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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Bandcamp MCP
by leosakharoff
Enables searching and browsing Bandcamp for albums, artists, tracks, and tags, as well as discovering new music by genre and format.
leosakharoff/bandcamp-mcp
openresearch-mcp
by olanokhin
Zero-auth multi-source research MCP server that enables web search, reading URLs, PDFs, GitHub repos, and querying Hacker News, Stack Overflow, Semantic Scholar, and YouTube transcripts without API keys.
olanokhin/openresearch-mcp
mcp-grep
by fastmcp-me
A grep server implementation that exposes grep functionality through the Model Context Protocol (MCP), supporting natural language prompts and common grep options such as case-insensitive matching, context lines, and recursive searching.
fastmcp-me/mcp-grep-erniebrodeur
pg-mcp
by andre-c-andersen
A lightweight Postgres MCP server for safe database exploration and query analysis, read-only by default, with multi-database support.
andre-c-andersen/pg-mcp
Weather MCP Server
by dangogh
Provides current weather conditions and 5-day forecasts for any location using the OpenWeatherMap API. Supports flexible location queries including city names, coordinates, and zip codes.
dangogh/weather-mcp
Supervisord MCP
by aether-platform
Enables AI agents to manage Supervisord processes (start, stop, restart, view logs, etc.) through the Model Context Protocol, simplifying process management in production and development environments.
aether-platform/supervisord-mcp
weather-mcp-server
by raviraval79
An MCP server that wraps the Open-Meteo API to provide current weather, forecasts, and historical data for any location without requiring an API key.
raviraval79/weather-mcp-server
MCP Documentation Server
by lukaszzychal
Generates technical documentation and diagrams (C4, UML, flowcharts, Gantt, etc.) using MCP protocol, with Docker-based tooling and optional AI image generation via DALL-E 3.
lukaszzychal/mcp-doc-generator
bach-yelp_business_api
by bach-ai-tools
Enables accessing Yelp Business API to search businesses, get reviews, menus, and business details.
BACH-AI-Tools/yelp_business_api
MCP Container Tools
by simseksem
An MCP server for managing and monitoring Docker, Docker Compose, and Kubernetes environments alongside Azure Application Insights. It enables advanced log filtering, container lifecycle management, and querying of cloud application traces and metrics.
simseksem/mcp-container-tools
BioQC-MCP
by babajan-b
A professional MCP server for comprehensive bioinformatics quality control, providing automated FastQC/MultiQC analysis, HTML report parsing, and advanced data visualization for sequencing data.
Babajan-B/BioQC-MCP
keyvault
by ylz201
Enables AI agents to securely manage API keys and secrets via the MCP protocol, with encrypted storage at rest and a simple CLI and Python SDK.
ylz201/keyvault
Jenkins MCP Server
by akhilthomas236
Enables AI assistants to interact with Jenkins CI/CD systems for build management, job monitoring, console log analysis, and debugging through natural language commands.
akhilthomas236/jenkins_mcp_server
Swiss Case Law
by jonashertner
956k Swiss court decisions: full-text search, citation graph, statute lookup (DE/FR/IT)
jonashertner/caselaw-repo-1
se-eli-mcp
by matematicsolutions
Enables AI agents to search and retrieve consolidated Swedish statutes (SFS) from the Riksdagen open data API, with verifiable citations and persistent identifiers.
matematicsolutions/se-eli-mcp
fastf1-mcp-server
by surya96t
MCP server for Formula 1 data via the FastF1 library. Ask Claude (or any MCP-compatible client) about race results, lap times, telemetry, standings, pit stops, and qualifying — with historical data back to 1950 via the Ergast API.
Surya96t/fastf1-mcp
psamvault-mcp
by psam-717
MCP server for psamvault — lets AI agents use your stored credentials without ever seeing their plaintext values.
psam-717/psamvault-mcp
SNAP MCP Server
by mnkybr8n
A Model Context Protocol server that parses code, documents, data, and config files into structured database snapshots for targeted AI retrieval, enabling code analysis and project understanding via LLM interactions.
MnkyBr8n/SNAP
Routing Director MCP Server
by juniper
An MCP server that integrates with Juniper's Routing Director platform, providing intelligent access to network routing, assurance, optimization, and intelligence capabilities.
Juniper/routing-director-mcp-server
Dual Water Tank MCP
by zidingwang
Fits a lithium-ion full-cell dual-water-tank model from charge/discharge voltage-capacity data for battery aging mechanism identification, with parameter fitting, batch processing, and MCP server integration.
ZidingWang/dual-water-tank-aging-identification-mcp
M-Team
by 07freedom
Integrates with M-Team private BitTorrent tracker for torrent search, detail retrieval, and file downloading with category filtering and pagination.
07freedom/mcp-server-mteam
MCP-MinerU
by tinkpa
Enables document and image parsing to extract text, tables, and formulas from PDFs, screenshots, and scanned documents. Features OCR capabilities, table recognition, LaTeX formula conversion, and MLX acceleration optimized for Apple Silicon.
TINKPA/mcp-mineru
magicavoxel-mcp
by mahinika
Enables creating, modifying, and managing MagicaVoxel .vox files through natural language, with tools for shape generation, patterns, color operations, and optional ML-powered suggestions.
Mahinika/magicavoxel-mcp
Grokipedia MCP Server
by fastmcp-me
Enables searching and retrieving content from Grokipedia, with tools for page lookup, citations, sections, and related pages.
fastmcp-me/grokipedia-mcp
Garmin MCP Gateway
by velkyvenik
A multi-user OAuth 2.1-protected gateway that enables Claude to access Garmin Connect tools through secure per-user sessions.
