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
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We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.
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We inspected the source code and checked that its capabilities match what the tool descriptions claim.
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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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Traffic MCP Server
by lucad-28
Provides traffic prediction and route optimization tools that consume a REST API to get traffic station data, predict Speed Performance Index using LSTM models, and suggest optimal routes between stations using Dijkstra's algorithm.
lucad-28/traffict-mcp-server
Terragrunt GCP Tool MCP
by spolspol
Enables intelligent management of Google Cloud Platform infrastructure using Terragrunt, with support for experimental stacks, parallel deployments, resource visualization, cost analysis, and comprehensive infrastructure operations through natural language.
spolspol/terragrunt-gcp-tool-mcp
mcp-server-sparql
by kashif-rabbani
A generic MCP server that connects AI agents to any SPARQL 1.1 endpoint, enabling querying and updating RDF data across various triple stores.
Kashif-Rabbani/mcp-server-sparql
uthere
by odfalik
Camera-based presence detection MCP server for Claude Code. Uses your webcam to check if you're sitting at your computer, and can automatically keep Claude working when you step away.
odfalik/uthere
Data 360 Query MCP Server
by forcedotcom
Enables executing SQL queries against Salesforce Data Cloud from Cursor, with tools to list tables and describe table structure.
forcedotcom/datacloud-mcp-query
Agentpool
by zuga-technologies
A Stack Overflow for Claude Code agents — a shared pool of solved-problem fixes.An agent hits an error, calls ask_pool for ranked prior fixes; solves something new, calls post_solution. Semantic search + write-time content shield. Free, Apache-2.0.
Zuga-Technologies/agentpool-mcp
MCP-SOC Middleware
by funphp
Enables AI agents to interact with Splunk SIEM and TheHive SOAR through a unified MCP interface, providing 12 tools for alert triage, case management, and security operations.
funphp/mcp-soc-middleware
Protheus Chat MCP Server
by straider2
MCP server that enables searching a TOTVS Protheus ERP knowledge base using vector similarity and reranking.
Straider2/protheus-mcp
Doc MCP Server
by ceeyang-ai
Enables AI agents to generate PDFs from Markdown or URLs, extract text, merge documents, and perform text conversions via the Model Context Protocol.
ceeyang-ai/doc-mcp-server
Rowan MCP Server
by k-yenko
Enables molecular design and simulation through 45 chemistry tools including pKa calculations, geometry optimization, conformer searches, docking, protein cofolding, and ADMET predictions powered by Rowan's computational chemistry platform.
k-yenko/rowan-mcp
adamamer20/paper-search-mcp-openai
by adamamer20
Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…
adamamer20/paper-search-mcp-openai
Omni-Video Studio MCP
by mallet-dev
Enables AI agents to edit video using text-based proxies, motion graphics via Hyperframes, and advanced FFmpeg rendering, turning any LLM IDE into a professional video editor.
Mallet-Dev/omni-video-mcp
morosss/sdfsdf
by morosss
Find academic papers across major sources like arXiv, PubMed, bioRxiv, and more. Download PDFs whe…
morosss/sdfsdf
cds-mcp
by mohamedelashri
MCP server for searching and retrieving documents, metadata, and files from CERN Document Server (CDS) with optional CERN SSO authentication.
MohamedElashri/cds-mcp
Telegram Community MCP
by nullnumber1
Enables hybrid search over Telegram community message history, combining full-text and semantic search with incremental sync for Claude Desktop integration.
nullnumber1/Telegram-Community-MCP
FFmpeg Video Processor
by bitscorp-mcp
Enables video manipulation through FFmpeg, offering capabilities to resize videos to different resolutions and extract audio in various formats without leaving the conversation interface.
bitscorp-mcp/mcp-ffmpeg
Spotify MCP Server
by vinay1359
Dual-mode tool server for controlling Spotify through terminal or AI assistants like Claude or ChatGPT.
vinay1359/Spotify-MCP-with-dual-mode
Enneagora E-commerce MCP Server
by slavpilus
Enables customer support across e-commerce platforms by providing order management, product guidance, and account assistance tools through natural language queries.
slavpilus/mcp
Jira MCP Server
by stolostron
A Model Context Protocol server that enables AI applications to interact with Jira issues, projects, and workflows through a standardized interface.
stolostron/jira-mcp-server
DICOM MCP Server for Medical Imaging Systems 🏥
by christianhinge
Model Context Protocol (MCP) for interacting with dicom servers (PACS etc.)
ChristianHinge/dicom-mcp
LinkedIn MCP Pro Max
by mdnaimul22
High-performance autonomous MCP server that turns LinkedIn into an API for AI workflows, enabling profile management, job search, content posting, and document generation.
mdnaimul22/linkedin-mcp-pro-max
LogicProMCP
by shlomyss
A local MCP server that bridges Logic Pro MIDI data via an AUv3 plugin, enabling reading, creating, and manipulating MIDI regions and tracks through tools like read_logic_track and create_midi_region.
shlomyss/LogicProMCP-for-Codex
mcp-server-splunk
by pahar0
Enables AI assistants to search, manage, and analyze data in Splunk instances through the Model Context Protocol. Supports SPL queries, index management, alerts, dashboards, and more.
pahar0/mcp-server-splunk
IATA-Geo-Core
by oscar-zeng
Enables AI agents to query airport information and calculate Great Circle distances between global airports using IATA codes, following the FFP industry standard in statute miles.
Oscar-Zeng/IATA-Geo-Core
Finnhub MCP Server
by denusenko
Connects Claude Desktop to real-time stock market data via Finnhub API, enabling company profiles, stock quotes, market news, and a customizable watchlist.
