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.
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LangSmith MCP Server
by don-aie-cohort8
Enables read-only querying of LangSmith traces including runs, children, and URLs without extra instrumentation.
don-aie-cohort8/langsmith-mcp-server
SAP Ariba MCP Server
by vanshikadhole
Exposes 48 SAP Ariba APIs as Claude-compatible tools for managing procurement, sourcing, supplier management, and supply chain data. It enables AI agents to interact with contracts, catalogs, and business network transactions through natural language.
VanshikaDhole/McpServer
robinhood-mcp
by rwlarow-ui
Enables AI models to manage Robinhood portfolios, execute trades, and run automated trading bots with stop-loss/take-profit monitoring.
rwlarow-ui/robinhood-mcp
mcp-starter
by ejoliet
A minimal MCP server demonstrating tools, resources, and prompts for managing notes, with a simple notes app that supports adding, listing, deleting notes and summarizing them.
ejoliet/mcp-starter
Intercom MCP Server
by damilola-max
An MCP server that exposes Intercom tools to Claude Desktop and sends a daily support report via email.
Damilola-max/intercom-mcp-server
ynab-mcp-server
by gregarrific
A personal MCP server that gives Claude native access to YNAB budget data.
Gregarrific/ynab-mcp-server
Proflores MCP Server
by jjesusaf
Enables management of the Proflores budgeting system, allowing users to interact with catalogs for clients, projects, and resources. It supports comprehensive budget operations including creation, item updates, and Unit Price Analysis (APU) through a Supabase backend.
jjesusaf/mcp-server
GitHub Projects MCP Server
by jamescalam
Provides an MCP server for scraping and retrieving data from GitHub Projects, including issues, pull requests, and organizational metadata. It enables natural language interaction with project boards and repository contents using GitHub Personal Access Tokens.
jamescalam/github-projects-mcp
semaphore-mcp-server
by vitexsoftware
Enables AI assistants to interact with Semaphore UI for managing Ansible, Terraform, and other automation workflows through project, task, template, and inventory management.
VitexSoftware/semaphore-mcp-server
xtai-mcp-data-analysis
by vaesonshu
An MCP server for data analysis and visualization supporting CSV and Excel files. It enables users to generate statistical summaries and create multi-dimensional charts like heatmaps and bar plots through natural language.
vaesonshu/xtai-mcp-data-analysis
Nager MCP v102 MCP Server
by traia-io
Provides access to the Nager.Date API through the Model Context Protocol, allowing AI agents to query worldwide public holiday information. It enables seamless integration of holiday data into LLM workflows using standardized tools.
Traia-IO/nager-mcp-v102-mcp-server
Blood Pressure Tool
by mclarkson
Manages blood pressure readings (create, read, update, delete) via an MCP server, integrable with Open WebUI.
mclarkson/bptool
google-fonts-mcp
by sliday
MCP server for searching Google Fonts and generating complete CSS/Tailwind typographic systems with font pairings and modular scales.
sliday/google-fonts-skill
Test MCP Server Feb6 USDT
by traia-io
An MCP server that enables AI agents and LLMs to interact with the Test MCP Server Feb6 USDT API through standardized tools. It provides features such as Docker support and async operations for efficient integration.
Traia-IO/test-mcp-server-feb6-usdt-mcp-server
ocr-mcp
by asharca
Enables document OCR processing via OcrPlane APIs, supporting document parsing, asynchronous polling, markdown extraction, and task management.
asharca/ocr-mcp
blender-mcp-bridge
by otinori
Enables natural language control of Blender via Claude by converting MCP JSON-RPC calls to Blender's custom TCP protocol for scene manipulation, object creation, and Python execution.
otinori/blender-mcp-bridge
sysprobe-mcp
by raindancer118
Token-efficient MCP server for Linux system diagnostics and desktop/hardware control, providing compact JSON output with hard size limits and a safety model that requires explicit flags for mutating actions.
Raindancer118/sysprobe-mcp
Academic Author Network
by alperenkocyigit
Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency counts and extract research keywords from scholar profiles for academic network analysis and collaboration mapping.
alperenkocyigit/authorprofilemcp
Sentry
by getsentry
Retrieving and analyzing issues from Sentry.io
getsentry/sentry-mcp-ts
GitHub MCP Server
by maheshjagzap123
Exposes GitHub actions as tools for creating branches, pushing files, opening and merging pull requests.
maheshjagzap123/MCP-Server
USDA MCP Server
by nstclore
Enables plain English queries about US agricultural data, including historical crop statistics from NASS QuickStats and current cash grain prices from AMS Market News.
nstclore/usda-mcp
Personal Library MCP Server
by srgsanky
A demo server that allows AI models to manage a personal reading list stored in a local SQLite database. It provides tools for searching, adding, and updating books while demonstrating core Model Context Protocol features like resources and tools.
srgsanky/mcp-demo
pdf-reader-mcp
by iflow-mcp
MCP server for extracting text from PDF files, supporting local files and URLs.
iflow-mcp/pdf-reader-mcp-1
Horse Racing News
by mchow01
Retrieves and displays the latest horse racing news stories from Thoroughbred Daily News RSS feed, including titles, content, and links.
mchow01/horseracingnews
Minimal MCP Server for AutoCAD DWG
by jooseokkim-dl
A FastAPI-based MCP server scaffold designed to extract material tables from AutoCAD DWG files. It enables users to automate CAD data processing by configuring drawing folder paths and layer-specific extraction parameters.
JooseokKim-DL/MCP-for-MS-Copilot-Agenthon
vCenter MCP Server
by downeyou
Enables interaction with VMware vCenter 8.0 REST API via a reverse proxy, providing read-only and write tools with dry-run protection and automatic session management.
