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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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We inspected the source code and checked that its capabilities match what the tool descriptions claim.

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Each MCP can earn one, two, or all three tiers independently.

23,503 MCPs on the index

Page 192 of 471

73/100 Code
4 tools

minimax-mcp

by klng79

Provides web search, image understanding, text-to-speech, and image generation tools via the MiniMax API.

Klng79/minimax-mcp

73/100 Code
2 tools

edgar-sec-mcp

by flothjl

An MCP Server to get data from EDGAR

flothjl/edgar-sec-mcp

73/100 Code
tools pending

smart-fork

by recursive-vibe

An MCP server for Claude Code that enables semantic search of past session transcripts and intelligent session forking, allowing users to find and resume from relevant previous conversations with full context.

recursive-vibe/smart-fork

73/100 Code
4 tools

AgentHiring AI Recruiting Server

by mohd-ibadullah

Exposes core recruiting tools such as candidate ranking, profile retrieval, honeypot audits, and job description parsing via stdio protocol.

mohd-ibadullah/AgentHiring

73/100 Code
tools pending

Open Ai21 MCP Server

by bach-ai-tools

Provides access to Open Ai21 API services including chatbots (GPT-3.5, Claude 3, Llama 3), text-to-image generation, image background removal, text-to-speech, question answering, and text summarization capabilities.

BACH-AI-Tools/bachai-open-ai21

73/100 Code
tools pending

Agent Delegation MCP

by csoai-org

Agent Delegation - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/agent-delegation-mcp

73/100 Code
8 tools

ARES MCP Server

by vzeman

Provides access to the Czech ARES business registry API, enabling search and retrieval of official information about Czech companies, validation of IČO numbers, and filtering by various criteria like legal form, industry codes, and location.

vzeman/ares-mcp-server

73/100 Code
9 tools

NDI-MCP-Server

by creintel

Built an MCP server that connects Claude Desktop, Cursor, or any MCP client to Northeast Deal Intel's CRE database. 8 tools: • search_deals — filter 14K+ active listings by state, type, score, cap rate • search_comps — 100K+ closed transactions for comp benchmarking • score_deal — submit any property for AI scoring against real comp data • find_1031_candidates — exchange-ready deal filter (price

CREIntel/ndi-mcp-server

73/100 Code
7 tools

Poke Google Docs MCP

by niharxavier

A remote MCP server that lets your Poke agent create and edit Google Docs.

niharxavier/poke-google-docs-mcp

73/100 Code
2 tools

npi-verify

by gm4prezi

MCP server for looking up and searching US healthcare providers in the CMS NPPES NPI Registry.

gm4prezi/npi-verify

73/100 Code
tools pending

Paprika MCP Server

by briantkatch

Enables AI assistants to search, read, and update recipes in Paprika Recipe Manager, allowing natural language interaction with your recipe collection including ingredients, directions, and metadata.

briantkatch/paprika-mcp

73/100 Code
3 tools

cyberrescue

by vivekpatil200320

A locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run diagnostic commands inside a container, all from a chat with Claude Desktop.

Vivekpatil200320/cyberrescue

73/100 Code
tools pending

RhinoMCP

by reer-ide

Connects Rhino and Grasshopper to Claude AI via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and control through tools like object creation, layer management, and code execution.

reer-ide/rhino_mcp

73/100 Code
8 tools

Hybrid RAG Project MCP Server

by gwyer

Enables Claude to perform hybrid search across local documents by combining semantic vector retrieval and BM25 keyword matching for optimal context recovery. It supports multiple file formats including PDF, CSV, and Markdown, leveraging local Ollama models for private and efficient document querying.

gwyer/hybrid-rag-project

73/100 Code
tools pending

roblox-mcp-bridge

by kavinr24

Connects Roblox Studio to local AI agents via HTTP, allowing them to control Studio tools.

kavinr24/roblox-mcp-bridge

73/100 Code
18 tools

mendeley-mcp

by pallaprolus

MCP server for Mendeley reference manager - search, retrieve, and manage your academic library from Claude and other MCP clients

pallaprolus/mendeley-mcp

73/100 Code
4 tools

gemini-mcp

by diversioteam

A Model Context Protocol server that wraps the Gemini CLI, enabling AI assistants to send prompts, research topics, analyze code, and summarize content using Gemini.

