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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bar-assistant-mcp
by talvola
MCP server for Bar Assistant that enables searching cocktails, managing ingredients, shelves, shopping lists, and collections via natural language.
talvola/bar-assistant-mcp
ctbcsec-api-mcp-server
by mofesto
Enables LLMs to interact with CTBC Securities CTS Trading API for stock, futures, and options trading operations, including order placement, account management, and position queries.
Mofesto/ctbcsec-api-mcp-server
Filesystem
by bsmi021
Integrates with local filesystems to enable file operations, analysis, and manipulation across various file types and structures.
bsmi021/mcp-filesystem-server
google-chat-mcp
by yashasawarokt
An MCP server that connects Claude to your Google Chat workspace, enabling search of messages, spaces, and DMs with automatic resolution of real display names.
yashasawarokt/google-chat-mcp
MCP with Gemini Tutorial
by guibibeau
Building MCP Servers with Google Gemini
GuiBibeau/mcp-gemini-tutorial
PDF Memo MCP Server
by ychoi-kr
Enables safe interaction with PDFs, including listing files, extracting highlights with exact text, reading annotations and page text, and viewing metadata, all restricted to configured directories.
ychoi-kr/pdf-memo-mcp
Upstox MCP Server
by adibhattar95
A lightweight, plugin-based MCP server for trading and fund analysis using Upstox APIs.
adibhattar95/upstox-mcp-server
Expense Tracker MCP
by mohit067
Enables management of expenses via SQLite database, including adding, listing, updating, deleting, filtering, and summing expenses through natural language.
Mohit067/MCP_Claude
Understand-Anything MCP Server
by viethoangnguyenle
Enables AI assistants to deeply understand codebases via Knowledge Graphs, supporting fuzzy search, architecture layer queries, call chain tracing, impact analysis, and domain knowledge with multi-project support.
VIethoangnguyenle/Understand-Anything-MCP
rag-mcp
by ma-fee
A RAG service based on FastMCP that enables document indexing and retrieval (keyword/vector search) through the MCP protocol.
Ma-fee/RAG_MCP
GitHub MCP Server with Organization Support
by websyteai
GitHub MCP server with organization support
WebsyteAI/github-mcp-server
PolyAI Agent Studio MCP Server
by shawnwun
Enables access to PolyAI Agent Studio Cursor rules via MCP tools for listing, retrieving, and searching rules, making them usable by any MCP-compatible client.
shawnwun/polyai-agent-studio-mcp
Noves MCP Server
by noves-inc
Enables AI assistants to access and explain blockchain data across 100+ networks using natural language, without requiring authentication.
Noves-Inc/noves-mcp
Azure SQL MCP Server
by carlosgutierrezch
Enables querying, exploring, and interacting with Azure SQL databases through MCP-compatible clients like Claude Desktop.
carlosgutierrezch/mcp_component
MCP OCI Logan Server
by adibirzu
Connects Claude to OCI Logging Analytics for natural language querying and analysis of security logs, including detection catalog, MITRE ATT&CK integration, and cross-log correlation.
adibirzu/mcp-oci-logan-server
FastMCP Beginner MCP Servers
by papasmurf79
A beginner-friendly collection of MCP server implementations demonstrating calculator tools, web APIs with SSE transport, and RSS feed integration for AI agents. Includes examples using stdio and HTTP transports with validation via MCP Inspector.
Papasmurf79/MCPServerProject
DataLakeHouseMCP
by zabi82
Enables AI-powered MCP clients to interact with data lakehouse components including Kafka, Flink, and Trino/Iceberg for managing topics, jobs, catalogs, and executing queries.
Zabi82/DataLakeHouseMCP
power-point-mcp
by timon-strauss
Enables Claude to read, create, and edit a single pre-bound PowerPoint file via MCP tools, with security bound to one specific .pptx file.
timon-strauss/power-point-mcp
rlm-mcp-server
by wgthomas
Provides recursive language model capabilities to AI assistants, enabling efficient exploration of large contexts through iterative Python code execution.
wgthomas/rlm-mcp-server
Tidio MCP Server
by adrmrn
Integrates the Tidio customer service platform with LLMs, enabling management of conversations, contacts, tickets, and operators through natural language.
adrmrn/tidio-mcp
rag-mcp
by jemplayer82
MCP server for Fathom Works RAG that exposes a self-hosted knowledge base as tools for any MCP-capable LLM to query documents, manage libraries, and ingest files or URLs.
Jemplayer82/rag-mcp
Stock Analysis MCP Server
by neharoy25
Offers real-time stock prices, sector and historical analysis, top performers for NSE and global markets, plus stock-specific and general market news with intelligent caching and fallback data.
nehaRoy25/stocks-analysis-with-MCP
Alpaca MCP Gold Standard
by joravetz
A comprehensive MCP server for professional trading operations with Alpaca, providing 31 tools for account management, market data, order execution, custom strategy execution, and advanced portfolio analytics with intelligent position classification.
JOravetz/alpaca-mcp-gold
Athena
by vis-3
A local academic research assistant that indexes PDFs into a searchable vector library and exposes MCP tools for semantic search, claim extraction, contradiction detection, and multi-step research synthesis.
