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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Simple Python MCP Server
by rb58853
A simple MCP server implementation in Python using FastMCP and FastAPI, providing streamable HTTP transport with optional OAuth authorization for tools like echo and math.
rb58853/simple-mcp-server
searxng-mcp-bridge
by designcomputer
A minimal MCP server that exposes a private SearXNG instance as a search tool over streamable-HTTP, enabling web search from the llama.cpp WebUI or any compatible MCP client.
designcomputer/searxng-mcp-bridge
mcp-ai-workspace
by nickbiird
Exposes document retrieval as an MCP tool, enabling LLMs to search a local vector store of markdown documents. Includes a retrieval evaluation harness to measure hit rate and MRR.
nickbiird/mcp-ai-workspace
CortexSynapse
by amshamah419
A robust MCP server that bridges AI development tools with Palo Alto Cortex platforms (XSOAR/XSIAM), enabling natural language-driven development, testing, and automation of security workflows.
amshamah419/CortexSynapse
md2pdf-mcp
by chunliu
MCP Server for Markdown to PDF conversion.
chunliu/md2pdf
devcontainer-mcp
by vovayartsev-dice
A minimal MCP server that exposes a single bash tool to execute commands inside a devcontainer, returning real output and exit codes.
vovayartsev-dice/devcontainer-mcp
Onshape MCP Server
by gilfoyle19
Enables programmatic CAD modeling with Onshape through document discovery, parametric sketching, feature management, and gear creation.
gilfoyle19/onshapemcp
MCP-Based Weather Information System
by aryanmanral27
Provides current weather information for any location and generates AI-powered responses using Google Gemini through FastMCP.
AryanManral27/MCP-Based-Weather-Information-System
OpenProject MCP Server
by firsthalfhero
Enables AI assistants to interact with OpenProject installations for comprehensive project management, including creating projects and work packages, managing users and assignments, creating dependencies, and generating Gantt charts through natural language commands.
firsthalfhero/openproject-mcp-server
athena-mcp
by ampcome-mcps
Enables users to execute SQL queries, manage workgroups, databases, tables, and named queries in AWS Athena through natural language.
ampcome-mcps/athena-mcp
Sequential Thinking MCP Server
by badbboy
Facilitates structured, progressive thinking through defined cognitive stages (Problem Definition, Research, Analysis, Synthesis, Conclusion), enabling users to break down complex problems, track thought progression, and generate summaries of their thinking process.
badbboy/mcp-sequential-thinking
Local OneNote MCP
by peteroooooooo
A pure-local Microsoft OneNote MCP server for Windows that controls the OneNote desktop app through the local OneNote COM API without needing Azure, Microsoft Graph, API keys, or OAuth.
Peteroooooooo/local-onenote-mcp
harness_to_mcp
by on-panda
Exposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a standard MCP server by intercepting LLM API calls.
on-panda/harness_to_mcp
Grafana FastMCP Server
by sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying datasources, managing alerts, incidents, and on-call shifts, and accessing observability data.
sandersouza/grafanaFastMCP
smplkit MCP Server
by smplkit
Enables AI agents to create, run, and monitor scheduled HTTP jobs on the smplkit platform via natural language commands.
smplkit/mcp
MCP stdio adapter
by jrderuiter
Expose a remote MCP server (HTTP) as a local stdio MCP server.
jrderuiter/mcp-stdio-adapter
ROI Agent MCP Server
by rogan297
Enables users to ask questions in Portuguese about marketing metrics (ROI, CAC, LTV, pipeline, channel attribution) by querying a marketing data warehouse through MCP tools.
rogan297/roi-agent-mcp
MCP Template
by xcollantes
A template repository for building Model Context Protocol (MCP) servers that enable LLM clients to interact with custom tools and services through standardized JSON-RPC communication.
xcollantes/mcp-template
desktop-organizer
by robwatsongtr
MCP server for organizing files on your Mac Desktop by automatically categorizing them into folders. Supports listing, previewing, and moving files into category folders (Images, Documents, Videos, etc.).
robwatsongtr/desktop-organizer-mcp
MCP Log Collector
by vignesh-viggypiggy
Enables remote log collection from Linux machines via HTTP/HTTPS, allowing clients like Claude Desktop to access and analyze system logs securely.
Vignesh-ViggyPiggy/mcp_logs_from_linux_machine
technical-impact-analyst
by gaells
Analyzes GitHub contributions and maps them to the Karpathy Skills framework, providing metrics, alignment scores, and executive summaries.
Gaells/mcp-github-performance-review
Datadog MCP Server
by harsh-gulhane
Enables AI assistants to query Datadog metrics, logs, monitors, security signals, and billing data through natural language.
harsh-gulhane/datadog-mcp-server
ortools-mcp
by iam-aditya
An MCP server that uses Google OR-Tools CP-SAT to find minimal corrections to variable values to satisfy a set of equations, useful for fixing misread data from OCR or forms.
iam-aditya/ortools-mcp
ServiceNow MCP Server
by shameerampcome
Enables Claude to interact with ServiceNow instances to manage incidents, service catalogs, workflows, and knowledge bases through the ServiceNow API. It supports comprehensive operations including record querying, script execution, and user management using various authentication methods.
shameerampcome/servicenow-mcp
US Healthcare Analytics
by ajhcs
13 MCP servers with 69 tools for US public healthcare analytics covering CMS, Census, BLS, and HRSA data.
ajhcs/healthcare-data-mcp
Python MCP Markdownify Server
by reasonz
Converts files (PDF, images, audio, DOCX, XLSX, PPTX) and web content (YouTube transcripts, Bing search, general pages) to Markdown via the Model Context Protocol.
reasonz/markitdown-mcp
MCP Server Basic Example
by aryansingh-ai
A basic MCP server that provides arithmetic tools (add, subtract) and a greeting resource, demonstrating core MCP concepts.
