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.
notify-completion-mcp-server
The MCP server that provides notifications when AI agents complete long-running tasks. This allows you to leave your desktop without forgetting about tasks.
nakat-t/notify-completion-mcp-server
Introduction
Learn how to build custom MCP servers with Python
sap156/Build-your-custom-MCP-Server
YNAB MCP Server
Enables users to manage budgets, accounts, categories, and transactions on You Need A Budget (YNAB) through Claude. It supports both core daily budget management and extended operations like bulk transaction creation and historical trend analysis.
a1athrop/ynab-mcp
hashfile-mcp
Provides reliable file editing through hash-anchored operations.
mrorigo/hashfile-mcp
Nager MCP Server
Provides access to the Nager.Date Public Holiday API for querying global holiday information through the Model Context Protocol. It enables AI agents to interact with standardized tools for holiday-related date calculations and country-specific lookups.
Traia-IO/nager-mcp-mcp-server
Pagila MCP
A read-only Model Context Protocol server developed with FastMCP for querying the Pagila PostgreSQL database. It enables secure access to movie rental data including films, actors, and customer information through natural language queries.
lyrken/pagila_mcp
GameDevBench MCP
Enables LLM agents to capture screenshots and visualize runtime behavior within the Godot game engine for game development benchmarking. It utilizes AppleScript to provide display capture functionality for agents running on macOS.
SeeleAI/gamedevbench-mcp
Dice MCP Server
Provides dice rolling and coin flipping functionality for AI assistants via the Model Context Protocol. It enables users to roll single or multiple dice with configurable sides and perform randomized coin tosses.
aaronmeis/learn-dice-mcp-server
CoinGecko
Provides real-time and historical cryptocurrency market data through CoinGecko API integration, enabling access to current prices, market trends, and performance metrics for financial analysis and investment research.
bestjane/mcp-coingecko-server
Local Search MCP Server
Enables completely offline Wikipedia search through locally-indexed content using BM25 algorithm, allowing AI assistants to query Wikipedia without internet connectivity or external API calls.
yuzuponikemi/localsearch-mcp
External Data MCP Server
Provides integrated access to location-based weather, reporting history, and infrastructure status data for safety reporting systems. It supports both SSE and stdio protocols for flexible integration with various AI agents and clients.
SafetyReportProject/mcp_server
SketchUp
Ruby plugin for SketchUp 3D modeling with geometry creation, entity transformation, material assignment, and model introspection via TCP bridge.
1pitaph/su_mcp
Sympathy-MCP
An MCP server for managing Incus virtual machines through structured tools for command execution, file management, and snapshot operations. It enables AI agents to puppeteer VMs on a masternode by wrapping the Incus CLI.
bobbyhiddn/Sympathy-MCP
Investment Elicitation Profiling Assistant
An AI-powered conversational assistant that builds detailed user investment profiles through a guided four-step elicitation process. It leverages LangChain and OpenAI to handle real-time dialogues regarding investment goals, timelines, and risk tolerance.
krishansingh1-stack/mcp
Airflow ETL Pipeline Generator
Integrates with Apache Airflow, GitLab, Kafka, PostgreSQL, S3, and SMB file systems to enable conversational ETL pipeline creation, data source connectivity testing, schema extraction, and automatic generation of production-ready Airflow DAGs with pre-built Spark application templates for database-to-datalake, file-to-datalake, and API-to-datalake workflows.
anatoliyaksenov/chat-app-mcp
MCP Odoo Server
Enables conversational interaction with Odoo to manage timesheets, expenses, contacts, and invoices through an MCP-compatible assistant. It provides comprehensive tools for searching records, managing HR tasks, and tracking project costs via the Odoo API.
industream/mcp-odoo
Wise MCP Server
Enables access to Wise API functionality for managing recipients and sending money transfers. Supports listing recipients, creating new recipients, validating account details, and executing money transfers with authentication handling.
sergeiledvanov/mcp-wise
Fifth Elephant MCP Server
A demonstration MCP server providing basic tools for returning greetings and performing mathematical addition. It serves as a practical workshop guide for setting up and configuring Model Context Protocol servers from scratch using Python.
chaitanyaatlan/fifth-elephant-mcp-workshop
gRNAde MCP Server
Enables RNA structure analysis, sequence evaluation, and inverse design using geometric deep learning models. Supports both quick computational analysis and long-running batch processing for generating RNA sequences that fold into target structures.
