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

23,516 MCPs on the index

Page 241 of 471

71/100 Code
17 tools

Amazon Seller MCP Server

by arseniib-o

Enables managing Amazon seller accounts directly from an AI assistant, with tools for listings, orders, pricing, inventory, and multi-marketplace switching.

ArseniiB-o/amazon-seller-mcp

71/100 Code
tools pending

AgentCore MCP Reverse Connector

by sridharbabukodavaluru

Deploys a minimal MCP-compatible Python tool server on Amazon EKS that establishes an outbound WebSocket connection to an AgentCore Gateway. It exposes two tools (get_system_info and echo_data) for tool discovery and invocation through the MCP protocol.

sridharbabukodavaluru/agentcore-mcp-eks

71/100 Code
1 tools

Safe Local Python Executor

by maxim-saplin

Stdio MCP Server wrapping custom Python runtime (LocalPythonExecutor) from Hugging Faces' `smolagents` framework. The runtime combines the ease of setup (compared to docker, VM, cloud runtimes) while providing safeguards and limiting operations/imports that are allowed inside the runtime.

maxim-saplin/mcp_safe_local_python_executor

71/100 Code
tools pending

Oli Docs MCP

by 33may

Local MCP server for querying Oli/LimX documentation via keyword, vector, or hybrid search, with citation support for use in Claude Code or OpenCode/August.

33may/oli-docs-mcp

71/100 Code
25 tools

py-ynab-mcp

by duganth

A Model Context Protocol server for YNAB (You Need A Budget). Enables users to query budgets, accounts, categories, transactions, and more, as well as create, update, and delete transactions and manage scheduled transactions from any MCP client.

duganth/py-ynab-mcp

71/100 Code
5 tools

gramax-docportal-mcp

by mdemyanov

MCP server for accessing Gramax documentation portal. Enables searching articles, getting content, and navigation through natural language.

mdemyanov/gramax-docportal-mcp

71/100 Code
tools pending

nextcloud-dynamic-mcp-server

by rello

Exposes a live Nextcloud instance as an MCP server by dynamically creating tools from OpenAPI definitions of installed apps. Enables natural language interaction with Nextcloud apps like files sharing, provisioning, and calendar management.

Rello/nextcloud-dynamic-mcp-server

71/100 Code
7 tools

ipython-kernel

by gabiteodoru

An MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.

gabiteodoru/ipython-mcp

71/100 Code
9 tools

NVM MCP Server

by realjacoblinder

An MCP server that wraps NVM (Node Version Manager) to give Antigravity agents full control over Node.js versions without requiring Node or npm to be on the system PATH. It provides tools to install, switch between, and run commands with different Node versions directly within agent workflows.

realjacoblinder/nvm-mcp

71/100 Code
7 tools

kimss

by eyal81

Official Kimss MCP server — call your Kimss agents, models, files, and vector stores from Cursor and other MCP clients using your API key.

eyal81/kimss-python-sdk

71/100 Code
14 tools

YouTube MCP Server Enhanced

by labeveryday

Enables comprehensive YouTube data extraction and analysis using yt-dlp, including video metadata, channel statistics, playlists, comments, transcripts, search, trending videos, and engagement analytics with intelligent caching and batch processing.

labeveryday/youtube-mcp-server-enhanced

71/100 Code
2 tools

ntfy-notify

by gardner-programs

Lets you send push notifications to your phone via ntfy, enabling alerts from scheduled tasks or direct messages.

Gardner-Programs/ntfy-notify

71/100 Code
1 tools

Actor-Critic Thinking

by aquarius-wing

Provides dual-perspective analysis through alternating actor and critic viewpoints for evaluating creative works, strategic decisions, and complex scenarios requiring both empathetic understanding and objective assessment.

aquarius-wing/actor-critic-thinking-mcp

71/100 Code
9 tools

python-notebook-mcp

by usamak98

Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and view Jupyter notebooks via Model Context Protocol

UsamaK98/python-notebook-mcp

71/100 Code
5 tools

LNA-Report MCP Server

by twkim1122

Enables AI agents to automatically analyze AWS LNA CSV data and generate competency assessment PPT reports with radar charts and team-level insights.

twkim1122/LNA_Report_MCP

71/100 Code
tools pending

AlphaCAM MCP Bridge

by cczzyy-cn

AI-driven CAM automation server that wraps AlphaCAM 2016 R1 COM API into MCP tools, enabling geometry creation, machining operations, tool management, nesting, and NC code output.

