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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NRTSearch MCP Server
by tvergilio
Enables AI assistants to search and query Lucene/NRTSearch indexes using natural language, supporting full Lucene query syntax including Boolean, phrase, range, wildcard, and fuzzy searches with highlighting and custom field retrieval.
tvergilio/nrtsearch-mcp-server
DecimerMCPServer
by docminus
MCP server that exposes DECIMER image-to-SMILES functionality as tool calls.
DocMinus/DecimerMCPServer
mcp-atlassian
by knowmax
MCP server for Atlassian products (Confluence, Jira, Bitbucket, and Xray for Jira) supporting Cloud and Server/Data Center deployments.
knowmax/mcp-atlassian-main
cox-automotive-mcp
by sanjibani
First MCP server for the auto-dealership vertical. Lets Claude, Cursor, or any MCP client read dealer accounts, look up manufacturer incentives, and manage inventory listings through the Cox Automotive / Dealer Developer Portal API.
sanjibani/cox-automotive-mcp
Unforget MCP Server
by unforget-ai
Long-term memory for Claude Code, Cursor, and MCP clients with zero-config embedded PostgreSQL. Stores and retrieves facts, preferences, and decisions using 4-channel semantic, BM25, entity, and temporal search with cross-encoder reranking.
unforget-ai/unforget-mcp
horizon-mcp
by kshash919
Enables natural language querying of Snowflake-managed Iceberg tables via Horizon IRC and DuckDB, without using a Snowflake warehouse.
kshash919/snowflake-horizon-irc-mcp
cvefeed-mcp
by cvefeed
MCP server providing vulnerability intelligence from CVEFeed.io, enabling CVE search, product subscriptions, and alert management via natural language.
cvefeed/cvefeed-mcp
zephyr-squad-server-mcp
by alejandroviera
An MCP server that enables AI agents to drive Zephyr for Jira (Server/Data Center) test management via ZAPI. It exposes operations for test cycles, folders, executions, test steps, step results, and ZQL search over stdio for use with any MCP client.
alejandroviera/zephyr-squad-server-mcp
image2-mcp
by paipai112
MCP server for the company image2 text-to-image API, enabling AI tools to generate images directly from text prompts.
Paipai112/image2-mcp
AzurePricingMCP
by matt-edwards-aztech
Enables cost analysis, price comparison across regions, and savings plan calculations for Azure services through the Azure Retail Prices API.
matt-edwards-aztech/AzurePricingMCP
DPSCoach
by stalcup-dev
An AI-powered combat log analyzer for Throne & Liberty that provides actionable DPS metrics using a local DuckDB event store and MCP tools. It enables users to ask natural-language questions about their performance and receive insights through automated SQL analysis.
stalcup-dev/tl-dps-mcp
IEEE 802.11 MCP Server
by gangadharnitw
Semantic search and structured queries over IEEE 802.11 specifications, enabling AI assistants to search technical content, tables, and figures across multiple standards.
gangadharnitw/IEEE-80211-MCP-Server
Gmail AutoAuth MCP Server
by raghavared
Enables AI assistants to manage Gmail through natural language, supporting operations like sending, searching, and reading emails. It includes comprehensive label management, batch processing, and a streamlined OAuth2 auto-authentication flow.
raghavared/gmail-mcp
agda-mcp
by dreamlinuxer
MCP server for Agda, providing type checking, go-to-definition, case splitting, auto proof search, and more directly from Claude Code or any MCP client.
