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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Samantha
by arcaman07
MCP server that dynamically extracts and manages user memory from LLM conversations, enabling consistent personalization across different models.
arcAman07/samantha_mcp
Stream
by streampayments
Stream MCP server https://streampay.sa/
streampayments/stream-mcp-server
Fenshitu MCP
by hopkdj
Generates professional A-share intraday stock charts with 1-day and multi-day views, matching Chinese trading software styles.
hopkdj/fenshitu-mcp
SystemManager
by elouardyabderrahim
Provides system-specific metadata through a tool that returns data for a given category.
elouardyabderrahim/mcp
sheridan-lab-jack
by jackg27
Provides AI agents with SSH-based tools to manage Nokia SR Linux network devices in ContainerLab environments. Enables retrieval of device information, interfaces, routes, and running configurations, plus the ability to configure network interfaces through natural language commands.
JackG27/sheridan-lab-jack
mcp_server_image_selector
by lka
Enables interactive selection of image regions from images and PDFs, with OCR support and automated export of selected regions as separate files.
lka/mcp_server_image_selector
AI App MCP
by yh008
A production-ready Python MCP server supporting stdio and Streamable HTTP transports, providing tools for health check, user query normalization, knowledge base search, document retrieval, and RAG prompt construction.
yh008/Mcp
Laptop Hardware MCP Server
by shreshtthh
A Windows-based MCP server that provides real-time hardware telemetry and system stats including CPU, RAM, disk, and battery information to GitHub Copilot. It enables users to monitor performance and retrieve detailed system specifications through natural language commands.
Shreshtthh/MCP
Hebcal MCP Server
by shaymc3
Provides access to Jewish holiday calendars and Shabbat candle lighting and Havdalah times for various cities via the Hebcal API. It enables users to query specific holiday dates and weekly Shabbat schedules through natural language.
shaymc3/hebcal-mcp
SkyFi MCP Server
by pskinnertech
Integrates SkyFi satellite imagery and OpenStreetMap services with AI applications to enable high-resolution image searching, ordering, and area monitoring. It provides 21 tools for geospatial tasks, including geocoding, tasking quotes, and satellite pass prediction.
PSkinnerTech/SkyFi-MCP-server
Playwright MCP Server
by dbustosjr
A production-ready browser automation server that enables AI assistants to interact with web pages using tools for navigation, element interaction, and data extraction. It features a built-in Inspector UI and robust crash recovery for reliable automated testing and information retrieval.
dbustosjr/playwright-mcp-server
Retail Analytics Agent
by sourabhsurana06
An MCP server that combines SQL and RAG tools into a reasoning agent for answering retail analytics questions using natural language.
sourabhsurana06/retail-analytics-agent
mdbp-server
by dorukyelken
Enables AI systems to securely query databases using structured intents (MDBP) with automatic schema discovery and policy enforcement.
DorukYelken/Model-Database-Protocol
fal-mcp
by guillaumeboniface
An MCP server that integrates fal.ai's image generation and editing capabilities into MCP-compatible clients. It enables text-to-image generation, style application via LoRAs, and image editing using natural language instructions.
guillaumeboniface/fal-mcp
小红书热帖获取
by chasespace
根据关键词获取小红书的热帖数据,需要钉钉扫码登录,配合 Chrome 使用。
chaseSpace/mcp_fetch_xhs_post
MCP Prometheus
by yeonkyu-git
An MCP server for Prometheus-based monitoring that enables users to query system metrics, resource usage, and PostgreSQL health across multiple environments. It supports both predefined diagnostic checks and custom PromQL execution for comprehensive server monitoring and troubleshooting.
yeonkyu-git/MCP-Prometheus-Loki
Streamable HTTP MCP Server
by ilil1
Serve MCP resources and tools over a streamable HTTP interface to enable dynamic integration with LLM applications. Provide efficient, real-time access to external data and actions through a standardized protocol. Enhance LLM capabilities by exposing custom tools and resources via HTTP streaming.
ilil1/mcp_server_streamable_http
business-card-watchdog
by cochranresearchgroup
Business Card Watchdog is an installable, user-scoped service for processing large batches of business card images from watched folders. It exposes CLI, API, MCP, and watched-folder surfaces for deterministic orchestration and routing to Google Contacts or Odoo.
CochranResearchGroup/business-card-watchdog
fast_award_screener_mcp
by lprdgds
Screens DIBBS RFQs for micro-purchase viability using deterministic logic without LLM calls.
lprdgds/fast-award-screener-mcp
nano-pdf-mcp
by eren0315
Memory-efficient MCP server for reading and splitting large PDF files page by page using PyMuPDF.
eren0315/nano-pdf-mcp
MCP4DRL
by mostapow
Exposes a trained Deep Q-Network agent for business process resource allocation, enabling natural language interaction with reinforcement learning models. It provides tools for simulation control, Q-value analysis, and action explainability to make complex decision-making transparent.
mostapow/mcp4drl
minio_mcp
by clearmind1
A FastMCP-based server that enables uploading text and base64-encoded content to MinIO object storage through an HTTP transport. It supports automated bucket management and secure file path generation to streamline remote storage operations.
ClearMind1/minio_mcp
Flight Finder MCP
by ellisp97
Enables Claude to search and compare flights across multiple providers (Skyscanner, Google Flights, Kiwi.com) with smart caching, parallel queries, and flexible filtering.
ellisp97/FlightFinderMCP
Doubao Image Description MCP Server
by 9527wow
Enables visual understanding and image description capabilities for iFlow CLI and Claude Desktop using Doubao's vision model. It supports 18 image formats and features automatic optimization, caching, and Chinese language optimization.
