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.
Bocha Search
Integrates with Bocha, a Chinese search engine, to provide web search capabilities with rich structured data from billions of documents across multiple domains and languages.
bochaai/bocha-search-mcp
Hyperliquid MCP Server
Enables interaction with the Hyperliquid exchange to trade perpetuals, check positions, and manage risk through natural language. It provides tools for fetching real-time market data, tracking portfolio value, and executing orders with a focus on safety through default paper trading.
samklein952-hub/hyperliquid-mcp
Google Services MCP Server
Provides access to Google Sheets, Gmail, and Google Calendar through 13 tools that enable reading/writing spreadsheet data, managing emails, and creating/updating calendar events.
t4nm4ymittal/mcp
Cluster Execution MCP Server
Enables cluster-aware command execution and automatic task routing across distributed nodes based on system load, architecture, and OS requirements. It supports parallel execution, remote node management via SSH, and dynamic load balancing for agentic workflows.
marc-shade/cluster-execution-mcp
iTick MCP Server
Provides real-time financial market data for stocks across multiple markets (A-shares, Hong Kong, US, etc.) including live quotes, K-line data, tick data, order book depth, technical indicators, and money flow analysis through the iTick API.
hmq19900504/itick-mcp
Nager MCP v101
An MCP server that provides access to the Nager.Date API for retrieving public holiday information across various countries. It enables AI agents to interact with holiday data and date-related endpoints through standardized Model Context Protocol tools.
Traia-IO/nager-mcp-v101-mcp-server
RoboDK MCP Server
Enables AI agents to control RoboDK robotics simulation software, allowing them to manage stations, add robots, and inspect station hierarchies through natural language commands.
lilyuppi/mcp_robodk
Domain Checker MCP Server
Enables domain availability checking through dual verification using WHOIS lookups and DNS resolution. Supports both single and batch processing to provide detailed analysis on whether domains are likely available or already registered.
ajot/domain-checker-mcp-server
Paytm MCP Server
A Python-based MCP server for managing Paytm payment links and transactions. It enables users to create payment links, list created links, and retrieve transaction details for specific payment links.
shivam3-garg/payment-mcp
Azure Pricing
Integrates with Microsoft's Azure Retail Prices API to provide service family listings, product filtering, and monthly cost calculations for cloud pricing analysis and budget planning workflows.
sboludaf/mcp-azure-pricing
MCP Weather Server
Enables AI agents to retrieve real-time weather conditions and forecasts via OpenWeatherMap API. Supports interactive weather queries and travel planning through MCP tools, resources, and prompts.
deepcodes7/MCPServerWeather
Flow-Registration MCP
Provides programmatic access to variational optical-flow motion correction for 2-photon microscopy videos and volumetric 3D scans. It enables AI assistants to perform automated motion correction on microscopy data through the Model Context Protocol.
FlowRegSuite/mcp-flowreg
Development Automation Server
Provides a development automation server with modular architecture for fetching web content, accessing documentation, analyzing project structure, and performing web searches through internet and Perplexity APIs.
alexsmirnov/obsidian-second-brain-mcp
Financial Analyst MCP Server
Enables interactive stock market analysis using local Deepseek-R1 model through Ollama. Supports querying stock data, generating visualizations, and performing financial analysis via natural language commands in Cursor IDE or terminal.
PrakharSinghDev/MCP-powered-financial-analyst
MCP-RAGNAR
A local RAG server that enables document indexing and sentence window retrieval across multiple file formats like PDF, MD, and DOCX. It supports both local Hugging Face models and OpenAI embeddings for efficient context-aware querying through the Model Context Protocol.
bixentemal/mcp-ragnar
PixelPanda MCP Server
Provides 33 image processing tools ranging from local edits like resizing and cropping to AI-powered features like background removal and upscaling. It also supports advanced professional workflows for generating AI product photography and virtual try-on scenes.
RyanKramer/pixelpanda-mcp
Redshift
Provides secure Amazon Redshift database access with configurable permission modes (readonly, readwrite, admin) that enforce SQL operation restrictions, featuring automatic connection management, schema discovery, query execution, and built-in command filtering to prevent dangerous operations.
anshulpatre/my-redshift-mcp
Tastytrade MCP Server
Provides access to Tastytrade historical price data via the Model Context Protocol. It enables users to retrieve historical candle data for specific financial symbols and time intervals.
tnngnc/mcp_tasty
mcp-mybatis
A MyBatis configuration validation tool that checks for consistency between Java entity fields and database columns across XML maps, annotations, and SQL queries. It provides detailed diagnostic reports and actionable prompts to help developers identify and fix mapping errors and configuration issues.
Hale2000/mcp_mybatis
Curl MCP Server
Enables full curl functionality within the Model Context Protocol, allowing users to execute network requests with support for custom headers and host networking. It facilitates interaction with local and external APIs, including those using self-signed certificates, directly through Docker.
wujtruj/curl-mcp-server
Google ADK Speaker Agent with ElevenLabs
Quick example of building a speaker agent with Google ADK and ElevenLabs' MCP server
reymerekar7/google-adk-elevenlabs-mcp
Parquet MCP Server
Enables querying, modifying, and managing Parquet files with CRUD operations, semantic search, audit logging, and rollback capabilities for structured data storage.
markmhendrickson/mcp-server-parquet
routine-mcp
A Model Context Protocol (MCP) server built with the mcp-framework for developing and managing custom tools. It provides a structured foundation for building and integrating modular components like data processors and API clients into Claude Desktop.
