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.
Thenvoi MCP Server
Provides seamless integration with the Thenvoi AI platform, enabling AI agents and users to manage agent identities, create and participate in chat rooms, send messages with mentions, post execution events, and manage conversation lifecycles.
thenvoi/thenvoi-mcp
Aiqbee Brain
AI knowledge graph for architecture, portfolio, and digital strategy management.
AIQBee/aiqbee-ai
Power Assist MCP Server
Provides a comprehensive suite of utility tools for string manipulation, mathematical calculations, and array processing via the Power Assist API. It enables complex data transformations and validations including regex operations, statistical analysis, and collection management.
BACH-AI-Tools/bachai-power-assist
mcp-ip2whois
A Model Context Protocol (MCP) server that provides comprehensive WHOIS lookup capabilities using the IP2WHOIS API. This server allows AI agents to query domain registration details, including expiry dates, registrar information, and registrant data.
ip2whois/mcp-ip2whois
Constellation Composition MCP Server
Translates astronomical constellation patterns and mythological metadata into deterministic compositional parameters for AI image generation. It allows users to search constellations by theme and map star patterns to precise canvas focal points across various scales.
dmarsters/constellation-composition-mcp
PDF Tools MCP Server
A comprehensive tool server for reading, merging, and extracting content from PDF files via local paths or direct URLs. It enables metadata retrieval, regex searching, and page-specific text extraction with built-in caching and workspace-restricted security.
lockon-n/pdf-tools-mcp
GitHub MCP Server
A Python-based Model Context Protocol server that provides 87 tools for comprehensive interaction with the GitHub API. It enables AI agents to manage repositories, issues, pull requests, workflows, and projects through automated commands.
software-engineer-mj/github-mcp
linkrescue-mcp
MCP server for broken link detection, monitoring, and AI-powered fix suggestions. Scans URLs or sitemaps, estimates SEO and revenue impact, and returns actionable remediation steps. Built with FastMCP 3.x.
carsonroell-debug/linkrescue-mcp
Google Ads API v20 MCP Server
Provides comprehensive access to Google Ads API v20, enabling AI assistants to manage campaigns, accounts, assets, and reporting through natural language. It features automatic retry logic, GAQL query support, and advanced functionality for Performance Max and Demand Gen campaigns.
DigitalRocket-biz/google-ads-mcp-v20
contextstream/mcp-server
ContextStream MCP server - v0.4.x with consolidated domain tools (~11 tools, ~75% token reduction). Code context, memory, search, and AI tools.
contextstream/mcp-server
aipaygen-mcp
250+ AI-powered MCP tools: research, write, code, translate, scrape, sentiment, vision, RAG, agent memory, marketplace, trading signals, and more. 15 models across 7 providers. Pay-per-use via API key or x402 USDC micropayments.
Damien829/aipaygen
Humanizer APIs MCP Server
Enables access to Humanizer APIs for text humanization with multiple models including basic, easy-use, and multi-language support. Requires API key authentication.
BACH-AI-Tools/bachai-humanizer-apis
NRTSearch MCP Server
Enables AI assistants to search and query Lucene/NRTSearch indexes using natural language, supporting full Lucene query syntax including Boolean, phrase, range, wildcard, and fuzzy searches with highlighting and custom field retrieval.
tvergilio/nrtsearch-mcp-server
MCP SearXNG Enhanced Server
Enhanced MCP server for SearXNG: category-aware web-search, web-scraping, and date/time retrieval.
OvertliDS/mcp-searxng-enhanced
🔍 🤖 🌐 Ollama Chat with MCP
This app demonstrates use of MCP server and client in a local model chat via Ollama that incorporates web search via Serper.
redbuilding/ollama-chat-with-mcp
SkillMesh
SkillMesh is a retrieval router for MCP/LLM tool catalogs. It selects top-K relevant expert cards instead of loading every tool, reducing prompt size, by improving tool selection, and lowering token cost. Supports Claude MCP, Codex skills, and OpenAI-style function schemas.
varunreddy/SkillMesh
AgentAnycast
Discover and communicate with AI agents over encrypted P2P networks. Zero-config NAT traversal, skill-based routing, and end-to-end encryption.
AgentAnycast/agentanycast-node
Dev.to MCP Server
MCP Server of DevTo
Arindam200/devto-mcp
Web Tools
Provides local LLMs with web search, page screenshots, and readable text extraction through a local MCP server running on localhost.
bigstationw/local-mcp-server
GetKin Agent Infrastructure
Provides agent infrastructure tools including LLM model routing, availability monitoring, and memory compression.
chipbaskets/getkin-mcp
Vector Memory MCP
A secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.
Xsaven/vector-memory-mcp
KPI-Lens
Supply chain intelligence platform with anomaly detection and LLM root-cause analysis.
aliivaezii/kpi-lens
Saiten MCP Server
Automates the evaluation of GitHub hackathon submissions by providing tools to collect issue data, apply scoring rubrics, and generate ranking reports. It enables a multi-agent system to manage scoring consistency, statistical outlier detection, and feedback generation through the GitHub CLI.
aktsmm/FY26_techconnect_saiten
clawd-mcp
Bridges Cursor and Claude Desktop with the OpenClaw and Moltbook ecosystems to manage personal AI agents and communication gateways across platforms like WhatsApp and Discord. It provides MCP tools to invoke agents, manage sessions, and handle social agent interactions within a secure, virtualized environment.
sandraschi/openclaw-molt-mcp
ILBudget-mcp
MCP Server for Israel budget
david-aftergut/ILBudget-mcp
Databricks MCP Server
Enables AI assistants to interact with Databricks workspaces by hosting secure MCP prompts and tools on Databricks Apps. It allows users to execute Python-based tools using the Databricks SDK and manage prompts through simple markdown files.
