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.
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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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NotebookLM MCP Server
by morfeu333
Enables interaction with Google's NotebookLM via the Model Context Protocol to manage notebooks, sources, and research tasks. Users can create, query, and summarize content, as well as generate artifacts like audio overviews and slide decks using natural language.
Morfeu333/notebooklm-mcp
pgx-mcp
by julius-schmidt
Enables real-time pharmacogenomics analysis, including variant clinical significance, drug-gene interactions, and dosing guidelines, by connecting to ClinVar, PharmGKB, gnomAD, and other databases.
Julius-Schmidt/mcp-pharmacogenomics
Outris-Identity
by outris-dev-user
Identity resolution MCP server for phone/email lookups across 31+ services. Provide detailed Identity info, Breach Info, Global + India coverage.
outris-dev-user/outris-identity-mcp
Quantum Hardware MCP Server
by lokesh-2025
An MCP server that provides real-time IBM Quantum device data including queue depths, error rates, and coherence times, enabling AI assistants to query and compare quantum hardware.
Lokesh-2025/quantum-hardware-mcp
GitHub CLI MCP Server
by munch-group
An MCP server that wraps the GitHub CLI to provide comprehensive access to repository management, pull requests, issues, and workflows. It enables users to perform complex GitHub operations and interact with the GitHub API through a standardized interface.
munch-group/gh-mcp
ManualWorks MCP
by plainday
Enables keyword searching across ManualWorks documents by combining document and chapter APIs to provide content snippets and URLs. It allows users to search and retrieve documentation data through natural language when a native search API is unavailable.
plainday/manual-works-mcp
Document Crawler & Search
by alizdavoodi
Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities beyond training cutoffs
alizdavoodi/mcpdocsearch
winrm-mcp
by haoylle
MCP server for controlling a Windows guest VM over WinRM, enabling PowerShell/CMD execution, file transfer, reboot, and KDNET debug configuration, typically paired with kd-mcp.
haoylle/26_WinRM-MCP
webfetch-camouflage
by tianhuil
MCP server for fetching web content with browser fingerprint camouflage, converting HTML to clean Markdown to bypass bot detection.
tianhuil/webfetch-camouflage-mcp
MCP Notes Server
by pipinho13
A beginner-friendly MCP server for managing personal notes. Enables Claude to create, list, read, search, update, and delete notes saved as Markdown files.
pipinho13/mcp_tutorial
solidworks-mcp
by yimu0824
MCP bridge server for SolidWorks that enables AI assistants to control SolidWorks programmatically via COM automation.
yimu0824/solidworks-mcp
Memstem
by memstem
A standalone memory service that provides a unified, pull-based knowledge store for AI agents, enabling shared memory and skills across multiple AI clients via MCP.
Memstem/memstem
mcp-reranker
by globalpocket
A generic Model Context Protocol (MCP) server for high-accuracy document reranking using sentence-transformers (Cross-Encoder). Ideal for enhancing RAG and AI agent decision-making. sentence-transformers (Cross-Encoder) を使用して文書の関連度を再計算・ソートする汎用 MCP (Model Context Protocol) サーバー。
globalpocket/mcp-reranker
openedu-mcp
by cicatriiz
OpenEdu MCP Server for educational resources and curriculum planning, integrates with OpenLibrary, Wikipedia and arXiv
Cicatriiz/openedu-mcp
ContextForge MCP Gateway
by jrmatherly
A feature-rich gateway and proxy that federates MCP, REST, and gRPC services into a unified endpoint for AI clients. It enables virtualization of legacy APIs as MCP-compliant tools while providing built-in security, rate-limiting, and OpenTelemetry observability.
jrmatherly/mcp-context-forge
Market Index MCP
by tamappe
Provides natural language access to over 100 years of historical market index data, including S\&P 500, NASDAQ 100, and Nikkei 225. It enables users to query price ranges, compare symbol performance, and analyze historical market trends directly within Claude.
tamappe/market-index-mcp
MCP-GMX-VMD
by egtai
Integrates GROMACS molecular dynamics simulations with VMD visualization, enabling setup, execution, analysis, and 3D visualization of molecular dynamics workflows through natural language.
egtai/gmx-vmd-mcp
flin-google-ads-mcp
by flin-agency
Read-only MCP server for Google Ads, enabling querying campaigns, ad groups, ads, insights, and keywords without create/update/delete operations.
flin-agency/flin-google-ads-mcp
intake_triage_mcp
by granolacowboy
A deterministic MCP server for legal intake triage that provides practice-area lookup, conflict screening, matter validation, follow-up drafting, and triage logging with a hard conflicts gate.
granolacowboy/intake-triage-mcp
Swagger MCP Server
by dcolley
Swagger to MCP server
dcolley/swagger-mcp
divination-chart-mcp
by wangsquirrel
An MCP server for generating Chinese divination charts (Six-line and Bazi) based on user input.
wangsquirrel/divination-chart-mcp
meok-mcp-injection-scan-mcp
by csoai-org
Scans MCP servers for prompt-injection, tool-poisoning, and SSRF vulnerabilities using 30+ canonical rules across 5 severity tiers, with optional signed safety reports for procurement.
CSOAI-ORG/meok-mcp-injection-scan-mcp
Cisco RADKit MCP Server
by ciscodevnet
Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution, and SNMP queries.
CiscoDevNet/radkit-mcp-server-community
trvl
by mikkoparkkola
Travel MCP server + CLI for AI assistants — flights, hotels, trains, cars, ferries, price alerts. No API keys, single Go binary. 1 smart MCP tool + 66 aliases (98.9% smaller tools/list). Works with Claude, Cursor, Windsurf, Codex.