DiversioTeam/gemini-cli-mcp

73/100 Code
tools pending

RMGS MCP Server

by engalar

Enables intelligent SPARQL query execution, ontology management, and graphmart construction for Altair Graph Studio, accessible from AI coding assistants like GitHub Copilot and Claude Code.

engalar/siemens_graph_studio_mcp_server

73/100 Code
tools pending

Agentic AQUA

by jan3dev

MCP server for managing Bitcoin, Liquid Network, and Lightning wallets through AI assistants, with unified seed support, secure encrypted storage, and both CLI and tool interfaces.

jan3dev/agentic-aqua

73/100 Code
4 tools

Github Second Brain

by baonguyen09

connects github repos to ai for better code understanding

BaoNguyen09/github-second-brain

73/100 Code
tools pending

CATIA V5 MCP Server

by daiemon12

Connect Claude AI to Dassault Systemes CATIA V5 via the Model Context Protocol (MCP). Drive CATIA V5 CAD modeling from Claude Desktop or Claude Code using natural language.

daiemon12/catia-v5-mcp-server

73/100 Code
tools pending

mcp-shell-server

by tumf

Secure MCP server for whitelisted shell command execution with stdin, argv pipelines, timeouts, and structured audit logging.

tumf/mcp-shell-server

73/100 Code
5 tools

CRF Annotation MCP Server

by vikasgaddu1

Enables AI assistants to query SDTM annotations from annotated CRF PDFs.

vikasgaddu1/crf-annotation-mcp

73/100 Code
12 tools

Outlook MCP

by dongwoosuk

Enables semantic search and AI-powered analysis of Outlook emails using RAG-based natural language queries and Vision AI for architectural documents, with specialized support for AEC workflows.

dongwoosuk/aec-outlook-mcp

73/100 Code
tools pending

clr-librenms-mcp

by clearminds

MCP server for LibreNMS network monitoring — query devices, alerts, sensors, ports, and more through AI assistants like Claude.

clearminds/clr-librenms-mcp

73/100 Code
61 tools

GIMS Automation MCP Server

by gelarm

MCP server for integrating coding agents (Claude Code CLI, etc.) with the GIMS Automation system. Enables development of automation scripts, data source types, activator types, and Git synchronization.

gelarm/gims-automation-mcp-server

73/100 Code
tools pending

nmdc-mcp

by microbiomedata

A fastmcp-based tool for writing prompts against data in the NMDC database.

microbiomedata/nmdc-mcp

73/100 Code
1 tools

mcp-hands-free

by theagentattic

Universal hands-free voice input for MCP-compatible AI assistants using Whisper speech-to-text.

theagentattic/mcp-hands-free

73/100 Code
10 tools

USPTO Patent Citation MCP Server

by john-walkoe

Provides access to USPTO enriched citation and office action citation APIs with smart context reduction and progressive disclosure workflows for patent citation analysis.

john-walkoe/uspto_enriched_citation_mcp

73/100 Code
tools pending

Li Data Scraper MCP Server

by bach-ai-tools

Enables access to LinkedIn data through the Li Data Scraper API, supporting profile enrichment, company details, people search, post interactions, and activity tracking.

BACH-AI-Tools/bachai-li-data-scraper

73/100 Code
10 tools

tenets

by jddunn

Provides intelligent code context aggregation using NLP-based ranking (BM25, TF-IDF, embeddings) and automatically injects guiding principles (coding standards, architecture rules) into every prompt to maintain consistency across AI conversations.

jddunn/tenets

73/100 Code
2 tools

PR Reviews MCP Server

by thesuperrl

An MCP server that enables checking GitHub and Codeberg PR reviews, change requests, and conversations.

thesuperRL/issues-mcp

73/100 Code
tools pending

pydantic-docs

by magic-man-us

A Model Context Protocol (MCP) server providing local-first access to Pydantic and Pydantic AI documentation with BM25-powered full-text search.

Magic-Man-us/mcp_pydantic_docs

73/100 Code
15 tools

cerebrus-pulse-mcp

by 0xsl1m

Real-time crypto intelligence for AI agents. Technical analysis, liquidation heatmaps, sentiment, and funding rates for 50+ Hyperliquid perpetuals via x402 micropayments.