DowneyOu/vcenter-mcp-stack
Plex MCP Server
by vladimir-tutin
Enables interaction with Plex Media Server via the MCP protocol, allowing AI agents to manage libraries, media, playlists, collections, users, sessions, and server administration.
vladimir-tutin/plex-mcp-server
Custom Elasticsearch MCP Server
by m0-ar
A high-performance MCP server that connects tools like Cursor to Elasticsearch clusters using public-key authorization instead of API keys. It provides optimized tools for searching data, listing indices, and inspecting cluster mappings or shards with support for concurrent requests.
M0-AR/Custom-Elasticsearch-MCP-Server
cc-session-search
by bwads001
An MCP server that provides tools for searching and analyzing Claude Code conversation history.
bwads001/cc-session-search
Kroger MCP Server
by cincyjosh
Integrates Kroger's public API with Claude to allow adding meal plan grocery lists directly to your Kroger cart via natural language.
cincyjosh/Kroger-MCP-Server
procurement-knowledge-mcp
by trussler-leveragepointdata
MCP server for querying procurement and inventory documents (invoices, purchase orders, etc.) via structured lookups, precomputed comparisons, and full-text search.
trussler-leveragepointdata/procurement-knowledge-mcp
Sage MCP Server
by waggle-sensor
A Model Context Protocol (MCP) server for interacting with the Sage Grande Testbed, enabling users to query sensor data, submit jobs, and manage Sage nodes through natural language.
waggle-sensor/sage-mcp
Math Tools
by arjunkrish7356
Provides six fundamental mathematical operations including addition, subtraction, multiplication, division, exponentiation, and logarithm calculation with customizable base support and proper error handling for division by zero and invalid inputs.
arjunkrish7356/mathagent
smokeball-mcp
by rosenadvertising
MCP server providing full Smokeball API coverage for law firm practice management, enabling natural language interactions with matters, contacts, tasks, billing, and more via Claude Desktop.
RosenAdvertising/smokeball-mcp
Grafana MCP
by izaitsevfb
MCP server for Grafana that provides tools to interact with dashboards, data sources, alerts, and more.
izaitsevfb/grafana-mcp
Google MCP Server
by aayush13022
Enables appending to Google Docs and creating Gmail drafts with OAuth 2.0 authentication and an approval gate that requires manual confirmation before each action.
aayush13022/mcp-server-aayush
NotebookLM MCP Server
by harriedgemusic
Enables AI agents to query and interact with Google NotebookLM notebooks to retrieve citation-backed information. It provides tools for listing notebooks, accessing source data, and asking natural language questions.
harriedgemusic/notebooklm-mcp
LangGraph FastAPI MCP Server Demo
by davidkiss
Turns a shopping list FastAPI app into an MCP server, enabling a LangGraph chatbot to manage shopping lists via natural language.
davidkiss/langgraph-fastapi-mcp-server-demo
ROS1 Noetic MCP Server
by lopisan
Enables LLMs to interact with ROS1 Noetic robotic systems by providing tools for topic management, service calls, and parameter configuration. It also supports node inspection, coordinate transform queries, and message introspection via the Model Context Protocol.
lopisan/ros-mcp
AspenPlus MCP Server
by brack101
Enables AI assistants to interact with Aspen Plus process simulations through a standardized MCP interface, supporting simulation control, data access, and flowsheet manipulation.
brack101/AspenPlus-MCP-Server
PostgreSQL MCP Server
by kannakim
Enables AI agents to inspect and query PostgreSQL databases safely, with features like listing tables, retrieving schemas, and running read-only SQL queries.
KannaKim/PostgresqlMCPServer
magento-api-mcp
by florinel-chis
Enables searching and retrieving Magento 2 REST API documentation offline via local OpenAPI parsing, supporting endpoint search, schema lookup, and category browsing.
florinel-chis/magento-api-mcp
imessage-mcp
by jaredmoskowitz
A read-only MCP server that exposes your iMessage data to Claude Code and Claude Desktop, with automatic contact name resolution.
jaredmoskowitz/imessage-mcp
selectel-mcp
by a-slvn
An MCP server that gives an AI agent controlled access to a Selectel cloud account: OpenStack cloud servers, S3 object storage, and account billing.
a-slvn/selectel-mcp
Corpus MCP Server
by mathankarthik18
Enables AI assistants to securely interact with the Corpus Tracker application to manage financial portfolios and analyze net worth. It provides tools for tracking stock and gold holdings, logging transactions, and generating cash flow trends.
Mathankarthik18/corpus-mcp
Joplin MCP Server
by darkflib
MCP server that provides standardized tools for querying and retrieving notes from Joplin personal knowledge manager through its API, enabling AI assistants to access and reference personal notes contextually.
Darkflib/mcp-joplin
MCP Server
by geoaziz
A persistent backend that reduces AI agent context window bloat by centralizing memory, tools, and logic, enabling lean prompts and scalable multi-agent architectures.
GeoAziz/mcp-server
systerd-lite
by rintaro-s
An AI-Native OS Core that enables LLMs to autonomously monitor, control, and optimize Linux systems with 200+ system control tools covering process management, security, containers, and self-editing capabilities.
rintaro-s/sisterd_lite
MCP Mempool
by jaducku
An MCP server that provides AI agents with real-time and historical Bitcoin network data by wrapping the mempool.space WebSocket and REST APIs. It enables tracking addresses, monitoring blocks, and retrieving transaction details or fee estimates through natural language.
jaducku/mcp-mempool
PR-Reviewer
by attikpo-akrabal-godwin
Analyzes GitHub pull requests and creates detailed reports in Notion via MCP.
attikpo-akrabal-godwin/PR-Reviewer
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