Hello World' tool with multi-language support and input validation. It supports both local stdio and remote HTTP deployment via Docker, facilitating testing and integration with platforms like Cursor and Manus.
BreezeWind889988/python-mcp
TenderAI
An MCP server that automates government and enterprise tender workflows, including RFP parsing, proposal generation, and compliance tracking. It provides 18 specialized tools for technical and financial proposal assembly, partner coordination, and hybrid search across past proposal archives.
dbugom/tenderai-mcp-server
Swiss Meteo MCP
An experimental MCP server that provides weather information tools, including temperature lookup via wttr.io, along with note-taking capabilities for learning MCP server development with GitHub Copilot.
lorenzwalthert/swiss_meteo_mcp
MCP4Meme
Provides comprehensive tools for tracking meme coins on the Four.meme ecosystem, including bonding curve progress, market data, and trader analysis. It enables users to discover trending tokens and monitor real-time trading activity using Bitquery API data.
hawkli-1994/mcp4meme
QuickSight MCP Server
An auto-generated MCP server that enables interaction with AWS QuickSight services through the Model Context Protocol. Provides programmatic access to QuickSight's business intelligence and analytics capabilities via the AWS QuickSight OpenAPI specification.
anhminhnguyen3110/quicksight-mcp
Angel One MCP (Model Context Protocol)
Local MCP server connecting to Angle One SDK
ankushCodeX/mcpserver-AngleOne
Acunetix MCP Server
Exposes the Acunetix Scanner API as a streamable HTTP MCP server, allowing clients to interact with security scanning tools via standardized requests. It enables automated vulnerability management and integration with platforms like GhostReconRev through a containerized bridge.
therealcoiffeur/MCPwnetix
Xentral MCP HTTP Server
Enables integration with Xentral ERP system through a Model Context Protocol server, providing 100+ tools for managing daily ERP workflows like customer searches, orders, and other business operations.
matthiashuebner/xentral-mcp
Android MCP Server
Enables AI agents to fully control Android devices through over 30 tools for app management, UI automation, and vision-based analysis via ADB. It supports multi-device management, action recording, and smart execution strategies ranging from UI hierarchy parsing to coordinate-based interaction.
divineDev-dotcom/android_mcp
muze-mcp
Provides Meta and Google Ads intelligence for AI assistants, enabling users to analyze performance, track competitors, and manage ad campaigns through natural language. It features 17 tools for generating creative concepts, scraping competitor ads, and performing deep account-level analysis.
Agent-Prod/muze-mcp
Frankfurter Forex MCP
An MCP server that provides currency rates, conversions, and historical exchange-rate data using the Frankfurter API. It enables users to retrieve latest rates, convert amounts between currencies, and access time-series data for currency pairs.
lcfranca/frankfurter-forex-mcp
Morse Code MCP Server
一个基于Python的摩尔斯电码服务器项目
lqycoding/morsecode-mcp-server
IMDB MCP Server
Provides access to IMDB movie and person data, including searches, cast details, and top-rated lists through the Model Context Protocol. It enables LLMs to fetch structured cinematic metadata and filmographies using the Cinemagoer backend.
ron103/imdb-mcp
MCP Image Recognition Server
Enables image analysis and recognition through multiple LLM vision models (Gemini, GPT-4o, Qwen-VL, Doubao) by accepting image URLs or Base64 data and returning text descriptions or answers to questions about the images.
glasses666/mcp-image-recognition-py
search-mcp
Enables web search capabilities using DuckDuckGo's free API without requiring authentication or API keys.
deeprave/mcp-websearch
🎓 Semantic Scholar MCP Server
🔍 This project implements a Model Context Protocol (MCP) server for interacting with the Semantic Scholar API. It provides tools for searching papers, retrieving paper and author details, and fetching citations and references.