0xsl1m/cerebrus-pulse-mcp

73/100 Code
tools pending

22B Interior Planning Master MCP

by sinmb79

Enables interior planning for Korean apartments by converting natural language briefs into floorplans, estimates, quotes, proposals, schedules, and AI-generated renders.

sinmb79/22B-Interior-Planning-Master-MCP

73/100 Code
tools pending

Claude Swarm MCP Server

by mayank1805

Enables multi-agent orchestration and coordination using specialized, persistent Claude agents for complex workflows like financial analysis and research. It supports intelligent agent handoffs, local storage, and pre-built team templates through Claude Desktop.

Mayank1805/claude_swarm_mcp_agent

73/100 Code
tools pending

Ping MCP Server

by huzaifairfan-ai

An MCP server that allows users to ping other hosts to check network connectivity and diagnostic information. It enables LLMs to perform network latency tests and host availability checks through a standardized interface.

HuzaifaIrfan-AI/ping-mcp-server

73/100 Code
6 tools

Monarch Money MCP Server

by rmarji

Read-only MCP and HTTP proxy server for accessing Monarch Money financial data, enabling transaction analysis, budget tracking, and cashflow insights through natural language.

rmarji/monarch-mcp-server

73/100 Code
13 tools

ISPW MCP Server

by markbsigler

Enables LLMs to manage mainframe source code and deployment workflows via BMC Compuware ISPW, supporting assignment, task, release, and deployment operations.

markbsigler/mcp-builder-ispw

73/100 Code
10 tools

ClickProof

by sandeep-alluru

UI interaction verifier for computer-use agents — tracks which UI elements exist and their expected behavior to catch ghost actions.

sandeep-alluru/clickproof

73/100 Code
tools pending

godot-agent

by aigengame

Godot AI agent CLI, Skill, and MCP server with structured JSON/schema output — headless scene/script/export automation plus live runtime control.

aigengame/godot-agent

73/100 Code
1 tools

AgentHotspot MCP Server

by agenthotspot

Enables AI agents to search and discover over 6,000 curated MCP connectors from the AgentHotspot marketplace using natural language. It provides a lightweight tool for builders to find and integrate diverse OSS connectors into their agentic workflows.

agenthotspot/agenthotspot-mcp

73/100 Code
14 tools

commonroom-mcp

by chris-trag

MCP server for integrating Common Room API with Amazon Q CLI and Claude Code, enabling management of activities, segments, and organizations through natural language queries.

chris-trag/commonroom-mcp

73/100 Code
tools pending

QgisStreamMCP

by nic01asfr

Deploy QGIS in Docker as an MCP server, enabling AI assistants to perform spatial analysis, data loading, cartography, and multi-format export without local installation.

nic01asFr/QgisStreamMCP

73/100 Code
tools pending

AlertLogic MCP Server

by rijul170

Brings the full AlertLogic MDR platform into AI assistants, exposing 473+ tools for incident response, log search, SOAR automation, and multi-account security operations at MSSP scale.

rijul170/alertlogic-mcp

73/100 Code
11 tools

FormIO MCP Server

by mcp-forge

Enables AI agents to interact with the FormIO API for dynamic form creation, submission management, and user roles using natural language.

MCP-Forge/mcp-formio-server

73/100 Code
tools pending

RedTeam ML API MCP

by rnadjqaim

Enables security teams to run controlled adversarial penetration tests against authorized ML/LLM API endpoints, scoring responses and generating evidence for compliance frameworks such as SOC 2, ISO 27001, and GDPR.

rnadjqaim/RedTeam-ML-PenTest-MCP

73/100 Code
14 tools

mem0-mcp-toggle

by ost527

A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction.

ost527/only-my-mem0ry

73/100 Code
tools pending

mcp_hospirfq_processor

by ideabosque

Exposes RFQ, travel, and hospitality operations as MCP tools backed by a GraphQL API.

ideabosque/mcp_hospirfq_processor

73/100 Code
62 tools

homelab-mcp

by myraffy

Enables management of homelab infrastructure, including Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, and Ansible inventory, with built-in security checks and automated pre-push validation.

myraffy/homelab-mcp

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