DenUsenko/ai-eng-mcp-demo
research-mcp
by vvzvlad
A stateless MCP server that provides web search, single page reading, and batch page reading tools, with automatic failover across multiple search and content extraction providers.
vvzvlad/research-mcp
MCP Document Analysis Server
by babychrist666
A Model Context Protocol server that provides document analysis capabilities to LLM applications, including extraction, chunking, summarization, and semantic search for PDF, DOCX, and plaintext documents.
BabyChrist666/mcp-document-server
arxiv-mcp
by vishal24p
Enables searching arXiv and downloading papers via MCP tools, no API key required.
vishal24p/arxiv_mcp
cognos-session-memory
by base76-research-lab
Enables persistent session memory for LLMs by trust-scoring and injecting verified context between conversations.
base76-research-lab/cognos-session-memory
ipynb-mcp
by nils-holmberg
An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab session via the Model Context Protocol.
nils-holmberg/ipynb-mcp
Discord MCP Server
by hevji
Enables AI assistants to manage a Discord server, including creating channels, categories, roles, setting permissions, and assigning roles through natural language commands.
hevji/Discord-Bot-MCP
Imagenx MCP Server
by newtoolai
AI-powered image and video generation and processing server that supports text-to-image, image-to-image, text/image-to-video generation, image analysis, and comprehensive editing operations (crop, resize, convert, adjust) through providers like Doubao and Aliyun.
NewToolAI/imagenx
leadforge
by cognis-digital
Enables lightweight CRM pipeline management with email sequences, project scanning, and MCP-based interaction for AI agents.
cognis-digital/leadforge
CiNii MCP Server
by suzuuuuu09
Enables searching and retrieving academic articles from CiNii, Japan's largest bibliographic database, with support for advanced filtering, sorting, and search range options.
suzuuuuu09/cinii-mcp-server
MCP Serverless
by tilfin
Provides a serverless implementation of the Model Context Protocol for registering and managing tools, enabling in-memory client-server connections and credential transmission via request context.
tilfin/mcp-serverless
teleport-docs-mcp
by greedy52
Enables AI assistants to search and retrieve information from Teleport documentation using a vector database. It provides a tool for semantic vector search over pre-populated embeddings of Teleport pages and examples to assist with technical queries.
greedy52/teleport-docs-mcp
blackmount-mcp
by blackmount-ai
Enables AI assistants to access and search local browser history, bookmarks, open tabs, and downloads for personalized context.
BlackMount-ai/blackmount-mcp
AIops-tools/Proxmox-AIops
by aiops-tools
AI-powered MCP server for managing Proxmox VE VMs and containers with built-in governance, audit logging, and reversibility.
AIops-tools/Proxmox-AIops
MCP Python Code Navigation Server
by aillescas76
Provides tools for Python code navigation, analysis, and refactoring, including finding definitions, references, and symbol lists. It enables automated tasks such as renaming symbols and organizing imports to enhance AI-driven development.
aillescas76/mcp_python
PDF Reader MCP Server
by lihongwen
An MCP server providing comprehensive PDF processing capabilities with 18 tools for text extraction, OCR, image conversion, metadata management, and optimization.
lihongwen/pdfreadermcp
PostgreSQL
by antonorlov
Provides a bridge to PostgreSQL databases for executing SQL queries, managing tables, and inspecting schemas with support for prepared statements and multiple parameter styles
antonorlov/mcp-postgres-server
Facebook Ads Library MCP
by ramsesaguirre777
Enables competitive intelligence, market analysis, and advertising insights by providing 15+ advanced tools to search, analyze, monitor, and predict Facebook ad performance.
RamsesAguirre777/facebook-ads-library-mcp
SkyOdyssey MCP
by maru-775
Enables AI clients to explore cheapest destinations, optimize multi-leg flight itineraries, and reference airport/region data via MCP tools and resources.
maru-775/SkyOdyssey-MCP
enlace_connector
by i2mint
Deploy Python functions as authenticated MCP connectors for Claude.ai and other MCP hosts, with pluggable OAuth and support for separate venvs for heavy dependencies.
i2mint/enlace_connector
ScarletPlan
by heetshah15
Local-first Rutgers course planning assistant that answers 'what should I take and when?' using a CP-SAT solver, real transcript data, and live SOC data, connected to Claude via MCP.
heetshah15/scarletplan
mcp-yfinance-ux
by bxxd
Provides Bloomberg Terminal-style market data for AI agents, with formatted tables and navigable hierarchy (markets → sector → ticker).
bxxd/mcp-yfinance-ux
FEFLOW MCP Server
by followmyself
Enables AI assistants to control FEFLOW 7.5 groundwater simulation software through MCP, supporting model loading, mesh operations, parameter management, and result export.
Followmyself/DHI_FEFLOW_MCP
paper-search
by its-antony
Enables searching, downloading, and exporting academic papers from 20+ scholarly sources including arXiv, PubMed, and Semantic Scholar. Supports multi-source concurrent search, citation network tracing, and export to CSV, RIS, and BibTeX.
its-antony/paper-search
Bilibili MCP Server
by 12qw3er4ty5u-collab
An MCP server powered by public Bilibili APIs so AI agents can search videos and read public video and creator metadata.
12qw3er4ty5u-collab/bilibili-mcp-server
dental-ai
by kannaseka
Enables AI-powered dental X-ray analysis and treatment planning using YOLOv11 and clinical guideline RAG, integrated with MCP for use with Claude and other AI assistants.
Kannaseka/Dental-AI-Treament-Planner
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