elliottatran/mcp_db
Open CLAW Knowledge Distiller
Converts YouTube and Bilibili videos into structured knowledge articles using local transcription or subtitle extraction combined with AI-powered summarization. It supports multiple summary styles and provides tools to process URLs, track job status, and retrieve results directly within MCP-compatible agents.
destinyfrancis/openclaw-knowledge-distiller
Volatility 3 Memory Forensics
Integrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs.
bornpresident/volatility-mcp-server
Piazza MCP Server
Enables AI agents to browse, search, and read content from Piazza course forums. It provides tools to list enrolled classes, search posts by keywords or folders, and retrieve full discussion threads including answers and follow-ups.
smchase/piazza-mcp
Bugzilla
Model Context Protocol server for Bugzilla. Enables AI apps to interact with Bugzilla bug tracking systems.\r\n\r\n
SanthoshSiddegowda/bugzilla-mcp
Telephony MCP Server
Enables LLM applications to make voice calls and send SMS messages through the Vonage API, allowing AI assistants to perform real-world telephony operations with support for speech recognition and customizable voice parameters.
khan2a/telephony-mcp-server
Access and SQLite MCP Server
Enables AI interaction with Microsoft Access and SQLite databases to perform SQL queries, updates, and data management. It supports importing and exporting data via CSV and Excel files and includes tools for managing human-readable notes about database files.
scanzy/mcp-server-access-mdb
OPS
OPS is a MCP server that allows you to build, deploy and orchestrate unikernels on any cloud from AWS to GCP or Azure. Unikernels are single application virtual machines with no users, no shells and no ability to run other programs.
nanovms/ops-mcp
Jira MCP
A Go-based MCP (Model Control Protocol) connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
nguyenvanduocit/jira-mcp
DPSCoach
An AI-powered combat log analyzer for Throne & Liberty that provides actionable DPS metrics using a local DuckDB event store and MCP tools. It enables users to ask natural-language questions about their performance and receive insights through automated SQL analysis.
stalcup-dev/tl-dps-mcp
mysql-mcp-server
A server application designed on top of MCP to interact with Cursor and MySQL.
Mineru98/mysql-mcp-server
AWS Application Signals MCP Server
Enables AI assistants to monitor and troubleshoot AWS Application Signals services by tracking service health, analyzing SLO compliance, querying CloudWatch metrics, and investigating issues using distributed tracing with AWS X-Ray.
mxiamxia/appsignals-mcp
U2
Connect to Rocket Universe/UniData MultiValue databases
bpamiri/u2-mcp
MATLAB MCP Tool
Enables interactive MATLAB development by allowing users to execute scripts and specific code sections, manage workspace variables, and capture generated plots. It integrates with the MATLAB Python Engine to provide persistent execution context for MCP-compatible clients.
neuromechanist/matlab-mcp-tools
slack-mcp
Enables comprehensive interaction with Slack workspaces, allowing users to manage channels, send messages, and search history. It supports managing reminders, pins, reactions, and user information through the Model Context Protocol.
annyzhou/slack-mcp
FEA-MCP Server
FEA AI MCP Server (for LUSAS, ETABS etc)
GreatApo/FEA-MCP
freee MCP Server
Enables Claude to interact with freee accounting software through OAuth 2.0 authentication, supporting operations like transaction creation, account management, receipt uploads, and financial statement retrieval.
Unson-LLC/freee-mcp
scraperapi-mcp-server
A local MCP server that lets AI agents bypass bot detection, geo-restrictions, and JavaScript rendering challenges when scraping the web, backed by ScraperAPI's services
scraperapi/scraperapi-mcp
ReserveOracle
Reserve Asset Intelligence MCP — live gold/silver prices as ES256K-signed evidence payloads, 80+ RWA token profiles (PAXG, XAUT, BlackRock BUIDL) with issuer LEI, custody, MiCA Art.36 context, and real cryptographic signatures.
ToolOracle/reserveoracle
ExcelForge
A Windows-based MCP server that enables AI assistants to manage Excel files through the desktop application, supporting workbook operations, data manipulation, and formula validation. It features robust safety tools including snapshot-based rollbacks, path restrictions, and comprehensive audit logging.
derek2000139/Excel_VBA_MCP
agentic-platform
Score your agent's governance (0-100), lint MCP tool definitions, and estimate costs across all major models. Free diagnostic tools with no API key needed. Expert skill files on governance, economics, and system architecture available with free tier.
andysalvo/agentic-platform
MCP Server for cryptographic hashing
A Model Context Protocol (MCP) server for calculating MD5 and SHA-256 hashes, complete with tools and guides for understanding and building MCP servers. Works with Claude Desktop & VSCode.
kanad13/MCP-Server-for-Hashing
zotero-word-mcp
A Windows-based MCP server that enables the insertion of native Zotero citations and bibliographies into Microsoft Word desktop documents. It ensures references remain fully compatible with the official Zotero plugin for dynamic refreshing and ongoing manual maintenance.
Zhangchaokai1/zotero-word-mcp
Agentic Retail MCP System
A full-stack AI application implementing a Model Context Protocol server for retail operations. It enables users to query inventory, analyze pricing elasticity, and get demand forecasts through a conversational interface connected to Firebase Firestore.
sumitdeyonline/MCPServerCleintHost
Doubao MCP Agent
A local skill assistant based on the Model Context Protocol that integrates with the Volcengine Doubao API to provide tools like calculators and weather queries. It features a Web interface and a modular architecture that allows developers to easily register and deploy custom local AI skills.
taffy123d/LocalSkill-MCP-Agent
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