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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TShark2MCP
by niusulong
An MCP server that enables AI-assisted network packet analysis using Wireshark's TShark tool. It provides tools for pcap file overview, session extraction, protocol filtering, and statistical analysis through a standardized interface.
niusulong/TShark2MCP
Optimized Memory MCP Server v2
by agentwong
This is a personal project to test Claude AI's ability to self-write an MCP Server code for its own use.
AgentWong/optimized-memory-mcp-serverv2
Godot MCP
by mhrnmhrn
Enables AI agents to create, edit, and run Godot 4.5+ games by providing tools for project scaffolding, scene manipulation, and engine interaction. It supports full game development workflows including node editing, script attachment, and project execution with debugging capabilities.
MhrnMhrn/godot-mcp
TrueNAS Scale MCP Server
by svnstfns
A Model Context Protocol (MCP) server that enables AI assistants to manage TrueNAS Scale Custom Apps using natural language commands, with tools for deploying, managing, and monitoring Docker Compose applications.
svnstfns/truenas-mcp-server
serper-discover-mcp
by leeyseo
Korean-aware Google search and place discovery server using Serper API. Features include web search, Naver blog/cafe search, and a unique discover_places tool that generates queries from Korean area and category to extract place names.
leeyseo/serper-discover-mcp
Youtube To Mp315 MCP Server
by bach-ai-tools
Enables conversion of YouTube videos to MP3 format through the Youtube To Mp315 API. Supports checking conversion status, retrieving video titles, and asynchronous video-to-audio conversion with customizable quality and time range settings.
BACH-AI-Tools/bachai-youtube-to-mp315
otel-instrumentation-mcp
by liatrio-labs
Bridges AI coding assistants with the OpenTelemetry ecosystem, providing real-time access to repositories, documentation, examples, semantic conventions, and instrumentation scoring for high-quality observability.
liatrio-labs/otel-instrumentation-mcp
Perplexica MCP Server
by armand0e
Enables AI-powered searches through a local Perplexica instance with multiple focus modes including web search, academic search, YouTube, Reddit, and more, with streaming support and conversation history.
armand0e/perplexica-mcp
codex-chatgpt-bridge
by dalomeve
Local MCP bridge enabling ChatGPT web to access approved local files and execute tasks via local Codex.
Dalomeve/codex-chatgpt-bridge
paprika-mcp
by sandordaroczi
Enables natural language interaction with Paprika Recipe Manager to create, search, update recipes, and generate food photos via AI.
sandordaroczi/paprika-mcp-python-server
Markdown Frontmatter MCP
by caffeinatedwes
Enables querying Markdown files in knowledge bases (like Obsidian vaults) by front matter metadata, filtering notes by tags, recency, and folders to surface relevant content based on created/updated dates.
caffeinatedwes/markdown-frontmatter-mcp
Zoho Timeline MCP Server
by johnelamont
Enables Claude Desktop to interactively capture and analyze Zoho CRM timeline screenshots, automatically extracting timeline events, workflows, and functions through OCR and vision API, with export to JSON and Markdown formats.
johnelamont/zoho-timeline-mcp
nextcloud-agent
by knuckles-team
Enables to manage Nextcloud files, user info, sharing, calendar, and contacts through optimized MCP tools with dynamic tool selection and enterprise-grade security.
Knuckles-Team/nextcloud-agent
decomp-me-mcp
by itsgrimetime
This MCP server enables AI assistants to interact with decomp.me for video game decompilation projects, providing tools to fetch scratches, compile code, analyze diffs, search contexts, and iterate on improvements.
itsgrimetime/decomp-me-mcp
pinterest-mcp
by clugtu
Enables AI agents to manage Pinterest boards and pins, create and update pins, and track analytics via the Pinterest API v5.
clugtu/pinterest-mcp
Leeroopedia MCP Server
by leeroo-ai
MCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent building, and more.
Leeroo-AI/leeroopedia-mcp
mood
by florianwilk
Enables AI to display its current mood as a locally generated ASCII face using Stable Diffusion, with a tool feel(emotion) that the AI can call to update the terminal display.
FlorianWilk/mood
arifOS
by ariffazil
Constitutional AI governance kernel that enforces 13 safety rules between language models and tools.
ariffazil/arifos
ZDTP Chess
by chavezailabs
Multi-dimensional chess analysis MCP server using Zero Divisor Transmission Protocol, evaluating positions across tactical, positional, and strategic layers with gateway convergence detection.
ChavezAILabs/zdtp-chess
ActivitySmith MCP Server
by stumpyfr
Exposes ActivitySmith notifications and live activity tools.
stumpyfr/mcp-activitysmith
AgencyAnalytics MCP Server
by osherai
Enables AI assistants to manage campaigns, users, backlinks, keywords, and SEO rankings through natural language using the AgencyAnalytics API.
osherai/mcp-agencyanalytics-python
mcpbrain
by centrepoint-church
A local-first personal knowledge daemon that syncs Gmail, Drive, and Calendar into a SQLite store for search and context retrieval via Claude Desktop over MCP.
Centrepoint-Church/mcpbrain
Unified Dynamic MCP Server
by sasajib
Consolidates code understanding, documentation, browser automation, memory, and knowledge graph into a single MCP server with progressive discovery for up to 98% token reduction.
sasajib/unified-mcp
bach-jsearch
by bach-ai-tools
MCP server for accessing Jsearch API to search jobs, get job details, and retrieve salary estimates.