9527wow/doubao-image-mcp
MCP MySQL Server
by cnosuke
MCP server that acts as a MySQL Client implemented in Go language
cnosuke/mcp-mysql
case-chronology-mcp
by medelman17
A Model Context Protocol server for building and managing chronological timelines of case events, enabling legal professionals to organize complex case histories with smart date parsing, document parsing, multi-format export, and advanced search.
medelman17/case-chronology-mcp
viridis-agent-fleet
by jdhart81
The trust-and-settlement rails of the agent economy: identity, trust, escrow, metering, arbitration, compute-carbon ledger, covenant, provenance, offsets, ERC-8004 bridge, surety, notary, and discovery — plus sellable measurement/CAD services. Durable, machine-checkable invariants, free rails.
jdhart81/viridis-agent-fleet
swag
by maxradzey
Enables agents to browse a catalog of OpenAPI specs, search for operations, and retrieve full operation contracts to build API requests without calling the target APIs.
MaxRadzey/swag-mcp
Product MCP Server
by karthikasasanka
Enables natural language product management (CRUD) with multiple classification methods, including LLM-based and fast ML classifiers, for product creation, listing, updating, and deletion via a chat interface.
karthikasasanka/product-mcp-server
Exhibition Big Data MCP Server
by handaas
Provides comprehensive tools for querying enterprise exhibition records, searching for industry exhibitions, and retrieving detailed venue information across China. It enables users to analyze participation history and discover specific events using keyword-based fuzzy searching.
handaas/exhibition-mcp-server
Movie Booking Assistant
by joshlijo
Provides a suite of tools for searching movies, checking showtimes, and managing ticket bookings for Bangalore cinemas. It enables AI clients to handle end-to-end movie theater interactions including seat availability checks and reservation management.
joshlijo/movie_mcp
MCP Travel Weather Server
by zral
A learning-oriented MCP server that provides weather forecast tools for travel planning, using OpenWeatherMap and geocoding APIs.
zral/mcp-ws
opendota-mcp-server
by hkaanengin
Enables querying Dota 2 player statistics, match data, and hero information through the OpenDota API using natural language.
hkaanengin/opendota-mcp-server
flink-mcp
by cledar
Enables interaction with Apache Flink clusters via the SQL Gateway, allowing query execution, session management, and job control through MCP tools.
Cledar/flink-mcp
mealie-mcp
by nigelvanhattum
Docker-hosted MCP server for Mealie that enables AI agents to read cookbooks, extract recipes, translate them if needed, store them in Mealie, and verify the results.
NigelVanHattum/mealie-mcp
Google Sheets Reader MCP Server
by gustavodaitx
Enables reading data from a Google Sheets spreadsheet via the read_sheet tool, integrating real-time sheet data with an AI reminder assistant.
gustavodaitx/AppMcp
Code Declaration Lookup MCP Server
by osinmv
Enables full-text search for code declarations across multiple languages using SQLite FTS5 and universal ctags, allowing users to search for functions, classes, and other code elements.
osinmv/function-lookup-mcp
MistMind MCP Server
by nagarjun226
Enables LLMs to interact with the Juniper Mist API via a dynamic index and sandboxed code execution, allowing search and execution of all 1,011 endpoints without pre-training.
nagarjun226/mistmind
BigQuery Readonly MCP
by growth-management
Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OAuth authentication and project-level access control.
Growth-Management/bigquery-readonly-mcp
bilibili-mcp
by xspadex
A MCP tool to fetch Bilibili hot list videos, supporting configurable top-K results via async HTTP requests.
xspadex/bilibili-mcp
MCP Email Service
by marary
Enables sending emails (including mass emailing), querying, updating, and canceling delayed emails via the Resend API.
Marary/mcp_server_email
fitness-mcp-server
by ewongz
Provides MCP servers for Claude to access fitness data from Strava and intervals.icu, enabling natural language queries for activity analysis, advanced training metrics, and wellness tracking.
ewongz/fitness-mcp-server
CDP MCP Server
by atharva-joshi77
An MCP server that provides LLMs with access to Acquia's Customer Data Platform API. It offers approximately 300 tools for managing CDP tenants, campaigns, workflows, reports, and other administrative tasks, along with eight playbook resources that guide multi-step workflows.
atharva-joshi77/cdp-mcp
mcp-trademark
by caiuschrom-a11y
USPTO Trademark Watcher MCP server enabling trademark search, watch, and alert management from within Claude or other MCP clients.
caiuschrom-a11y/mcp-trademark
mcp-edge-gateway
by zanzythebar
Public Go runtime for MCP edge, MCP control plane, and Coolify deployment artifacts
ZanzyTHEbar/mcp-edge-gateway
brain-mcp
by delian-research
An MCP server for managing Obsidian-style note vaults, providing tools for full-text search, note creation, and backlink tracking. It enables users to navigate, structure, and update their personal knowledge base through natural language.
delian-research/brain-mcp
PolyMind MCP
by su-an-coder
An AI-driven platform for analyzing Polymarket prediction markets using on-chain data, offering smart money tracking, sentiment analysis, and arbitrage detection via natural language queries.
SU-AN-coder/Poly-Mind-MCP
Reprise
by tepesama
Un-flattens flat AI designs into editable layers with bit-perfect reproduction and fidelity scoring, enabling agents to reproduce, detect elements, and diagnose designs via MCP.
tepesama/reprise
AmiyaBot MCP Server
by amiyabot
Provides MCP server and CLI for querying Arknights game data, including operator skills, glossary, and resource updates.
AmiyaBot/Amiya-Bot-mcp-server
ilma
by brotal-llc
Framework-agnostic MCP server for agent memory with Postgres + pgvector, enabling persistent memory, recall, and task management across sessions.
Brotal-LLC/ilma
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