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.
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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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mcp_python_exec_server
Enables safe execution of Python code snippets within a sandboxed environment, restricting dangerous builtins and modules to prevent malicious operations.
611711Dark/mcp_python_exec_server
LoL Data MCP Server
A comprehensive League of Legends data ecosystem that provides access to champion statistics, item data, and patch history via the Model Context Protocol. It enables analysis of game mechanics, build optimization, and meta tracking through real-time data integration.
Estaed/Lol_Data_MCP_Server
Azure DevOps MCP Server
Enables AI assistants to interact with Azure DevOps repositories and pull requests, including listing PRs, fetching diffs, adding comments, and performing automated code reviews.
AbdelrhmanSror/AzureDevopsMcp
TesteServidorMCP
Provide a Python-based MCP server that offers tools for word frequency counting, URL extraction, AI site recommendation, and internal log registration. Enable integration with LLM applications to perform these specific actions dynamically. Facilitate enhanced interaction with external data and operations through a simple MCP interface.
paolaalim/testemcp
timeline-mcp
A deterministic MCP server that gives AI assistants a temporal memory layer by extracting events from conversation, normalizing time expressions, and maintaining structured timeline state to enable consistent multi-session conversations.
bmit20/timeline-mcp
MCP Agent Memory
A production-ready MCP server that enables multiple AI agents to collaborate through a shared, concurrency-safe memory space. It supports advanced search, full CRUD operations, and automatic backups to facilitate asynchronous communication between agents.
justanotherspy/mcp-agent-memory
MCPAuthFuncapp
A secure Model Context Protocol backend service built on Azure Functions that provides authenticated access to Microsoft Graph API. It leverages Azure Active Directory and APIM to enable secure tool discovery and user context management through the OAuth On-Behalf-Of flow.
gangularamya/MCPAuthFuncapp
Md2svg-mcp
Converts Markdown text into customizable SVG images, supporting elements like headings, lists, and tables. It enables MCP clients to visualize Markdown content in a scalable vector graphic format with custom dimensions and padding.
yossi-lee/md2svg-mcp
Traefik MCP Server
Enables AI assistants to query and manage Traefik reverse proxy configurations, including routers, services, and middlewares, through natural language. It supports monitoring service health, viewing statistics, and performing administrative tasks across various providers like Docker.
theupriser/treafik-mcp
FeedbinMCP
An MCP server that enables users to interact with their Feedbin RSS account directly through Claude. It provides tools for reading articles, managing read and starred states, and browsing subscribed feeds and tags.
hypermoose/FeedbinMCP
Google Calendar
Integrates with Google Calendar API for viewing, creating, and managing calendar events to enhance scheduling assistance and meeting management without requiring application switching.
avik-creator/googlecalendarmcp
vSphere MCP Server
A comprehensive MCP server for VMware vSphere management, enabling AI agents to perform VM operations, monitoring, snapshots, and reporting through a secure, Dockerized environment.
giuliolibrando/vmware-vsphere-mcp-server
Multi Agent Orchestrator MCP
Coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to plan, build, test, and deploy applications with self-healing capabilities, authentication, and analytics for autonomous software engineering workflows.
ssdeanx/Orchestrator-mcp
AppFlowy Cloud MCP Server
Enables interaction with the AppFlowy Cloud API to manage workspaces, databases, and row operations. It provides tools for authentication, resource discovery, and full row manipulation including creation and upserts.
Jemo69/Appflowy-MCP
Amplenote Cache MCP Server
Provides access to your Amplenote SQLite database cache, enabling search and retrieval of notes and tasks, including full-text search, bidirectional references, task filtering by priority and due dates, and recently modified content tracking.
mikekwright/amplenote-cache-mcp
Backlink SEO
Classic SEO suites charge heavily for link indexes. This MCP gives individuals and agencies a free, automatable path to: surface pages that mention a brand (linked or not), narrow guest-post and resource-page angles, see who links to competitors, verify whether a page links to you, and pull contact signals for outreach—all orchestrated by Claude or Cursor through typed tools instead of brittle cop
vipulawl/mcp-backlink-for-seo
emcp
MCP server providing filesystem operations, shell execution, and web search capabilities.
slezica/emcp
KFabric
KFabric is a platform for building traceable and weighted documentary corpora from heterogeneous sources, prioritizing data quality before RAG implementation. It provides tools for document discovery, scoring, and fragment synthesis via an MCP server to prepare high-quality indexable artifacts.
fbailleux2/kfabric
FMP MCP Server
An MCP server that provides tools for financial analysis using the Financial Modelling Prep API. It enables users to retrieve real-time stock quotes, financial statements, valuation metrics, and sector performance data for investment research.
ccdatatraits/fmp-mcp-server
Say Hello
Generate friendly, personalized greetings by name. Toggle Pirate Mode for swashbuckling flair. Delight teammates, customers, or friends with quick, cheerful intros.
llsrrll96/my-mcp-server
GitHub Summary MCP
Generates daily GitHub work summaries by analyzing commits across all repositories a user owns or contributes to. It provides tools to fetch today's commit activity and deduplicate repository-specific updates for easy reporting.
muhammadzaeemaltaf/github-summary-mcp
Vibe Stack MCP
Helps developers choose optimal technology stacks through progressive questioning about project requirements, budget, and technical comfort level. Provides personalized recommendations focused on beginner-friendly Platform-as-a-Service solutions with deployment guides and cost estimates.