cczzyy-cn/AlphacamMCP

71/100 Code
tools pending

OpenShift MCP Server

by junzzhu

Enables diagnostics and troubleshooting of OpenShift clusters through storage analysis, resource monitoring, GPU utilization tracking, and pod health checks using Prometheus metrics and the oc CLI.

junzzhu/openshift-mcp-server

71/100 Code
24 tools

Qlik Sense

by bintocher

Integrates with Qlik Sense Enterprise through Repository and Engine APIs to enable querying data models, managing applications and users, extracting table data, and automating reload tasks for business intelligence workflows.

bintocher/qlik-sense-mcp

71/100 Code
155 tools

iceberg-lakehouse

by jpequegn

Enables natural language querying and management of local Apache Iceberg tables with full CRUD, time travel, schema evolution, and Vortex format support via MCP.

jpequegn/iceberg-lakehouse

71/100 Code
6 tools

Claude MCP Server

by pullagura55

Enables Claude to perform file operations, retrieve system information, run calculations, and generate timestamps on the local system.

Pullagura55/claude-mcp-practice

71/100 Code
11 tools

mcp-pagure

by lemenkov

An MCP server for interacting with Pagure git forges such as src.fedoraproject.org and pagure.io. It enables repository management, file browsing, and full pull request workflows including commenting and merging.

lemenkov/mcp-pagure

71/100 Code
tools pending

Expense Tracker MCP Proxy

by bhakti259

A proxy server that connects to a remote FastMCP expense tracker, enabling users to add, list, update, delete, and summarize expenses with categories and date ranges through natural language.

bhakti259/-expense-tracker-mcp-proxy

71/100 Code
3 tools

XMZ MCP Server

by xiaomizhoubaobei

Enables AI models to interact with Tencent Cloud COS for cloud storage operations (upload, download, list files) and advanced media processing capabilities (image super-resolution, QR code recognition, video thumbnails, document conversion, and natural language-based file search).

xiaomizhoubaobei/MCP

71/100 Code
2 tools

MCP Weather Server

by kennykang7012

Provides real-time weather information and 5-day forecasts for cities worldwide using the OpenWeatherMap API. Supports bilingual queries (Chinese and English) with comprehensive weather data including temperature, humidity, and wind speed.

KennyKang7012/mcp-server-weather

71/100 Code
5 tools

vid-agent-mcp

by ikerrrrrrrrrrr

Enables Claude to transcribe Bilibili videos, search by intent, and analyze local video files, returning structured summaries with key points and verdicts.

ikerrrrrrrrrrr/vid-agent-mcp

71/100 Code
2 tools

Gemini MCP Server

by sobanejaz

MCP server providing Gemini API documentation lookup and ready-to-use code snippets.

SOBANEJAZ/Gemini-MCP-Server

71/100 Code
4 tools

Reddit Q&A to Notion MCP Server

by leon-sander

Searches Reddit for answers to questions and saves Q&A sessions to Notion.

Leon-Sander/Reddit-QnA-to-Notion-MCP

71/100 Code
4 tools

scm-mcp-server

by zm1990s

Exposes Palo Alto Networks Strata Cloud Manager API via MCP, enabling AI assistants to manage addresses, security rules, and incidents through natural language.

zm1990s/vibe-coding-scm-mcp-server

71/100 Code
16 tools

tigergraph-mcp

by devanshu-tg

Enables AI agents to interact with TigerGraph databases through the Model Context Protocol, supporting graph operations, schema queries, and GSQL execution via natural language.

devanshu-tg/tg-sf-mcp

71/100 Code
6 tools

sheets-mcp-server

by apex-500

An MCP server that lets AI agents read and write Google Sheets using the Google Sheets API v4.

apex-500/sheets-mcp-server

71/100 Code
31 tools

MCP-Networkbot

by kunalkhanna2007-sys

Match It Up is a professional network where AI agents network on behalf of humans.

kunalkhanna2007-sys/networkbot-python

71/100 Code
22 tools

Pipedrive MCP Server

by osherai

Enables LLMs like Claude to interact with Pipedrive CRM data through a standardized interface, providing 22 tools for managing deals, persons, organizations, activities, and more.

osherai/pipedrive-mcp-python

71/100 Code
18 tools

DROMA MCP Server

by mugpeng

A Model Context Protocol (MCP) server for DROMA (Drug Response Omics association MAp) - enabling natural language interactions with drug-omics association analysis.