MikkoParkkola/trvl
Coder DB - AI Memory Enhancement System
by angrysky56
An intelligent code memory system that leverages vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities, quality metrics, and relationship modeling. Designed to enhance programming workflows through contextual recall of best practices, algorithms, and solutions.
angrysky56/coder_db
notebooklm-mcp-multiprofile
by rulords
Enables AI agents to manage Google NotebookLM notebooks, sources, and generate podcasts/videos through the MCP protocol, with support for multiple Google accounts.
rulords/notebooklm-mcp-multiprofile
hatchet-mcp
by danmeon
An MCP server for Hatchet, the durable orchestration engine, enabling LLMs to inspect workflow definitions, runs, logs, and more, with optional mutating tools for triggering, canceling, and managing workflows.
DanMeon/hatchet-mcp
ticktick-mcp
by partymola
MCP server for TickTick — create, update, complete, move, and filter tasks (plus subtasks, completed-task retrieval, and recurring reminders) via the TickTick v2 API. Maintained fork of jen6/ticktick-mcp adding field-preserving updates, day-of-week date validation, completion tracking and more.
partymola/ticktick-mcp
github-mcp-server
by dkeeno
Enables comprehensive GitHub operations including repository management, push, releases, issues, PRs, GitHub Actions, secrets, security, profile, search, and a unique portfolio push tool to create repos from local folders.
dkeeno/github-mcp-server
Elasticsearch Memory MCP
by fredac100
Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts.
fredac100/elasticsearch-memory-mcp
turbovec-mcp
by potatofacee
Enables local semantic code search using compressed vectors from turbovec and any OpenAI-compatible embeddings endpoint.
potatofacee/turbovec-mcp
unreal-source-mcp
by tumourlove
Indexes Unreal Engine source code into a local database, providing AI coding assistants with deep structural queries like class hierarchies, call graphs, and full-text search across all engine source files.
tumourlove/DEPRECATED-unreal-source-mcp
Jira Daily PM Radar
by letya999
Enables PM radar analysis of Jira projects, providing daily, sprint, and backlog reports with issue context and search.
letya999/jira-daily-pm-radar
openemr-mcp
by shruti-jn
An MCP server that connects AI assistants to OpenEMR instances to manage patient records, clinical trends, and medication safety. It provides 17 tools for tasks such as patient search, drug interaction checks, and generating comprehensive health trajectories and visit preparations.
shruti-jn/openemr-mcp
memex
by ayushagrawal288
A production-grade persistent memory service for AI agents. Agents forget everything between sessions by default — memex fixes that. It stores, retrieves, and ranks conversation memory using semantic search with recency decay, so agents surface what's relevant and recent, not just what's semantically closest.
ayushagrawal288/memex
PDF Merge AI MCP
by csoai-org
PDF Merge AI - MCP server providing AI-powered tools and automation by MEOK AI Labs
CSOAI-ORG/pdf-merge-ai-mcp
AlphaFold Sovereign MCP
by smaniches
Integrates AlphaFold DB and eight other biomedical data sources into MCP tools for variant clinical reporting, disease-target analysis, structural intelligence, and drug repurposing, with results persisted to a local SQLite knowledge graph.
smaniches/alphafold-sovereign-mcp
Agentic Product Protocol MCP Server
by aiagentkarl
Klarna-style product discovery for AI shopping agents. Makes product catalogs machine-readable so AI agents can search, compare, and purchase products programmatically.
AiAgentKarl/agentic-product-protocol-mcp
loenn-mcp
by magedeline
An MCP server that enables AI agents to read, edit, analyze, procedurally generate, and preview Celeste .bin map files without the Lönn editor.
Magedeline/loenn-mcp
GodProfile MCP Toolkit
by luc0-0
An MCP server that generates stunning animated SVGs, glassmorphic widgets, and bento-grid layouts to enhance your GitHub profile README.
Luc0-0/GodProfile
Azure Diagram MCP Server
by jah-yee
An MCP server that generates professional infrastructure diagrams using the Python diagrams DSL, with first-class Azure support and GitHub Copilot integration for natural language diagram generation.
Jah-yee/diagrams-mcp-server
Bangumi MCP
by etherwindy
Enables searching and retrieving information about anime, manga, and related content via the Bangumi API.
etherwindy/Bangumi-MCP
bq_mcp_server
by takada-at
A Python MCP server that retrieves and caches BigQuery metadata (datasets, tables, columns) and enables secure SQL query execution with cost control, file export, and keyword search.
takada-at/bq_mcp_server
rag-retrieval-mcp
by maryamzi
Enables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone, pgvector) to return relevant content.
MaryamZi/rag-retrieval-mcp
flyte-mcp
by atoolz
Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assistants via the Model Context Protocol.
atoolz/flyte-mcp
Telegram MCP Server
by asadullayev06
A Telegram integration for Claude, Cursor, and other MCP-compatible clients. It exposes Telegram account, chat, message, contact, media, folder, and admin operations through the Model Context Protocol using Telethon.
Asadullayev06/telegram-mcp
Profiles MCP Server
by rudderlabs
Enables building RudderStack Profiles projects using natural language through AI assistants, supporting data discovery, identity resolution, feature engineering, and propensity modeling.
rudderlabs/profiles-mcp
Agent Handoff Certified MCP
by csoai-org
Verifiable agent-to-agent task handoff with signed provenance chain.
CSOAI-ORG/agent-handoff-certified-mcp
Argus
by khamel83
One endpoint, five search providers. Search broker for AI agents with automatic fallback, RRF ranking, and budget enforcement. The LiteLLM of web search.
Khamel83/argus
pycycle-mcp
by cmudrc
Model Context Protocol server for pyCycle/OpenMDAO engine-cycle workflows, enabling lifecycle management, variable inspection, execution, sweeps, and integration with CPACS aircraft analysis pipelines.
cmudrc/pycycle-mcp
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