MacromNex/grnade_mcp
Bizangafest Penetration Testing
Autonomous penetration testing server that performs network reconnaissance with nmap scanning and vulnerability discovery through searchsploit, automatically generating security assessment reports for automated security auditing workflows.
alexgarabt/bizangafest-mcp
go_mcp_server_github_api
MCP server for working with GitHub repository via API.
hightemp/go_mcp_server_github_api
Horizon MCP
An MCP server that exposes the Horizon content aggregation and analysis pipeline as a suite of modular tools. It enables users to automate fetching, AI-based scoring, filtering, background enrichment, and summary generation for various data sources.
henry-insomniac/Horizon-mcp
TdxQuant MCP Server
Provides AI clients access to TdxQuant/通达信 financial data and trading capabilities through MCP. Enables retrieval of market data, financial reports, sector information, and trading operations via stdio or HTTP/SSE connections.
lingfan/tdxquant-mcp
mcp-svelte-docs
MCP server for Svelte docs
spences10/mcp-svelte-docs
GitLab MCP Server
Enables AI assistants to interact with GitLab by wrapping the REST API v4 into executable tools for repository and branch management. It supports operations like creating projects, managing branches, and retrieving user information through the Model Context Protocol.
masx200/gitlab-mcp-server
turbopuffer/turbopuffer-typescript
The official MCP Server for the Turbopuffer API
turbopuffer/turbopuffer-typescript
Morphik MCP
Enables interaction with the Morphik multi-modal database system for document ingestion, retrieval, querying, and management. Supports text and file ingestion, semantic search with LLM-powered completions, and file system navigation with security controls.
morphik-org/morphik-mcp
agentforge
MCP server that exposes 300+ AI agents as tools via a single API key. Supports listing agents, invoking any agent with chat-completion style messages, checking agent health, and retrieving platform statistics.
doggychip/agentforge
Logica Context
An MCP server that provides persistent, cross-session memory and team knowledge sharing for AI development workflows. It enables project DNA scanning, semantic search, context budgeting, and git-aware indexing to prevent AI context loss between sessions.
Rovemark/logica-context
Jane
Jane is an MCP server that transforms team documentation and project specifications into a searchable, SQLite-powered knowledge base for AI assistants. It enables users to index, search, and manage standard library documentation and technical requirements through full-text search and structured document retrieval.
Quinncuatro/jane-mcp-server
Grasshopper Parametric Design
Connects Grasshopper parametric design software with Claude through a bidirectional TCP server and Python bridge, enabling natural language control of architectural and engineering modeling workflows.
alfredatnycu/grasshopper-mcp
Browse Together MCP
Co-browse with your AI as you edit code. A headed Playwright-controlled browser with accompanying MCP server.
canadaduane/browse-together-mcp
tlc-portal-mcp
Enables Claude Code and Codex to manage TwolineCloud internal portal vacation functions through a local stdio-based MCP server. Supports browser-based authentication, leave balance queries, vacation request submissions, and cancellations with locally stored JWT tokens.
mingovvv/tlc-portal-mcp
Context7
Provide up-to-date, version-specific code documentation and examples directly into your prompts to enhance coding accuracy and reduce hallucinated APIs. Seamlessly integrate with various MCP clients to fetch the latest library docs and improve your AI coding assistant's effectiveness. Simplify your development workflow by embedding real-time, reliable code context without switching tabs.
geobio/context7
Google Search MCP Server
MCP Server built for use with VS Code / Cline / Anthropic - enable google search and ability to follow links and research websites
mixelpixx/GoogleSearch_McpServer
Gmail MCP Server
Enables AI assistants to read, search, organize, and draft emails in Gmail inboxes with support for multiple accounts, OAuth authentication, and 26 comprehensive tools for email management.
shcallaway/gmail-mcp-server
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