Vis-3/Athena
google-mcp-server
by psckeithw
An MCP server that enables AI assistants to read, search, and act on Google Workspace services including Gmail, Drive, Docs, YouTube, and Calendar.
psckeithw/mcp-google
Stock Analyzer MCP
by codewithadvi
Production-grade MCP server that enables AI assistants to access real-time financial market data with intelligent fallback mechanisms, supporting stock prices, comparisons, fundamentals, and market summaries via Yahoo Finance and CSV.
codewithadvi/StockAnalyzerMCP
safeagent-token-safety
by aigen-protocol
Token safety oracle for AI agents. Honeypot detection, 17 scam pattern checks, LP lock verification across 6 EVM chains. Score 0-100 with risk flags. ERC Token Safety Score standard.
Aigen-Protocol/erc-token-safety-score
Wazuh SIEM Agent System
by flybfree
A Claude-powered MCP tool suite for interacting with a Wazuh SIEM manager, enabling triage, health monitoring, threat hunting, rule management, and active response execution.
flybfree/wazuh-agent
Microsoft 365 MCP
by xyz50270
Enables LLMs to manage your Microsoft 365 calendar, tasks, and email via Microsoft Graph API, acting as a personal secretary.
xyz50270/Microsoft-Calendar-MCP
Feature Suggestions (Supabase)
by adiletd
Connects AI assistants to a Supabase database for querying feature suggestions, enabling direct access to feature request data within conversations without manual database queries.
adiletd/feature-request-collection-mcp
CloudreveMCP
by bei123
MCP server integrating Cloudreve with downloaders for Douyin, Bilibili, and Netease, enabling login, parsing links, downloading, and uploading to cloud storage with direct links.
bei123/CloudreveMCP
Apstra Mcp Server
by vignitin
Python script to test Model Context Protocol (MCP) server for Juniper's Apstra Fabric manager's APIs.
vignitin/apstra-mcp-server
Trader Journal MCP
by cepharsbonacci
Provides AI-powered trading analytics and coaching by analyzing historical trades to identify strategies, emotional patterns, and behavioral mistakes via MCP tools.
CepharsBonacci/trader-journal-mcp
playwright-accessibility-mcp-server
by deepakkamboj
Enables accessibility testing using Playwright and Axe, allowing users to scan URLs, HTML content, and batches for violations, and summarize results.
deepakkamboj/playwright-accessibility-mcp-server
Blender MCP Server
by gajanm
Enables AI agents to control Blender 3D software through natural language commands, supporting object creation, manipulation, materials, rendering, and scene management with 22 tools organized across 6 categories.
gajanm/afterquery_mcp
notebook-agent-mcp
by kjh-sun
Enables AI agents to execute Jupyter notebook cells with persistent kernel state, output persistence, and structured JSON control surface.
KJH-Sun/jupyter-kernel-mcp
campaign_chest
by dsddet
Provides 35 MCP tools for automated marketing campaigns, integrating event management, booking, and email marketing into a deterministic pipeline for AI agents.
dsddet/campaign_chest
Linear
by argia-andreas
Bridges Linear's project management platform by retrieving user todo tickets via user ID or email, enabling seamless integration of project context into workflow tools.
argia-andreas/linear-mcp-server
sfskills-mcp
by pranavnagrecha
Provides live-org context for AI assistants with tools to search skills, agents, templates, decision trees, and query Salesforce metadata (Apex, LWC, objects, fields, etc.) via MCP.
PranavNagrecha/AwesomeSalesforceSkills
imagen-mcp
by michaeljabbour
Enables intelligent multi-provider image generation through OpenAI and Google Gemini APIs with automatic provider selection, support for reference images, real-time data grounding, and conversational refinement.
michaeljabbour/imagen-mcp
AgenSysAdmin
by e13ctr0n
MCP server for remote Linux server administration via SSH, integrating with Claude Code to manage Ubuntu/Debian servers.
E13ctr0N/AiSysAdmin
alaya
by luke-kucing
Enables Claude Code to serve as the primary interface for a personal knowledge vault (zk or Obsidian), allowing full read, write, search, and synthesis operations on notes.
luke-kucing/alaya
edstem_mcp
by donpham7
An MCP server that allows AI assistants to access EdStem course discussion boards, including listing courses, fetching posts, searching, and retrieving thread details, with automated SSO login support for Georgia Tech.
donpham7/edstem_mcp
Slack MCP Server
by bahakizil
Enables AI-powered Slack workspace management with 18+ tools for messaging, channel management, conversation analysis, and real-time bot responses. Features an autonomous AI agent that can plan and execute complex multi-step tasks combining Slack operations with web research.
bahakizil/slack_mcp
Unit Expert MCP
by kdaehun00
Converts common units for length, weight, temperature, area, and volume.
kdaehun00/unit-expert-mcp
FeelFit MCP Server
by tecnologicachile
Provides access to body composition data from FeelFit smart scales, including measurements like weight, BMI, and body fat. Supports multi-account management and health goal tracking via the FeelFit Cloud API.
tecnologicachile/mcp-feelfit
TrainHeroic
by cmagorian
Allows for management of TrainHeroic Athlete accounts via MCP and the unofficial API
cmagorian/trainheroicMcp
Emulator MCP Server
by amm-ar
Controls Android emulators from any MCP-capable client via ADB and emulator CLI, supporting AVD management, APK operations, screen interactions, and device diagnostics.
Amm-ar/android_emulator_mcp
Excalidraw MCP Server
by i-tozer
Model Context Protocol (MCP) server for Excalidraw - Work in Progress
i-tozer/excalidraw-mcp
image-gen3-google-mcp-server
by falahgs
Enables high-quality image generation using Google's Imagen 3.0 model via the Gemini API, with support for multiple images per request and automatic file management and HTML preview generation.
falahgs/image-gen3-google-mcp-server
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