DreamLinuxer/agda-mcp
U2
by bpamiri
Connect to Rocket Universe/UniData MultiValue databases
bpamiri/u2-mcp
GitLab MCP Server
by skmprb
A comprehensive integration providing over 46 tools for managing GitLab projects, issues, merge requests, and CI/CD workflows through natural language. It supports repository operations like local cloning and batch actions across groups via stdio, SSE, or HTTP transports.
skmprb/gitlab-clone-mcp-server
Mural MCP
by alymohamedhassan
MCP server for interacting with Mural's public API, enabling browsing and management of workspaces, rooms, murals, and widgets within Mural.
alymohamedhassan/mural-mcp
larks-mcp
by hpower2
Enables fetching document content from Lark Suite using OAuth authentication, with support for streamable HTTP transport and Docker deployment.
hpower2/larks-mcp
mcp-defectdojo
by inspicere
MCP server for DefectDojo vulnerability management, exposing 24 tools for managing products, engagements, tests, findings, scan imports, and finding lifecycle through the Model Context Protocol.
inspicere/mcp-defectdojo
weather-mcp-server
by elmopps
Provides real-time weather data from the US National Weather Service API, enabling users to fetch active alerts for any US state and 5-period forecasts for any latitude/longitude location through natural language.
elmopps/weather-mcp-server
mcp-toolbox
by fastmcp-me
A comprehensive MCP server enabling LLMs to execute commands, manage files, interact with Figma, search the web, generate images, and more, extending their capabilities beyond text generation.
fastmcp-me/mcp-toolbox
DCI MCP Server
by redhat-community-ai-tools
MCP server for DCI API enabling AI models to extract and analyze DCI jobs, components, and topics, with integrations for Google Drive, Jira, GitHub, and Red Hat support cases.
redhat-community-ai-tools/dci-mcp-server
Weather MCP Server
by kennexcorp
A Model Context Protocol server that provides real-time weather alerts and forecasts using the National Weather Service API.
Kennexcorp/weather_mcp_server
sangsang-lite-mcp
by leesihyeon711
An MCP server for analyzing creative ideas through a series of diagnostic tools, designed for prototyping and submission to PlayMCP.
LeeSiHyeon711/sangsang-lite-mcp
Superset MCP Server
by tlubben
Enables AI to create and manage Apache Superset dashboards, including adding charts and native filters from datasets.
tlubben/bio-superset-agent
payroll-normalizer-mcp
by dingxiang-me
Enables AI tools to normalize messy payroll spreadsheets (xlsx/xls/csv) into a standardized 10-column template for social insurance calculation, with automatic column detection, net-to-gross conversion, and cross-entity/month merging.
dingxiang-me/payroll-normalizer-mcp
grubhub-mcp
by sawyershoemaker
An MCP server for Grubhub that enables searching restaurants, browsing menus, building carts, checking out, and placing orders, with additional support for campus dining cards.
sawyershoemaker/grubhub-mcp
Memoria
by ivkond
A self-hosted memory backend for MCP clients, providing tools for storing, searching, updating, and deleting memories with per-user scoping and OIDC support.
ivkond/memoria
CSV Analytics MCP Server
by csoai-org
A spreadsheet and CSV analysis toolkit for AI agents that enables loading CSV files, filtering and querying data, computing statistics, creating aggregations, building pivot tables, and exporting chart-ready data using pandas.
CSOAI-ORG/csv-analytics-mcp
ClaudeCode Session Notes MCP Server
by claire-s-monster
Enables comprehensive collection and analysis of ClaudeCode development sessions, including agent tracking, tool usage analytics, and performance metrics.
Claire-s-Monster/claudecode-session-notes
Things MCP Server
by iflow-mcp
Enables interaction with the Things app for task management, allowing natural language task creation, project analysis, and priority management.
iflow-mcp/excelsier-things-fastmcp
OmniMemory MCP Server
by nwxio
A production-friendly memory platform with an MCP server interface, combining structured memory, semantic retrieval, knowledge graph operations, cross-session context, and safety controls.
nwxio/mcp-memory
HyperLiquid MCP Server
by talkincode
基于FastMCP的HyperLiquid交易MCP服务器,为AI助手提供市价/限价订单、仓位管理、市场数据等工具,支持与HyperLiquid永续合约和现货交易平台交互。
talkincode/hyperliquid-mcp-python
mcp-teslamate-fleet
by lodordev
MCP server combining TeslaMate historical analytics with Fleet API live data and commands. Works with Claude Code, Claude Desktop, Cursor, and any MCP-compatible client.
lodordev/mcp-teslamate-fleet
Plutus MCP Server
by thefrizzy1
A self-hosted MCP server for homelabs with ~193 tools covering media, home automation, productivity, infrastructure, and public APIs, featuring a web dashboard for configuration and health monitoring.
