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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finn-mcp
by ahk-coder
An MCP server that provides access to finn.no, Norway's largest online classifieds marketplace, enabling searches and listing retrieval across used goods, real estate, cars, and jobs.
aHk-coder/finn-mcp
squatch-harbor-mcp
by squatch-c-c
A local MCP server that indexes and searches your past Claude sessions using SQLite FTS5. No cloud, runs entirely on your machine.
squatch-c-c/squatch-harbor-mcp
decoupler-MCP
by scmcphub
Provides a natural language interface for single-cell RNA-Seq analysis using the decoupleR framework. It enables users to perform biological pathway inference, data clustering, and visualization through MCP-compatible AI clients.
scmcphub/decoupler-mcp
Databricks MCP
by amslimaa
Enables management of Unity Catalog resources (catalogs, schemas, tables) and execution of SQL queries on Databricks SQL Warehouses.
amslimaa/databricks-mcp
MCP Chat
by marbo786
A command-line interface application for interactive chat with AI models via the Anthropic API. It supports document retrieval, command-based prompts, and extensible tool integrations through the MCP architecture.
marbo786/MCP
zep-mcp
by kev-hu
MCP server for the Zep Cloud API — a context engineering platform for AI agent memory. Provides tools for memory management, knowledge graph operations, and admin features.
kev-hu/zep-mcp
hyperliquid-mcp
by impa-ventures
Integrates with Hyperliquid DEX to enable trading, account management, and market data queries through natural language.
Impa-Ventures/hyperliquid-mcp
Quack MCP Server
by nidhisharma18
A continuous integration server that automates code analysis and testing for Python code, providing tools for linting and static type analysis.
nidhisharma18/MCP_server
Bilka MCP Server
by kristianschmidt
A template MCP server for integrating with public APIs, providing a starting point for building custom API integrations.
KristianSchmidt/bilka_mcp
Universal JSON Agent MCP
by gautamvhavle
Enables natural language interaction with JSON files, providing tools to load, query, aggregate, transform, and export data directly from AI editors.
GautamVhavle/universal-json-agent
A2Atlassian
by yoselabs
Jira and Confluence access for AI agents with pre-configured connections and compact output.
yoselabs/a2atlassian
Weather MCP Server
by lystopad6763
Provides live weather data, forecasts, and management of favorite cities, with optional Telegram integration.
Lystopad6763/mcp-weather-server
CockroachDB MCP Server
by fastmcp-me
A natural language interface for LLMs to manage, monitor, and query CockroachDB. It provides tools for cluster monitoring, database operations, table management, and query execution.
fastmcp-me/mcp-cockroachdb
Azure DevOps Sprint MCP Server
by st3v3a
Enables natural language management of Azure DevOps work items, sprints, and boards through MCP. Supports multi-project, enterprise authentication, and Docker deployment.
St3v3a/azure-devops-sprint-mcp-public
my-mcp-ssh
by ffpy
An MCP server that enables large language models to connect to remote servers via SSH, execute commands, and transfer files securely.
ffpy/my-mcp-ssh
LGTM MCP Server
by pokgak
Provides read-only access to Loki, Prometheus, and Tempo APIs, enabling natural language queries for logs, metrics, and traces. Supports multiple instances and authentication via bearer tokens.
pokgak/lgtm-mcp
sci-bot-mcp
by lnkvv210-eng
AI-powered research assistant MCP server for searching academic papers and answering research questions with DOI citations.
lnkvv210-eng/sci-bot-mcp
MCP Scheduler
by phialsbasement
MCP Scheduler is a task automation server that lets you schedule shell commands, API calls, AI tasks, and desktop notifications using cron expressions. Built with Model Context Protocol for seamless integration with Claude Desktop and other AI assistants.
PhialsBasement/scheduler-mcp
NetPilot-MCP
by czgreg
Enables large language models to manage network devices (Cisco, Huawei, H3C, Ruijie) via Telnet/SSH, supporting command execution, configuration, and diagnostics.
czgreg/netpilot-mcp
cdes-mcp-server
by acidni-llc
Exposes Cannabis Data Exchange Standard (CDES) v1 JSON schemas, reference data libraries, and validation tools to AI agents and MCP-compatible clients.
Acidni-LLC/cdes-mcp-server
Garmin Connect MCP
by lepomas
Exposes personal Garmin Connect data to MCP-capable clients like Claude and Gemini. Enables querying daily stats, heart rate, sleep, activities, and managing workouts.
LePomas/garminconnect-mcp
fantastical
by ramm
Enables querying and managing Fantastical calendars and events via the MCP protocol, allowing AI assistants to list calendars, create events using natural language, and search or retrieve event details.
ramm/fantastical-cli
word-mathtype-mcp
by songsongshuo785-art
A local MCP server for academic Word document processing, supporting real MathType OLE objects and Word REF/bookmark cross-references.
songsongshuo785-art/word-mathtype-mcp
renfield-mcp-calendar
by ebongard
Unified MCP server for calendar access connecting Exchange (EWS), Google Calendar, and CalDAV through a single MCP interface, enabling multi-calendar event management via natural language.
ebongard/renfield-mcp-calendar
visual-understand-mcp
by bcdxc
Provides image understanding capabilities to coding models without vision support by automatically invoking a vision model and returning text descriptions, enabling seamless context-aware coding with images.
bcdxc/visual-understand-mcp
Zotero MCP Server
by skrtis
Enables Poke to search and manage Zotero research library, including items, tags, collections, notes, full text, and annotations.