memextech/vibe-plan-mcp
MCP + CrewAI Agentic Integration
A FastMCP server providing real-time weather, news retrieval, and local note management tools for autonomous CrewAI agents. It enables context-aware multi-agent workflows with observability and high-speed inference integration.
vad-007/MCP_Integration_crewai
FinanceExpert
Enables fetching stock quotes, historical prices as CSV, and plain-text Unicode price charts via Yahoo Finance data.
geddamsatish/mcp-stock-server
Jimeng Image MCP Server
An MCP server providing AI image generation via Jimeng models, specifically designed for web design and placeholder creation. It features multi-model support, customizable parameters, and optional persistent storage using Tencent Cloud COS.
NanguangChou/jimeng_image_mcp
mcp-server-microsoft-paint
ghuntley/mcp-server-microsoft-paint
Market Fiyatı MCP Server
Enables searching and comparing grocery prices from Turkish markets via marketfiyati.org.tr.
mehmetcanbozkus/market-fiyati-mcp-server
fs-mcp
Hosted filesystem MCP server over HTTP with auth. Enables reading, writing, editing, searching, and listing files via MCP tools like grep, glob, and tree.
quincydelp/fs-mcp
MCP Weather & Files AI Server
An advanced Model Context Protocol server that integrates real-time weather data, local file system navigation, and geographic information with AI-powered analysis tools. It enables users to perform complex data evaluations and manage files while accessing live climatic and demographic data through compatible MCP clients.
gabriellsanabria/mcp-weather-server
AI Sticky Notes
Lightweight MCP server for adding, reading, and summarizing sticky notes persisted in a local file.
Thaiebu/mcp_not_taking_app_with_claude
Ghost CMS MCP
Unofficial MCP server for Ghost CMS that enables managing posts, pages, tags, and images through any MCP-compatible client.
matveev-pavel/ghost-mcp
Universal Database MCP Server
A versatile MCP server that connects to multiple relational databases (MySQL, PostgreSQL, Oracle, SQL Server, SQLite) and enables secure read-only SQL query execution and metadata access.
xiaoshi7915/universal-db-mcp-server
mcp-plus-tard
Schedule posts around social networks
boreales/mcp-plus-tard
FastApply MCP Server
Enables AI-powered code editing with preview and validation capabilities through FastApply language models. Features automatic backups, atomic file operations, and support for multiple FastApply-compatible backends like LM Studio and Ollama.
tickernelz/fastapply-mcp
Allstacks
AI-ready access to engineering intelligence and analytics
allstacks/allstacks-mcp-server
a2atlassian
Agent-to-Atlassian Give AI agents access to Jira and Confluence. Save credentials once, work from anywhere. Jira + Confluence · read-only by default · pre-configured connections · compact TSV output
agentic-eng/a2atlassian
research-automation-mcp-server
Enables autonomous research by integrating multiple free sources including web search, Wikipedia, arXiv, and Crossref, with no API keys required.
AiAgentKarl/research-automation-mcp-server
mcp-github-advanced-search
Enables LLMs to perform advanced GitHub code searches with intelligent filtering and content retrieval using Playwright automation, optimized for DeepSeek integration.
louiscklaw/mcp-github-advanced-search
ChromaDB MCP Server
An MCP server that exposes ChromaDB vector database operations, enabling AI assistants to perform collection management and semantic document searches. It supports HTTP, persistent, and in-memory connection modes along with various embedding providers including OpenAI and HuggingFace.
rkilchmn/chroma-mcp-server
Databricks MCP Server
Exposes Databricks REST API as MCP tools for managing clusters, jobs, notebooks, SQL queries, Unity Catalog, and more. Enables AI agents to interact with Databricks workspaces through natural language.
markov-kernel/databricks-mcp
Real Estate Data Manager
Provides mock real estate data management with property listings, agent profiles, client databases, and market analytics for Riverside, California, enabling property search, client-property matching, market analysis, and area comparisons.
agentic-ops/real-estate-mcp
tuvi-mcp
MCP server for Vietnamese fortune-telling based on lunar calendar, providing birth date analysis, daily fortune, and general fortune predictions using traditional elements like Can Chi and Ngũ Hành.
MaoBui2907/tuvi-mcp
Bitcoin OP_RETURN
Integrates with Bitcoin's blockchain through Lightning Network payments, enabling permanent embedding of custom messages in OP_RETURN outputs and retrieval of previously stored blockchain data.
benthecarman/mcp-op-return
lsl-mcp
A Model Context Protocol (MCP) server providing accurate LSL (Linden Scripting Language) reference data to AI coding assistants, grounded in the official Second Life wiki with a curated database of AI-specific pitfalls.
Treeeeeeeeeeeeee/second-life-mcp-server
BlenderMCP
Enables Claude Desktop to control Blender 5.0.1 on Windows for tasks such as creating 3D objects, executing Python scripts, and rendering scenes. It allows users to manage Blender's environment and perform 3D modeling operations using natural language commands.
Aryeon0228/BlenderMCP
MCP Server for Up-to-Date Library Documentation
Provides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling accurate and up-to-date code suggestions.
AmirUpSkill/Mcp-Server
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
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