rskmanz/routine-mcp
Grist MCP Server
Connects Claude Desktop to Grist spreadsheets, enabling users to browse documents, tables, and columns through natural language. It supports reading, writing, and querying data using standard record operations or direct SQL queries.
steven-altitude/mcp
Qdrant with OpenAI Embeddings
Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base querying.
amansingh0311/mcp-qdrant-openai
lineex/pubmed-mcp-smithery
Search PubMed with precision using keyword and journal filters and smart sorting. Uncover MeSH ter…
lineex/pubmed-mcp-smithery
AutoBot MCP
Enables remote control and automation of Android devices through the Model Context Protocol, supporting UI interactions, app management, ADB commands, screenshots, and device information retrieval via AutoBot API.
yz0903/autobot-mcp
File Search MCP
A specialized Model Context Protocol (MCP) server for full-text search within a filesystem.
Kurogoma4D/file-search-mcp
IPL MCP Server
Provides natural language access to IPL cricket match data, allowing users to query player statistics, team performances, and match results. It utilizes a SQLite backend and Cricsheet data to deliver detailed cricket analytics through the Model Context Protocol.
jay-arora31/ipl-match-mcp-server
my-mcp-server2
A Model Context Protocol server built with FastMCP that features dynamic tool loading and modular management via a dedicated tool directory. It supports both stdio and HTTP transport modes, enabling efficient development and deployment of custom MCP tools.
kcbabo/my-mcp-server2
Logpush MCP
Enables reading and analyzing Cloudflare Workers logpush data stored in R2 buckets. Supports searching logs with filters, viewing statistics, accessing errors, and browsing logs by date and environment.
DigiBugCat/logpush-mcp
MCPServerTest
It is a test MCP server.
KORONEzyy/MCPServerTest
Agentic Workbench
An MCP-based tool orchestrator that exposes a single execute_task tool to Claude while internally managing 100+ tools through hierarchical navigation with a cheaper LLM, preventing context overflow from loading all tool definitions.
0ui-labs/agentic-workbench
RSS MCP Server
supprot fever api + remote
weekend-project-space/rss-mcp-server
Amazon Product Search MCP
Enables AI-powered Amazon product searches and recommendations by integrating the Amazon API with Hugging Face models. It allows users to filter products by price and specific features to receive tailored shopping suggestions.
sharavanask/ShopAssist-MCP
Meilisearch Hybrid Search MCP Server
A mcp server that supports hybrid search for meilisearch written in Go
miiton/meilisearch-hybrid-search-mcp
mcp-rfc-editor
An MCP server for creating, loading, and editing RFC TXT documents using the rfc-editor Python library. It provides a suite of tools to manage document components including sections, abstracts, titles, and author metadata.
daedalus/mcp-rfc-editor
Expense Tracker MCP
A Model Context Protocol server designed for tracking and managing personal or business expenses. It enables users to log financial transactions and organize expenditure data through integrated tools.
naveen6768/MCP
MCP SQL Server
An MCP server that connects LLMs to SQL databases for development assistance, enabling query execution, schema exploration, and data manipulation while providing safety controls against destructive operations.
miguel1603/MCP-SQL
PICO-8 MCP Server
An MCP server for analyzing, manipulating, and documenting PICO-8 game carts using the shrinko8 toolkit. It enables users to count tokens, minify code, validate carts, and access API documentation through natural language commands.
EBonura/pico8-mcp-server
Excel MCP Server
Enables AI-powered employee data management in Excel files, automatically classifying employees by department, designation, and salary band based on experience and role, with automatic data validation and backup capabilities.
Dhruvimahale08/Excel_mcp
Weather Forecast MCP Server
Provides weather forecast data for any location using the Open-Meteo API, returning temperature, precipitation, cloud cover, humidity, and wind speed for specified date ranges.
LebedAlIv2601/McpSystem
EduChain MCP Server
Integrates the EduChain library to generate educational content including multiple-choice questions, lesson plans, and flashcards for subjects like Python programming and Algebra using Grok's free-tier LLM.
AyaanShaheer/EduChain-MCP-Server
ElasticMind-MCP
An MCP server that indexes PDF documentation and text into Elasticsearch for semantic search and retrieval. It enables users to query knowledge bases, ingest new files, and dynamically update content through MCP-compatible clients like Claude Desktop and Cursor.
ViratGarg2/ElasticMind-MCP
mcp-a11y-service
Enables automated WCAG 2.2 AA accessibility audits of Figma designs and webpages. Generates detailed markdown reports with severity-grouped violations, specific criterion references, and concrete fix recommendations.
alan-ho/mcp-a11y-service
Ollama MCP Server with
Use fast-agent to use MCP tools with local LLM, API or Claude Desktop. WIP
angrysky56/ollama-mcp-server
google-workspace-mcp
mcp server for google workspace
orvice/google-workspace-mcp
Tenant Leasing Analytics
Enables analysis of prospective tenant inquiries and market rent comparisons through database queries, guest card analytics, and automated generation of leasing emails and visual market reports with charts.
kkamalvanshi/tenant-leasing-mcp
WorldBank GDP & Employment MCP Server
An MCP server that interfaces with the WorldBank API to retrieve economic and labor market data such as GDP and employment indicators. It allows LLMs to query global development statistics including unemployment rates, labor force participation, and sectoral employment data.
Moderator11/mcpserver-gdp
Bitable MCP Server
This MCP server provides access to Lark Bitable through the Model Context Protocol. It allows users to interact with Bitable tables using predefined tools.
lloydzhou/bitable-mcp
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