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.
MCP Action Firewall
A transparent proxy that intercepts high-risk tool calls and requires OTP-based human approval before they can be executed. It acts as a configurable circuit breaker between AI agents and target MCP servers to prevent unauthorized or dangerous actions.
starskrime/mcp-action-firewall
TOON MCP Server
Converts JSON data and system prompts to and from TOON (Token-Oriented Object Notation) format, reducing token usage by 30-60% when interacting with LLMs while preserving data structure.
HasnainAli47/toon-mcp-server
e-Gov Law MCP Server
Enables intelligent search and retrieval of Japanese legal statutes through the e-Gov API. Supports smart lookup of laws and articles with abbreviation recognition, batch processing, and multi-tier caching for high-performance legal research.
ryoooo/e-gov-law-mcp
binance-mcp
Binance MCP Server
valerioey/binance_mcp
Interactive Feedback MCP
Provides a Qt-based graphical interface for AI tools like Cursor to facilitate real-time human feedback and streamlined command execution. It features customizable shortcut responses, image processing, and a structured RIPER-5 workflow protocol to improve development accuracy and efficiency.
liaosiqian/interactive-feedback-mcp
Shell and Coding agent for Claude and other mcp clients
Shell and coding agent on claude desktop app
rusiaaman/wcgw
MCP Salesforce Lite
Enables AI assistants to securely interact with Salesforce CRM data through SOQL queries, CRUD operations, and metadata exploration. Supports connecting to Salesforce objects like Accounts, Contacts, and Opportunities via OAuth 2.0 authentication.
luvl/mcp-salesforce-lite
ASCII Banner MCP Server
An MCP server for getting ASCII banners
guilyx/ascii_banner_mcp
hyprland-mcp
An MCP server for Hyprland desktop automation that allows AI assistants to see the screen, control mouse and keyboard, and manage windows using native Wayland tools. It integrates OCR for text-based interaction and supports complex multi-monitor setups with pixel-accurate coordinate mapping.
alderban107/hyprland-mcp
Pixiv MCP Server
Enables browsing, searching, and downloading Pixiv content including illustrations, rankings, recommendations, and user bookmarks. Supports intelligent batch downloads with automatic Ugoira-to-GIF conversion and OAuth 2.0 authentication.
amxkifir/pixiv-mcp-server
Z-Image Studio
A local text-to-image generation server that enables AI agents to generate images, manage models, and browse history using the Z-Image-Turbo model. It supports hardware acceleration across NVIDIA, Apple Silicon, and AMD GPUs via multiple MCP transport protocols.
iconben/z-image-studio
groupme-mcp
An MCP server that integrates with the GroupMe API v3 to allow AI assistants to manage groups, messages, members, and bots. It enables comprehensive interaction with the GroupMe platform, including sending direct messages, liking content, and managing user blocks.
KalebJS/groupme-mcp
HireBase MCP Server
A Python MCP Server for hirebase.org's API
jhgaylor/hirebase-mcp
Waggle-mcp
Most LLMs forget everything when the conversation ends. waggle-mcp fixes that by giving your AI a persistent knowledge graph it can read and write through any MCP-compatible client.
Abhigyan-Shekhar/Waggle-mcp
Layer.ai MCP Server
Enables users to generate and manage 2D game assets like sprites, characters, and backgrounds directly from their development environment using the Layer.ai platform. It supports asset creation with transparency, prompt optimization, and automatic saving of generated files to local project directories.
bahadirbklg/layer-ai-mcp-server
WaveGuard
An MCP server that exposes GPU-accelerated anomaly detection to AI assistants via the Model Context Protocol. Provides two MCP tools: waveguard_scan (send training + test data in one call, returns per-sample anomaly scores and top explanatory features) and waveguard_health (check API and GPU status). Works on time series, JSON, numbers, text, and images — fully stateless.
gpartin/WaveGuardClient
agloop-mcp
An MCP server providing 14 introspection tools for AgLoop, a custom agent framework for VS Code Copilot. It enables users to monitor and manage agent states, tasks, execution logs, and plans through a set of specialized read and write tools.
zebbern/agloop-mcp
longmem
Hybrid semantic + keyword memory across all your projects. Works with Cursor, Claude Code, and your team.
marerem/longmem
PDF MCP Flow
Enables AI-driven PDF document processing including PDF to Markdown conversion, intelligent text and table extraction, image extraction, format conversion between PDF/Word/Markdown, batch processing, and fuzzy search - optimized for LLM context and RAG workflows.
Dublin1231/PDF_MCP_Flow
Ollama MCP Server
Enables complete local Ollama management including listing models, chatting with local LLMs, starting/stopping the server, and getting intelligent model recommendations for specific tasks through natural language commands.
paolodalprato/ollama-mcp-server
sk-registers-mcp
MCP server for Slovak business registers (RPO) — AI agents can query 1.4M+ Slovak legal entities via Slovakia's official Statistical Office API. Search companies by name, IČO, or get full entity details including legal form, address, and statutory representatives.