skrtis/zotero-mcp
just-one-mcp
by kaerf15
A Model Context Protocol server that consolidates 237+ social/e-commerce data APIs (TikTok, Xiaohongshu, Taobao, etc.) into 6 fixed tools, enabling natural language semantic search and dynamic invocation without code changes.
kaerf15/just-one
RAG Obsidian MCP Server
by lion9
Enables semantic search over an Obsidian vault using ChromaDB, allowing users to search, read, and list notes via natural language.
lion9/RAG_Obsidian
lotw-mcp
by qso-graph
MCP server for ARRL Logbook of The World (LoTW) that enables querying confirmations, uploaded QSOs, DXCC credits, and user activity through any MCP-compatible AI assistant. Part of the qso-graph project, it is read-only and requires LoTW credentials for authenticated tools.
qso-graph/lotw-mcp
CX Assistant MCP
by ravigarg27
Enables querying Cisco CX Assistant (production and stage) directly from Cursor using natural language, with browser-based authentication via Google Chrome.
ravigarg27/cx-assistant-mcp
ICS Calendar MCP Server
by adamchrabaszcz
Enables reading and interacting with ICS calendar feeds (e.g., Outlook, Google Calendar) with recurring event expansion, caching, and timezone support.
adamchrabaszcz/ics-calendar-mcp
Red Hat API MCP Server
by fnarel
MCP server providing tools to search Red Hat KCS solutions, retrieve solution details, search cases, and get case details via Red Hat APIs.
fnarel/hydra-mcp-server
hevy-mcp
by caiuse
Access your Hevy workout data through natural language. Query workout history, exercise details, routines, and track progress.
Caiuse/hevy-mcp
Vision-OCR-MCP
by aliceauto
Enables OCR on images and PDFs, including full-page OCR, region OCR by description or bounding box, and caching with summary capabilities.
AliceAuto/Vision-OCR-mcp-server
multi-agent-mcp
by shiiman
Manages multiple AI CLI instances (Claude Code, Codex, Gemini, Cursor) in tmux sessions for parallel task execution, with optional git worktree support.
shiiman/multi-agent-mcp
MEMGRAPH-MCP
by mikeb317
A durable multi-agent orchestrator for software development with explicit run graphs, checkpoint/resume capabilities, and project memory exposed through MCP resources and tools. It enables coordinated agent workflows for coding, review, repair, CI, and approval with SQLite-backed memory retrieval and pluggable research backends.
MikeB317/MEMGRAPH-MCP
mcp-server-prometheus
by loglmhq
MCP server for interacting with Prometheus
loglmhq/mcp-server-prometheus
Flomo MCP Server
by xianminx
Enables users to create and save notes in Flomo directly through AI chat interactions using natural language commands. Seamlessly integrates with AI assistants like Claude and Cursor to capture thoughts and information.
xianminx/mcp-server-flomo
fabric-dw-mcp-cli
by sdebruyn
CLI and MCP server for administering Microsoft Fabric Data Warehouses and SQL Analytics Endpoints.
sdebruyn/fabric-dw-mcp-cli
glyphs-mcp
by nmassi
MCP bridge for AI-assisted type design in GlyphsApp. Lets Claude, Cursor, or any MCP client read and write font data directly in GlyphsApp — bidirectional, real-time, live in the editor.
nmassi/glyphs-mcp
Graphiti MCP Server
by chen9z
Enables AI assistants to build and query temporally-aware knowledge graphs from conversations and data, maintaining persistent memory of entities, relationships, and facts across interactions.
chen9z/graphiti_mcp_server
unitree-sdk2-mcp
by ros-claw
MCP server for controlling Unitree robots via DDS protocol, supporting G1, Go2, H1, H2, B2, A2, R1 and more. Enables LLM agents to command robots with high-level actions and safety guards.
ros-claw/unitree-sdk2-mcp
paragonos-misc-tools
by paragon-os
A collection of miscellaneous tools for Claude, Cursor, and MCP-compatible clients. Includes OCR (Optical Character Recognition) capabilities leveraging the Google Gemini API.
Paragon-OS/paragonos-misc-tools-mcp
BaiGe MCP Server
by liggest
一个 MCP 服务器,提供基于百鸽查游戏王卡的工具
liggest/mcp-server-baige
Webflow MCP Server
by kapilduraphe
Webflow MCP server
kapilduraphe/webflow-mcp-server
UptimeRobot MCP Server
by 84emllc
Enables managing UptimeRobot monitors, alert contacts, and maintenance windows via natural language through the MCP protocol.
84emllc/uptimerobot-mcp
slidev-mcp
by joelbarmettleruzh
Enables AI assistants to create and update presentations via Slidev, with hosted slides that can be shared via a permanent URL.
joelbarmettlerUZH/slidev-mcp
PromptFuzzer-MCP
by edenyavin
MCP Server for using Garak LLM vulnerability scanner
EdenYavin/PromptFuzzer-MCP
fintaro-mcp
by fintaro-ai
Enables MCP-capable agents to read Fintaro invoices and transactions, and upload receipts, via a scoped API key with PII-safe projections.
fintaro-ai/fintaro-mcp
FAST-NUCES Flex Student Portal MCP Server
by ahtishamdilawar
Connects AI assistants to the FAST-NUCES Flex Student Portal, enabling students to query their academic data including attendance, marks, transcript, and fee reports through natural language conversations.
ahtishamdilawar/nuces-flex-MCP
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