BACH-AI-Tools/bachai-jsearch
advertising-hub
by itallstartedwithaidea
The open-source one-stop shop for advertising platform APIs, MCP servers, AI agents, and PPC automation. 14 platforms (Google Ads, Meta, Microsoft, Amazon, LinkedIn, Pinterest, Reddit, Spotify, TTD, Criteo). 25+ AI agents. Production tooling for digital marketers and developers.
itallstartedwithaidea/advertising-hub
ritn3d-mcp
by printplan3d
Enables AI agents to prepare floor plans for Ritn3D and interpret 3D outputs by providing tools for validation, complexity estimation, pricing, and failure analysis.
printplan3d/ritn3d-mcp
atomno-mcp-seo-audit
by atomno-mcp
MCP server for technical SEO audits, powered by the detail.web engine. Run a site audit straight from your AI agent to get a health score, issues across 8 categories, and a GEO sub-score.
atomno-mcp/mcp-seo-audit
bach-whatsapp_number_validators
by bach-ai-tools
An MCP server for the WhatsApp Number Validators API that enables users to verify WhatsApp registration and business account status for single or bulk phone numbers. It also provides phone number validation with suggested alternatives for invalid entries across different countries.
BACH-AI-Tools/bachai-whatsapp-number-validators
mcp-census
by aaronbrezel
Proof of concept for an MCP Server delivering Census Bureau data for AI Agent interoperability
aaronbrezel/mcp-census
JIRA MCP Server
by wunderfrucht
An AI-friendly JIRA integration server using the Model Context Protocol, providing semantic tools for searching and interacting with JIRA issues without requiring JQL knowledge.
wunderfrucht/gouqi-mcp-server
Mashov MCP Server
by amitmarcus
Enables interaction with the Mashov school management system API, allowing retrieval of grades, schedule, messages, and more through natural language.
AmitMarcus/MashovMCP
powerbi-plus
by rajivdatta
MCP server for building and inspecting Power BI report visuals by editing PBIR files on disk, enabling page, chart, slicer, and layout management.
rajivdatta/mcp-powerbi-plus
remote-mcp-linkedin
by alexanderskorokhodov
Enables read-only extraction of LinkedIn profile data via MCP tools, using a local browser bridge for secure, authenticated access without exposing browser credentials.
alexanderskorokhodov/remote-mcp-linkedin
Reddit MCP Server
by pranay-a17
Enables AI agents to search, read, and analyze Reddit content, including posts, comments, subreddits, and user profiles using natural language commands. It provides atomic tools for interacting with the Reddit API to retrieve trending topics and community metadata.
Pranay-A17/reddit-mcp-server
payu-mcp-server
by payu-intrepos
Integrates PayU payment services with AI tools through the Model Context Protocol, enabling payment link creation, transaction retrieval, and settlement analysis.
payu-intrepos/payu-mcp-server
mattermost-mcp
by xcud
Enables AI agents to interact with Mattermost workspaces for messaging, channel management, user operations, and file handling via the Model Context Protocol.
xcud/mattermost-mcp
Bambuddy MCP Server
by mrmebelman
Enables AI assistants to interact with Bambuddy's 3D printer management API, including printer status, print queue, filament spools, and camera snapshots.
MrMebelMan/bambuddy-mcp
Salesmate MCP Server
by arnav-chauhan-kgpian
A production-ready MCP server that exposes the Salesmate CRM to Claude Desktop, enabling search, update, and creation of contacts, deals, tasks, notes, and activities.
arnav-chauhan-kgpian/salesmate-mcp
SignNow API Helper MCP
by signnow
Enables developers to interact with SignNow API for document signing workflows, providing documentation access, code examples, and authentication help.
signnow/sn-api-helper-mcp
Lead-generator-mcp-server
by 4darsh-dev
A mcp server for leads generator using google maps through playright
4darsh-Dev/Lead-generator-mcp-server
MCP Reddit Server
by aanerud
A comprehensive MCP server for Reddit that provides 8 tools for fetching posts, comments, and subreddit info, plus a REST API and Azure deployment support.
Aanerud/Reddit-MCP
Google Scholar MCP Server
by arrogant-r
Enables AI assistants to search and access academic papers from Google Scholar via MCP protocol, with support for keyword, author, and year filtering, CAPTCHA handling, and BibTeX retrieval.
arrogant-R/google_scholar_mcp
System R Risk Intelligence
by system-r-ai
Pre-trade risk validation and position sizing for AI trading agents via G-formula and Iron Fist.
System-R-AI/systemr-python
mcp-walmart-ads
by alyiox
MCP server for Walmart Connect Ads APIs, enabling AI agents to execute any Sponsored Search or Display API endpoint with automatic RSA-SHA256 signing and download display snapshots.
alyiox/mcp-walmart-ads
memory-quality-mcp
by ladyiceberg
Audits your Claude Code memory store with 4-dimension quality scoring and actionable cleanup recommendations, including a visual dashboard.
ladyiceberg/memory-quality-mcp
News Api14 MCP Server
by bach-ai-tools
Enables access to News Api14 for searching and retrieving news articles, publishers, and trending topics with filtering by country, language, category, and date.
BACH-AI-Tools/bachai-news-api14
Raley
by johnzfitch
Automated grocery shopping assistant with intelligent unit pricing and automatic coupon clipping, enabling AI to search products, manage carts, and plan grocery runs via Claude Desktop or CLI.
johnzfitch/raley-bot
Agent Passport
by aeoess
Ed25519 identity, delegation, governance, and commerce infrastructure for autonomous agents.
aeoess/agent-passport-mcp
Hecatoncheire MCP
by srose69
Multi-agent continuous development system with local LLM orchestration.
srose69/hecatoncheire
arxiv-smart-mcp
by florianbuetow
MCP server for searching and reading arXiv papers from AI assistants, with built-in rate limiting to avoid API blocks.
florianbuetow/arxiv-smart-mcp
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