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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OdooForge MCP Server
by hamzatrq
Enables AI assistants to fully control and manage Odoo 18 ERP instances through 79 tools, including configuration, data operations, reporting, and code generation, with built-in domain knowledge and specialist agents.
hamzatrq/odoo-forge
Linux Diagnostics MCP Server
by alonf
This MCP server provides read-only Linux system diagnostics tools for inspecting system information, processes, and log snapshots. It enables AI models to analyze Linux system health, troubleshoot issues, and review security through workflow prompts and HTTP transport with API key authentication.
alonf/MCPPythonDemo
vyuha
by sudheerdvn
Vyuha is an MCP server that enables coding agents to collaborate on a repository by providing tools for ticket creation, worktree management, code review, and staged deployment, all from local files.
sudheerdvn/vyuha
scholar-memory
by bybasiliosp
Enables scientific literature research through multi-agent search, analysis, and semantic memory, exposing 9 MCP tools for querying, storing, and retrieving research findings.
byBasiliosP/RLM-Agent
News Aggregator MCP Server
by aiagentkarl
Enables AI agents to fetch and search news from multiple sources including RSS/Atom feeds, HackerNews, and GDELT global news intelligence without requiring an API key.
AiAgentKarl/news-aggregator-mcp-server
Ollama MCP Wrapper
by pietervdmerwe
Enables AI agents to interact with local Ollama models for text generation and tool calling with prompt injection protection.
PieterVDMerwe/ollama-wrapper-mcp
actual-mcp
by slushpupie
Bridges AI/LLM applications to Actual Budget, exposing budget data as MCP tools for account listing, transactions, and budget balances.
slushpupie/actual-mcp
mcp-remote-suite
by tanvirislam-bd
A production-ready Model Context Protocol suite over Streamable HTTP providing a sandboxed file server with tools, resources, prompts, and both manual and AI-driven clients.
TanvirIslam-BD/mcp-remote-suite
Herald MCP
by liewcc
Enables two AI assistants on different computers to communicate with each other via a shared cloud server.
liewcc/Herald_MCP
MCP PDF Extract
by einsteindark-edgm
A Model Context Protocol server that enables listing and reading PDF documents from a configured directory, extracting text content for MCP clients like Claude Desktop.
einsteindark-edgm/mcp-read-doc-local
obsidian-notes-rag
by proofsh
Enables semantic search and retrieval over an Obsidian vault using local or API-based embeddings, allowing AI assistants to find notes by meaning, get related content, and pull context during conversations.
proofsh/obsidian-notes-rag
CodeWiki MCP Server
by cloudmeru
Enables querying any GitHub, GitLab, or Bitbucket repository and getting AI-generated answers about the codebase, powered by Gemini.
Cloudmeru/CodeWiki-MCP
planning-center-mcp
by nathanrcast
Enables AI agents to access Planning Center Online data including worship plans, song library, teams, and volunteer information through natural language queries and direct tools.
nathanrcast/planning-center-mcp
nexusfeed-mcp
by nexusfeed
Real-time LTL freight fuel surcharge rates for 9 US carriers and US state ABC liquor license compliance lookups (CA, TX, NY, FL). Every response includes a verifiability block with extraction confidence and source URL so agents can assess data quality before acting.
NexusFeed/nexusfeed-mcp
Toast MCP Integration
by coldestadam
An MCP server that enables Claude Desktop to interact with Toast restaurant data, including sales summaries, top items, and product mix analysis.
Coldestadam/toast-mcp-integration
Daisys MCP Server
by mikeysrecipes
An MCP server that integrates with Daisys AI platform to enable audio processing tasks, such as recording, transcription, or generation, through natural language commands.
mikeysrecipes/daisys-mcp
euenergy-mcp
by adambenhassen
A read-only MCP server that exposes European day-ahead electricity prices for ~41 bidding zones via tools like hourly prices, cheapest hours, current price, and cross-zone summary, enabling AI agents to query energy market data.
adambenhassen/euenergy-mcp
SDDC AI Assistant
by rajuatmakuri5
Enables interaction with VMware SDDC Manager through natural language, exposing tools to list domains, check health, manage hosts, and more.
rajuatmakuri5/vcf-mcp-trial
Factory Channel Insight MCP Server
by handaas
Provides comprehensive tools for enterprise searching, channel statistical analysis, and dealer network mapping to help users evaluate market coverage and competitive positioning. It enables detailed industry benchmarking and provides insights into sales strength, brand influence, and distribution efficiency.
handaas/factory-channel-mcp-server
Shiranui
by i-akiya
MCP server for retrieving clinical standard content from the CDISC Library, supporting controlled terminology, ADaM, SDTM, CDASH, SEND metadata, and search.
i-akiya/Shiranui
Whoop MCP Server
by jd1207
Enables users to access Whoop biometrics including recovery, sleep, and strain scores while facilitating activity logging and device management. It allows for seamless interaction with health data to set alarms, update weight, and track activities through natural language commands.
jd1207/whoop-mcp
airsstool
by heqi201255
Enables AI agents to discover, fetch, and manage RSS feeds from 1500+ websites via RSSHub, with subscription groups and content filtering.
heqi201255/airsstool
OpenAI Speech-to-Text transcriptions MCP Server
by ichigo3766
A MCP server that provides audio transcription capabilities using OpenAI's Whisper API
Ichigo3766/audio-transcriber-mcp
AbraFlexi
by vitexsoftware
Integration with AbraFlexi ERP for managing invoices, contacts, products, and bank transactions.
vitexsoftware/abraflexi-mcp-server
FreeCAD MCP
by lzy-hhhh
Enables users to control FreeCAD through natural language for creating, editing, and managing 3D objects and documents. It supports executing Python code, capturing screenshots of the workspace, and importing parts from the FreeCAD library.
lzy-hhhh/freeCAD
matlab-mcp-server-python
by hansur94
MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard
HanSur94/matlab-mcp-server-python
F1 MCP Server
by kevin29johnson
A real-time Formula 1 analytics server that lets you ask natural language questions about races, lap times, tyre strategies, pit stops, and more using live data from the OpenF1 API.