Thefrizzy1/MCP-Manager
ramzinex-mcp
by dwin-gharibi
Self-hostable MCP server for the Ramzinex cryptocurrency exchange, providing tools for market data, account management, and trading with safety flags.
dwin-gharibi/ramzinex-mcp
freshfilings-mcp
by nrfischer10
Search and verify U.S. business entities from official state filings. Covers NY, FL, and CO - search by name, get full entity details, pull new formations, and check usage. Requires a FreshFilings API key from freshfilings.dev.
nrfischer10/freshfilings-mcp
Edition Intelligence Platform
by hiroshic9-png
Japan Operations OS for AI agents — 14 knowledge domains covering regulations, protocols, calendar, travel, food culture, language, disaster safety, daily life, and persistent memory. 31 MCP tools via REST + Streamable HTTP.
hiroshic9-png/edition-api
mcp-lightcast
by lawwu
Integrates with Lightcast APIs to search job titles, extract skills from text, and access career data for analysis.
lawwu/mcp-lightcast
anki-mcp MCP Server
by camdenclark
A model context protocol server that connects to Anki through AnkiConnect
CamdenClark/anki-mcp-server
FPL MCP Server
by lewis-king
Connects LLMs to the Fantasy Premier League API for intelligent team management, enabling natural language player research, competitor analysis, transfer decisions, and strategic planning using friendly names instead of IDs.
lewis-king/fpl-mcp-server
Weather MCP Server
by yusuf-bolat
A Model Context Protocol (MCP) server that provides real-time US weather alerts and forecasts by integrating with the National Weather Service API. It connects directly to Claude Desktop, enabling Claude to fetch live weather data through natural language requests.
yusuf-bolat/mcp-weather-server
dsharipova/mcp-hw
by dsharipova
Create personalized greetings by name in the tone you choose. Get quick suggestions for friendly i…
dsharipova/mcp-hw
BNCC MCP
by dfdb76
MCP server that exposes skills from the Brazilian National Common Curricular Base (BNCC) with thematic units, knowledge objects, and prioritization layer from Mapa de Foco, enabling lookup, search, listing, and statistics of educational skills.
dfdb76/bncc-mcp
Garmin Workouts MCP Server
by st3v
Enables creation, management, and scheduling of Garmin Connect workouts from natural language descriptions, plus viewing activities, calendar data, and weather information from completed workouts.
st3v/garmin-workouts-mcp
BOSH MCP Server
by rroque99
Enables managing BOSH deployments via natural language by providing tools to login to a BOSH director and execute arbitrary BOSH commands.
rroque99/bosh-mcp
ClinicalTrials.gov MCP Server — OncoHub
by baris-varis
A production-quality MCP server that wraps the ClinicalTrials.gov v2 API, providing structured, TTL-cached access to trial data worldwide and Turkey via 4 MCP tools.
baris-varis/Initial-CT-MSP-MCP-server
gpkg-mcp
by truongtnn404
A knowledge graph MCP server for Moleculer and Go microservice projects that scans codebases, extracts service metadata, seeds Neo4j, and exposes tools for LLM clients to query and understand service architecture.
truongtnn404/gpkg-mcp
OpenSimulator MCP Server
by sanchorelaxo
Enables control of OpenSimulator virtual world servers through console commands, supporting region management, user administration, terrain editing, object manipulation, and HyperGrid operations via the REST console API.
sanchorelaxo/opensim-mcp
DHIS2 MCP Server
by ahasan722
Connects DHIS2 health information systems to AI assistants via the Model Context Protocol, enabling natural language queries for analytics, metadata, and tracker data.
ahasan722/dhis2-mcp-server
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