LegalEngineering/sk-registers-mcp
Linux Diagnostics MCP Server
This MCP server provides read-only Linux system diagnostics tools for inspecting system information, processes, and log snapshots. It enables AI models to analyze Linux system health, troubleshoot issues, and review security through workflow prompts and HTTP transport with API key authentication.
alonf/MCPPythonDemo
MCP Server Cybersecurity News
Implementazione di un server MCP integrabile con Claude Desktop che consente di accedere alle ultime notizie sulla cybersecurity da vari siti web.
forgeai-it/MCP-Server-Cybersecurity-News
Gov info api
an api wrapper for the us government info api
n00dlefr34k/gov-info-api-mcp
SDK MCP Server
A configurable MCP server providing searchable access to AI/ML SDK source code and documentation, supporting frameworks like OpenAI Agents and Google ADK. It enables AI assistants to browse files, extract class definitions, and compare implementations across different SDKs.
arunmenon/sdk-mcp-server
Sargoth Mermaid Renderer - MCP Server
MCP Server for the Sargoth Mermaid Editor API
floor-licker/sargoth-mcp
Graphiti-Memory MCP Server
Enables storing and querying memories in a Neo4j knowledge graph with automatic entity extraction. Supports adding episodes, searching entities and relationships, and managing graph data through natural language.
alankyshum/graphiti-memory
iCloud CalDAV MCP Connector
An MCP server that enables interaction with iCloud Calendars via the CalDAV protocol using an app-specific password. It allows users to list, create, update, and delete calendar events through MCP-aware clients like ChatGPT.
alexey-max-fedorov/icloud-mcp
jdwp-mcp
Сonnects to live JVMs via JDWP protocol, enabling LLM agents to autonomously debug Java applications — attach to a running process, pause threads, set breakpoints (including conditional), inspect stacks with auto-resolved object fields, evaluate methods, set variable values, and diagnose issues like deadlocks and hung queries.
dronsv/jdwp-mcp
MCP Apify
Enables AI assistants to interact with the Apify platform to manage actors, monitor runs, and retrieve scraped data from datasets. It supports natural language commands for executing web scrapers, managing tasks, and accessing key-value stores.
fvegah/mcp-apify
Massive.com MCP Server
Provides access to comprehensive financial market data from Massive.com API, including real-time and historical data for stocks, options, forex, crypto, trades, quotes, market snapshots, ticker details, dividends, splits, fundamentals, and market status through an LLM-friendly interface.
dev-wraithgt60/mcp_polygon
mcp-personal
Simple MCP client with config for servers
rsg43/mcp-personal
nexusfeed-mcp
Real-time LTL freight fuel surcharge rates for 9 US carriers and US state ABC liquor license compliance lookups (CA, TX, NY, FL). Every response includes a verifiability block with extraction confidence and source URL so agents can assess data quality before acting.
NexusFeed/nexusfeed-mcp
DiviDen MCP Server
Open coordination network for AI agents and their humans. 13 tools for structured coordination, job marketplace, reputation system. Dual-protocol: MCP + A2A. MIT licensed.
Denominator-Ventures/dividen
DuckDB MCP Server
Enables AI assistants and IDEs to execute SQL queries on local DuckDB databases, in-memory databases, or cloud-stored databases with support for flexible connections and configurable result limits.
boettiger-lab/mcp-server-duckdb
EoF Source Code Management
Qt-based source code management providing file operations and metadata extraction for local development workflows
britus/eofmcp
GroundAPI
Real-time data API for AI Agents. 10 MCP tools covering A-share stock quotes, market overview, fund data, web search, news, weather, logistics tracking, and IP geolocation.
qingkongzhiqian/groundapi
Google Scholar Search Server
Provide academic paper search capabilities by querying Google Scholar through a standardized MCP interface. Enable real-time streaming of search results and support multi-session interactions for seamless integration with AI models. Enhance research workflows by delivering structured scholarly data on demand.
mochow13/google-scholar-mcp
Frontmatter MCP
Enables querying and updating Markdown frontmatter metadata using DuckDB SQL, with optional semantic search capabilities for finding similar documents based on content.
kzmshx/frontmatter-mcp
Whoop MCP Server
Enables users to access Whoop biometrics including recovery, sleep, and strain scores while facilitating activity logging and device management. It allows for seamless interaction with health data to set alarms, update weight, and track activities through natural language commands.
jd1207/whoop-mcp
nia-link
Automate web browsing and data extraction by converting live pages into clean Markdown. Execute multi-step workflows and interact with websites using human-like movements.
nia-atavism/nia-link
glowfic-rag
Provides semantic search capabilities over glowfic.com content using a pre-built vector database and GTE-Large embeddings. It allows users to query specific continuities and authors through MCP-compatible tools in applications like Claude Code and Cursor.
keenanpepper/glowfic-rag
MCP Time Server
A lightweight Model Context Protocol server that provides current UTC time in various formats, including ISO 8601 and Unix timestamps. It is designed for seamless integration with Cursor IDE to provide consistent time-related capabilities across all development projects.
elimS2/mcp-time-server
mcpXL30
Enables LLM agents to control a Philips XL30 ESEM microscope by exposing tools for imaging, beam adjustment, and vacuum chamber operations. It features a safety envelope to regulate sensitive parameters like high tension and stage motion.
tspspi/mcpXL30
AbraFlexi
Integration with AbraFlexi ERP for managing invoices, contacts, products, and bank transactions.
vitexsoftware/abraflexi-mcp-server
FreeCAD MCP
Enables users to control FreeCAD through natural language for creating, editing, and managing 3D objects and documents. It supports executing Python code, capturing screenshots of the workspace, and importing parts from the FreeCAD library.
lzy-hhhh/freeCAD
MCPLens
A context-efficient proxy that replaces individual tool schemas with three meta-tools for semantic search, schema retrieval, and tool routing. It enables agents to manage hundreds of backend tools while maintaining a constant context footprint of approximately 500 tokens.
jcgs2503/mcpfind
matlab-mcp-server-python
MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard
HanSur94/matlab-mcp-server-python
giskard-oasis
Pay-per-use contextual guidance for AI agents. When an agent loses direction, it describes its state, pays 21 sats via Lightning or Arbitrum ETH, and receives its original purpose stripped of noise.
giskard09/giskard-oasis
myssl-mcp-server
MySSL MCP Server
trustasia-com/myssl-mcp-server-go
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