Kevin29Johnson/f1-mcp-server
kaushik-linkedin-mcp
by secure-tree
Enables Claude AI to interact with LinkedIn through browser automation, including profile reading, people and job search, company research, post publishing, and profile editing.
Secure-tree/AI-claude-playwright-Linkedin--MCP-sever-Automation
Web Search Tool
by vikrambhat2
Provides a Google search tool via the Serper API, returning structured results and a summary answer for LLMs like Claude.
vikrambhat2/mcp-server-web-search
upilot
by codingriver
Unity Editor automation bridge for AI agents and MCP clients, enabling inspection, control, and diagnostics of the Editor.
codingriver/upilot
mcp-spotify
by obrien-matthew
MCP server for Spotify that enables playlist building and music discovery through 19 tools, allowing LLM agents to search tracks/artists/albums, manage playlists, control playback, and access personal listening data.
obrien-matthew/mcp-spotify
Custom MCP Server
by sandeepreddygantla
Integrates multiple MCP servers with LLM capabilities for browser automation and text processing tasks, allowing users to execute complex workflows via natural language commands.
sandeepreddygantla/custom_mcp
ARCO MCP
by isaacwars
Server for redacting, validating, and auditing ARCO rights requests under Mexican data protection law, preventing legal hallucinations by consulting controlled legal matrices.
isaacwars/arco-rights-mcp
Signal Agent 🚨
by no0ktheali3n
MCP server / agent concept for signals interpretation and processing
no0ktheali3n/signals-agent
Aristotle MCP Server
by gleachkr
Enables LLMs to prove theorems in Lean and formalize mathematical problems using the Aristotle API, supporting both formal Lean code and natural language problem submissions.
gleachkr/aristotle-mcp
obsidian-cli-mcp
by digster
Enables interaction with Obsidian vaults through the official Obsidian CLI, allowing note management, search, and vault operations without plugins or API keys.
digster/obsidian-cli-mcp
UE Audio MCP
by koshimazaki
Enables AI-powered game audio creation for Unreal Engine 5.7, integrating Wwise, MetaSounds, and Blueprint through MCP tools to generate DSP graphs, sound systems, and trigger logic.
koshimazaki/UE-AUDIO-MCP
Halo LMS MCP Server
by obadiahf
MCP server that provides access to Grand Canyon University's Halo LMS, enabling AI agents to manage classes, assignments, grades, discussions, announcements, inbox messages, notifications, and user profiles.
ObadiahF/halo-mcp
LLMMO Game Server
by milolug
Enables LLM-driven text game state management by exposing MCP tools for managing players, locations, items, entities, and abstract concepts.
MiloLug/llmmo-game-server
Data Product Hub
by armalite
A production-ready MCP server that provides comprehensive dbt project quality assessment for any GitHub repository, enabling AI agents to analyze dbt models, check metadata coverage, and map data lineage.
armalite/data-product-hub
exobrain-mcp
by corrame
Personal AI cognitive exobrain server providing long-term, emotionally-tagged memory and task management for LLMs via MCP.
Corrame/exobrain-mcp
mcp-snap7
by daedalus
Enables MCP clients to connect to and interact with Siemens PLCs via python-snap7, supporting read/write operations on data blocks, memory, timers, counters, and CPU management.
daedalus/mcp-snap7
Coveo MCP Server
by coveo-labs
Enables AI agents to query Coveo's unified index for search, passage retrieval, and generative question answering, supporting multiple transport modes for client compatibility.
coveo-labs/coveo-mcp-server
mcp-sonarcloud
by lukleh
Enables interaction with SonarCloud projects, issues, quality gates, and security hotspots through natural language.
lukleh/mcp-sonarcloud
AS400 MCP Server
by kozokaai
Enables development support for AS400/IBM i systems by providing read-only access to metadata, source code, and program dependencies via ODBC. It supports CL, RPG, and COBOL environments, allowing users to retrieve library, table, and system information.
kozokaAI/as400-mcp
nist-mcp
by ball2jh
Provides structured access to the full NIST cybersecurity catalog, including SP 800/1800 publications, security controls, CSF 2.0, and the NVD database. It enables AI assistants to search and retrieve cybersecurity standards, CVEs, and compliance guidance directly from a local SQLite index.
ball2jh/nist-mcp
mcp-ebook-server
by bryanlabs
Provides AI assistants with direct access to your ebook library, enabling listing books, reading chapters, and searching across books via the Model Context Protocol.
bryanlabs/mcp-ebook-server
Skills MCP AD
by devskillsit
A production-ready MCP server that enables AI assistants to manage enterprise Active Directory environments through 45 specialized tools for users, groups, and GPOs. Its multi-client architecture allows for the secure management of multiple AD domains from a single codebase using natural language commands.
DevSkillsIT/Skills-MCP-AD
fastapi-mcp-inspect
by inclinedadarsh
Mounts an MCP server onto FastAPI to let AI agents inspect routes, endpoints, and schemas at runtime.
inclinedadarsh/fastapi-mcp-inspect
mcp-sandbox
by lemenkov
Execute scientific scripts (R, Python, GMT, LaTeX, Octave, Julia, etc.) in isolated, disposable containers with no host filesystem access.
lemenkov/mcp-sandbox
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