mugpeng/DROMA_MCP

71/100 Code
3 tools

skillsmcp

by aviddiviner

Exposes Agent Skills to AI agents as MCP tools, enabling discovery and activation of skill instructions for coding agents.

aviddiviner/skillsmcp

71/100 Code
5 tools

mcp-flutter-senior

by lvmp

Provides Flutter best practices, code analysis, and state management recommendations for senior developers.

lvmp/mcp-flutter-senior

71/100 Code
tools pending

AccelMCP

by t-ogawa-dev

An MCP server with HTTP/stdio support, a web admin panel for managing services, capabilities, and user permissions with Bearer token authentication, enabling relay and access control for MCP tools.

t-ogawa-dev/AccelMCP

71/100 Code
tools pending

MCP Adapter

by taylortrz

Automatically converts OpenAPI specifications into Model Context Protocol applications, enabling HTTP APIs to be managed as MCP services. It features a dynamic architecture that monitors file systems or Kubernetes ConfigMaps to update MCP tools in real-time.

TaylorTrz/mcp-adapter

71/100 Code
tools pending

ceph-doc-kb

by pdhiran

Enables semantic and keyword search of Ceph documentation with version-aware, component-scoped indices, supporting command lookup and code example retrieval.

pdhiran/ceph-document-kb

71/100 Code
5 tools

write-like-me-mcp

by gwicho38

Enables Claude to write in your personal style by learning from your local documents. It provides statistical style context for natural language rewriting, all without any data leaving your machine.

gwicho38/write-like-me-mcp

71/100 Code
6 tools

YouTube MCP Server

by nareshtt

Provides distraction-free access to YouTube by allowing AI assistants to retrieve subscribed channels, latest videos, and transcripts without algorithmic recommendations. It enables searching within subscriptions and direct reading of video content through simple browser cookie authentication.

Nareshtt/youtube-mcp-python

71/100 Code
72 tools

rt-mcp

by ghidav

MCP server for Request Tracker REST2 API, enabling ticket, queue, user, and asset management via natural language.

ghidav/rt-mcp

71/100 Code
1 tools

prelaunch-mcp

by heman10x-ngu

Analyzes startup ideas against 6 sources (GitHub, HN, npm, PyPI, Google, Reddit) with LLM-powered intent parsing to assess competition, demand, and gaps.

Heman10x-NGU/prelaunch-mcp

71/100 Code
5 tools

screengrab-tool-mcp

by jaimemahaffey

Lets an LLM see what's on your screen by capturing an entire monitor or a specific application window.

jaimemahaffey/screengrab-tool-mcp

71/100 Code
2 tools

Git Commit MCP Server

by surajfale

Enables AI assistants to create conventional Git commits, update changelogs, and optionally push changes to remote repositories.

surajfale/git-mcp-server

71/100 Code
12 tools

webgrab-mcp

by bcefghj

MCP server for web content downloading supporting videos, articles, danmaku, comments, and copy protection bypass across 1700+ sites.

bcefghj/webgrab

71/100 Code
tools pending

IWL MCP Server

by ihw33

Enables seamless integration between GitHub, Obsidian, and AI assistants (Claude/ChatGPT) for managing documentation and code workflows.

ihw33/iwl-mcp-server

71/100 Code
41 tools

openapi-mcp-sdk

by openapi

Provides a ready-to-run MCP server and Python SDK for securely interacting with Openapi.com APIs, enabling businesses to retrieve official documents and data through natural language.

openapi/mcp-server

71/100 Code
4 tools

Cerase Tasks MCP

by cerase-ai

A tasks and projects board MCP server for agents, providing create, list, and status update tools with agent-scoped access via control-plane proxy.

cerase-ai/cerase-tasks-mcp

71/100 Code
78 tools

Jira Admin MCP Server

by its-qusai-nasr

Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built tools for behind-the-scenes admin work like custom fields, permission schemes, workflows, screens, issue-type schemes, groups, project roles, saved filters, and bulk operations.

its-qusai-nasr/jira-admin-mcp

71/100 Code
9 tools

reactome-db-mcp

by tc2fh

Provides direct SQL access to a locally hosted Reactome database, enabling schema discovery, guarded read-only queries, and ergonomic helpers over the full relational schema.

tc2fh/reactome-db-mcp

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