JackKuo666/semanticscholar-MCP-Server
Weather MCP
Provides weather query capabilities including current weather, daily/hourly forecasts, air quality data, and weather alerts through QWeather API integration with JWT-based authentication.
Jayleonc/weather-mcp
methods-mcp
Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.
webwebb56/methods-mcp
GitHub Analyzer Pro MCP Server
A production-ready server featuring over 28 tools for comprehensive GitHub analysis, including repository metadata, issue tracking, and workflow monitoring. It enables users to search repositories, analyze contributor activity, and inspect codebase health through natural language.
iamthite/GitHub-Analyzer-MCP-Server
ICON MCP v109 MCP Server
An MCP server that provides AI agents and LLMs with standardized tool access to the ICON MCP v109 API. It supports asynchronous operations and simplifies deployment through Docker and Docker Compose.
Traia-IO/icon-mcp-v109-mcp-server
VayuChat MCP
A FastMCP server for natural language data analysis that allows users to load CSV files, execute Python code with pandas and numpy, and generate matplotlib visualizations. It provides a suite of tools for data exploration, statistical summaries, and querying datasets through MCP-compatible clients.
nipunbatra/vayuchat-mcp
SPOKE
Provides access to the SPOKE biomedical knowledge graph for querying relationships across genes, proteins, diseases, compounds, and biological entities.
baranzinilab/spokeagent
MCP Parking Server
A read-only MCP server for querying parking management systems using natural language and secure SQL. It enables searching for parking locations, retrieving billing configurations, and understanding database schemas through business context tools.
m-umemura-pitdesign/pit-mcp
YA_MCPServer_Template
A structural template for developing Model Context Protocol (MCP) servers, featuring predefined sections for organizing tools, resources, and prompts.
husthlz/mcp
Gemini TTS
Provides text-to-speech capabilities using Google Gemini API with configurable voice styles and emotional tones.
balheru/mcp-speak
Trello MCP Server
A simple yet powerful MCP server for Trello.
m0xai/trello-mcp-server
Weather MCP Server
Provides current weather conditions, multi-day forecasts, and location search capabilities through integration with weather APIs, enabling natural language weather queries and comparisons.
gitPratikSingh/weather_mcp_server
PyNet Bridge
PyNet Bridge MCP implementation to connect IAs with PyNet Platform.
rafa2403nunez-droid/PyNetBridge
MCP Chat
A command-line interface application enabling interactive chat with AI models via the Anthropic API. It supports document retrieval, command-based prompts, and extensible tool integrations through the MCP architecture.
MeeraMendhe/MCP-
OC Transpo MCP Server
Provides real-time transit data for OC Transpo in Ottawa, including live vehicle positions and trip updates via GTFS-RT feeds. It enables AI agents to monitor arrival delays, schedule changes, and transit telemetry through the Model Context Protocol.
dwdraju/OCTranspoMCP
Squad
Your AI Product Manager. Surface insights, build roadmaps, and plan strategy with 30+ tools.
the-basilisk-ai/squad-mcp
LLM Jukebox
Enables LLMs to search YouTube for music, download videos as MP3 files, and play audio with playback controls.
jabberjabberjabber/llm-jukebox
SolaGuard MCP Server
Provides comprehensive Biblical research tools including scripture lookup, interlinear Greek/Hebrew data, and Strong's concordance within a Protestant theological framework. It enables AI applications to perform full-text biblical searches, topical studies, and cross-referencing using authoritative theological data.
jissac/solaguard-mcp-server
MCP for Vivado
An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.
lzw12123/mcp-for-vivado
Run the weather server in a separate terminal
LangGraph agent integrated with MCP (Model Context Protocol) servers for math and weather services
juananpe/langgraph-mcp
Screen MCP
Enables LLMs to capture screenshots and screen recordings through MCP with chunked session-based transfers for reliable image consumption. Supports multi-monitor selection, timeline capture, and compatibility with both vision and non-vision language models.
jeandelest/screen-mcp
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