VelkyVenik/missingmcp
bi-mcp
by whoamitm
Connects AI assistants like Claude to Blue Iris security camera software, enabling natural language queries about camera status, alerts, and configurations.
whoamiTM/bi-mcp
MCP Data Visualization Server
by xoniks
Enables creating interactive data visualizations from natural language queries using DuckDB for local databases or Databricks for enterprise data warehouses. Supports multiple chart types, CSV imports, SQL queries, and automatic statistical analysis through Claude Desktop.
xoniks/mcp-visualization-duckdb
Withings MCP Server
by schimmilab
Enables access to Withings Health API data including body measurements, activity tracking, sleep analysis, workouts, and heart rate monitoring through OAuth2 authentication.
Schimmilab/withings-mcp-server
ChemLint
by molml
Transforms AI assistants into powerful molecular machine learning workbenches, giving LLMs native access to cheminformatics and molecular ML tools through natural conversation.
molML/ChemLint
BICScan MCP Server
by ahnlabio
BICScan MCP Server
ahnlabio/bicscan-mcp
Blender MCP
by glonorce
Enables AI assistants to create, inspect, and animate 3D scenes in Blender through natural language and structured tool calls.
glonorce/Blender_mcp
hn-tech-signal-mcp
by malkreide
Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub into a structured briefing. No authentication required.
malkreide/hn-tech-signal-mcp
Literatür MCP
by saidsurucu
Enables searching, PDF conversion, and reference extraction for Turkish academic articles on DergiPark via MCP tools.
saidsurucu/literatur-mcp
Linux MCP Server
by algony-tony
Exposes full Linux system control to AI clients via MCP tools for bash execution, file operations, and search, with configurable permissions and audit logging.
algony-tony/mymcp
ServiceNow MCP Server
by nathanolds22
Enables Claude to interact with ServiceNow instances through the ServiceNow API, supporting record management, service catalog operations, change management, and more via natural language.
nathanolds22/servicenow-mcp-merged
vetsorcery-mcp
by aiva-vet
MCP server for VetSorcery — query problem lists, SOAP notes, and patient summaries from Claude Desktop, Cursor, Windsurf, or any MCP-compatible agent.
AIVA-VET/vetsorcery-mcp
Multi-Agent MCP Server
by arpit-moga
Automates codebase review and documentation generation using specialized AI agents, integrating with MCP for AI workflows and Smithery for deployment.
Arpit-Moga/Vibechecker
mcp-vcd
by key2
Enables AI assistants to analyze hardware simulation VCD waveforms and GTKWave save files, providing access to signal values, bus definitions, and groupings without loading entire files.
key2/mcp-vcd
Tigo Energy MCP Server
by matt-dreyer
A Model Context Protocol (MCP) server that provides comprehensive access to Tigo Energy solar system data and analytics. It enables AI assistants to interact with your Tigo solar monitoring system to retrieve production data, performance metrics, system health information, and maintenance insights.
matt-dreyer/Tigo_MCP_server
pydoll-mcp
by jinsongroh
Enables browser automation with zero-webdriver, supporting tab management, element finding, navigation, and intelligent search via MCP, with captcha bypass and Windows compatibility.
JinsongRoh/pydoll-mcp
ADF Cost Intelligence MCP
by harinarayn
Enables AI assistants to analyze Azure Data Factory costs, detect waste, and provide optimization recommendations by querying pipeline run metadata and Azure pricing.
harinarayn/adf-cost-intelligence-mcp
up-law-mcp
by upderechoia
A template for building legal MCP servers that enforces source citation to reduce hallucination, enabling students to create their own grounded legal AI assistants.
UPDerechoIA/up-law-mcp
SSMCP
by antonsokolskyy
Provides web search with content extraction, YouTube subtitles, and optional LLM summarization for AI assistants.
antonsokolskyy/SSMCP
llm-d-bench-mcp
by talbenamii
Enables Claude Code to benchmark llm-d from plain English, providing 35 tools and 5 workflow prompts for probing clusters, planning, deploying, running benchmarks, and analyzing results via the Model Context Protocol.
TalBenAmii/llm-d-bench-mcp
MCPBridge
by donkronk17
Enables BCH agents to be exposed via MCP/A2A protocols for discovery and task delegation, and allows delegation to external A2A agents.
DonkRonk17/MCPBridge
Pinecone Assistant MCP
by john-walkoe
A generic MCP server for conversational AI document research using the Pinecone Assistant API, providing customizable RAG knowledge base access without embedding complexities.
john-walkoe/pinecone_assistant_mcp
UUIDv7 Generator
by pomazanbohdan
Generates UUIDv7 strings either individually or in batches, providing time-sortable universally unique identifiers through the Model Context Protocol.
pomazanbohdan/mcp-uuidv7-generator
FastAPI Docs MCP Server
by jaredthivener
Provides AI assistants with real-time access to FastAPI documentation, enabling search, browsing, code examples, and comparisons.
jaredthivener/fastapi-docs-mcp
laserfiche-mcp
by samuelshernandez
Enables AI assistants to search, read, and manage documents in a Laserfiche repository via the MCP protocol, with optional write operations and safety controls.
SamuelSHernandez/laserfiche-mcp
Rundeck MCP Server
by justynroberts
Enables interaction with Rundeck instances to list jobs, execute jobs with options, and retrieve execution status and logs through natural language commands.
justynroberts/rundeck-mcp
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