Aryansingh-ai/MCP_SERVER
Nonpayment Health MCP Server
by chweyun
Enables querying and analyzing non-reimbursable medical treatment costs in South Korea using the Health Insurance Review & Assessment Service API. Supports searching treatment codes, comparing hospital prices, regional statistics analysis, and finding cost-effective healthcare options.
chweyun/mcp-nonpayment-health
Simple MCP Server
by eshvargb
A simple MCP server that provides basic utility tools for text manipulation, file operations, and calculations, intended to be connected to Claude AI desktop app.
eshvargb/MCP_ClaudeAI
handson-coding
by jrjuni
Enables recording and analyzing coding practice attempts, comparing LLM verdicts with platform results, and gradually improving LLM judgment through correction rules.
JrJuni/handson-mcp
ChatSQL MCP Server
by thomasjerard
Enables natural language queries to PostgreSQL by converting questions to SQL using Google Gemini and executing via FastMCP.
thomasjerard/ChatSQL
mcp-gemini-google-search
by studykit
A Model Context Protocol (MCP) server that provides AI-powered Google search functionality using Gemini.
studykit/mcp-gemini-google-search
Equinox MCP Server
by s27183
An MCP server that provides LLMs with access to Equinox documentation and tools to validate Equinox module code. It supports both online documentation fetching from GitHub and offline access through local files.
s27183/equinox-mcp
TechMCP - PSG College of Technology MCP Server
by codit04
Enables AI assistants to access PSG College of Technology e-campus portal data including CA marks, attendance records, timetable schedules, and course information through natural language queries.
codit04/TechMCP
Amazon PA-API MCP Service
by jademind
Enables interaction with Amazon's Product Advertising API to search for and retrieve product information from Amazon marketplaces. Supports multiple Amazon regions and marketplaces with configurable host, region, and partner credentials.
jademind/mcp-amazon-paapi
mcp-esa-server-python
by scnsh
A Python-based MCP server that enables users to interact with the esa.io API for documentation management. It provides tools for retrieving user information and performing full CRUD operations on articles.
scnsh/mcp-esa-server-python
DataFlow MCP Server
by sreetarak2
A production-grade MCP server for secure MongoDB CRUD operations with filtering, pagination, health monitoring, and rate limiting.
SreeTarak2/dataflow_mcp
paper-search-mcp-gateway
by jaime5alvarez
FastMCP gateway that exposes paper-search-mcp as an HTTP MCP server, enabling search and download of academic papers from arXiv, PubMed, bioRxiv, medRxiv, and Google Scholar.
Jaime5Alvarez/paper-search-mcp-gateway
Slack MCP
by feamster
Read and respond to Slack from Claude.
feamster/slack-mcp
Evernote MCP Server
by kensou24
Enables Claude to interact with Evernote notes and notebooks, supporting full-text search, note operations (create, read, update, delete), and multiple output formats for both International Evernote and Yinxiang Biji.
kensou24/evernote-mcp
ProjectMemory
by bountyyfi
A proof-of-concept MCP server for security research demonstrating a multi-phase parasitic attack that disguises itself as a legitimate project memory tool while profiling users and executing cross-server shadowing attacks.
bountyyfi/ProjectMemory
uniprot-mcp
by fastmcp-me
Provides seamless access to UniProtKB protein data, enabling querying of protein entries, sequences, Gene Ontology annotations, and ID mappings through a typed, resilient interface.
fastmcp-me/uniprot-mcp
FastAPI Database MCP Server
by amararun
Provides read-only SQL query access to Postgres and DuckDB databases via MCP tools, with extensive security hardening for public endpoints.
amararun/shared-fastapi-database-mcp
newrelic-mcp-server
by vickykr26941
Provides New Relic observability tools for AI assistants, enabling discovery, data access, alerting, incident response, and performance analytics via natural language queries.
vickykr26941/newrelic-mcp-server
mcp-fabric
by rajivdatta
MCP server for managing Microsoft Fabric notebooks and Dataflow Gen2 via the Fabric REST API. Supports reading, creating, updating, running, and deleting items within workspaces.
rajivdatta/mcp-fabric
MCP OCR Server
by rjn32s
Extracts text from images using Tesseract OCR with support for local files, URLs, and raw image bytes. It provides production-grade OCR capabilities and multi-language support through the Model Context Protocol.
rjn32s/mcp-ocr
memorybank
by cognis-digital
Portable long-term memory store for agents, exposed over MCP.
cognis-digital/memorybank
Alpha Vantage MCP Server
by orishmila
A comprehensive MCP server that provides access to Alpha Vantage's financial data APIs, including stocks, forex, crypto, commodities, and economic indicators, enabling users to retrieve real-time quotes, historical data, technical indicators, and market intelligence through natural language.
OriShmila/alpha-vantage-mcp-server
AIChat MCP Server
by chandler-rj
将AIChat服务封装为MCP服务器,供Claude、Cursor等AI客户端调用,支持创建AI角色、管理会话、自动对话和搜索历史论战。
chandler-rj/AIChat-MCP
Peliqan
by peliqan-io
$2f
peliqan-io/mcp-server-peliqan
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