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The MCP Trust Index.

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).

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We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.

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23,544 MCPs on the index

Page 181 of 471

73/100 Code
tools pending

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

73/100 Code
tools pending

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

73/100 Code
tools pending

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

73/100 Code
13 tools

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

73/100 Code
5 tools

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

73/100 Code
tools pending

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

73/100 Code
9 tools

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

73/100 Code
2 tools

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

73/100 Code
tools pending

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

73/100 Code
9 tools

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

73/100 Code
tools pending

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

73/100 Code
5 tools

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

73/100 Code
10 tools

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

73/100 Code
12 tools

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

73/100 Code
11 tools

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

73/100 Code
tools pending

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

73/100 Code
1 tools

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

73/100 Code
3 tools

arifOS

by ariffazil

Constitutional AI governance kernel that enforces 13 safety rules between language models and tools.

ariffazil/arifos

73/100 Code
9 tools

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

73/100 Code
tools pending

ActivitySmith MCP Server

by stumpyfr

Exposes ActivitySmith notifications and live activity tools.

stumpyfr/mcp-activitysmith

73/100 Code
20 tools

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

73/100 Code
20 tools

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

73/100 Code
7 tools

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

73/100 Code
tools pending

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

73/100 Code
3 tools

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

73/100 Code
tools pending

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

73/100 Code
8 tools

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

73/100 Code
tools pending

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

73/100 Code
tools pending

mcp-census

by aaronbrezel

Proof of concept for an MCP Server delivering Census Bureau data for AI Agent interoperability

aaronbrezel/mcp-census

73/100 Code
tools pending

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

73/100 Code
11 tools

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

73/100 Code
15 tools

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

73/100 Code
4 tools

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

73/100 Code
6 tools

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

73/100 Code
8 tools

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

73/100 Code
17 tools

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

73/100 Code
4 tools

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

73/100 Code
8 tools

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

73/100 Code
1 tools

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

73/100 Code
1 tools

Lead-generator-mcp-server

by 4darsh-dev

A mcp server for leads generator using google maps through playright

4darsh-Dev/Lead-generator-mcp-server

73/100 Code
8 tools

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

73/100 Code
1 tools

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

73/100 Code
4 tools

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

73/100 Code
5 tools

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

73/100 Code
5 tools

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

73/100 Code
tools pending

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

73/100 Code
18 tools

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

73/100 Code
150 tools

Agent Passport

by aeoess

Ed25519 identity, delegation, governance, and commerce infrastructure for autonomous agents.

aeoess/agent-passport-mcp

73/100 Code
13 tools

Hecatoncheire MCP

by srose69

Multi-agent continuous development system with local LLM orchestration.

srose69/hecatoncheire

73/100 Code
5 tools

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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