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.
atlas-browser-mcp
Enables AI agents to navigate the web visually using screenshot-based interaction and Set-of-Mark labeling for interactive elements. It supports humanized browsing behaviors, anti-detection measures, and complex tasks like multi-click CAPTCHA solving.
LingTravel/Atlas-Browser
GDPR Compliance for AI Systems MCP Server
Provides comprehensive GDPR compliance assessment tools for AI/ML systems, including lawful basis determination, DPIA generation, and data subject rights handling. It also crosswalks GDPR requirements to EU AI Act obligations with AI-specific considerations throughout.
CSOAI-ORG/gdpr-compliance-ai-mcp
Agent Skills Search Server
Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.
agentskills/agentskills
Amazon Neptune MCP Server
Enables querying Amazon Neptune databases and analytics graphs using openCypher or Gremlin. It provides tools for executing queries, retrieving graph schemas, and monitoring connection status.
AkM-2018/tmp_amazon_neptune_mcp_server
Congress.gov
Integrates with the Congress.gov API to retrieve US legislative data including bills, amendments, voting records, committee information, member details, and congressional communications for political research and policy analysis workflows.
ashwinsundar/congress_gov_mcp
MCP-OpenLLM
LangChain wrapper for seamless integration MCP-servers with different open-source large language models from transformers library.
getStRiCtd/MCP-Transformers
Bitbucket MCP Server
Enables management of Bitbucket Cloud pull requests through natural language, including creating, reviewing, approving, and commenting on PRs with automatic default reviewer support.
Acendas/bitbucket-mcp
formfill-mcp
FormFill MCP — AI-powered web form automation. Fill out any online form by describing what you want. Supports Stripe payments via x402 protocol.
knportal/formfill-mcp
Dappier MCP Server
Dappier MCP server connects any AI to proprietary, real-time data — including web search, news, sports, stock market data, and premium publisher content.
DappierAI/dappier-mcp
Stock Analysis MCP Server
An MCP server that provides real-time stock data, technical indicators, and financial metrics using the date.590.net data source. It enables AI-powered intelligent analysis and batch reporting through integration with the Deepseek API.
kore-01/mcp590
Smriti Mcp
Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph database), it uses EcphoryRAG-inspired multi-stage retrieval - combining cue extraction, graph traversal, vector similarity, and multi-hop association - to deliver human-like memory recall.
tejzpr/Smriti-MCP
Codelens-MCP
An MCP server that gives Claude Desktop complete intelligence about any public GitHub repository. Research libraries, compare packages, audit dependencies, and explore codebases through natural conversation.
Yashkashte5/Codelens-MCP
Delta MCP Server
Brings git-delta's beautiful syntax highlighting and diff formatting to AI assistants, providing colorized diffs, side-by-side comparisons, blame information, and grep results with clickable browser links.
bajpainaman/DeltaMCP
MCPAmpel
A security scanner that evaluates installed MCP servers for vulnerabilities by aggregating findings from 16 scanning engines into detailed trust scores. It enables users to scan their local AI agent configurations or specific repository URLs for potential security risks.
MCPAmpel/mcpampel
DevOps Practices
Centralized DevOps practices and templates for AI-assisted PoC development, eliminating repeated instructions across projects.
ai-4-devops/devops-practices
Baidu Content Safety
Integrates with Baidu Cloud's content safety APIs to screen text and other content for potentially harmful, inappropriate, or illegal material before processing or displaying it.
liangjunyu2010/mcp_server_safe_content_check
youtube-mcp
An MCP server that enables the extraction of transcripts and detailed metadata from YouTube videos. It allows users to retrieve video information like titles and descriptions, as well as transcripts with optional timestamps and language selection.
kzmshx/youtube-mcp
Chrome DevTools
Connects to Chrome's remote debugging interface via WebSocket to enable browser automation, network monitoring, DOM inspection, JavaScript execution, console analysis, performance metrics collection, and storage management for web development and testing workflows.
benjaminr/chrome-devtools-mcp
macnotes-mcp
A production-ready MCP server for macOS that provides async, cache-backed access and background queued writes to Apple Notes. It enables seamless integration for reading, creating, and managing notes through standard tools like ScriptingBridge while supporting background service execution.
zorrobyte/macnotes-mcp
Spotinst MCP Server
An MCP server for the Spot.io API that enables management of AWS and Azure Ocean clusters across multiple accounts. It provides tools for cluster inventory, node management, cost analysis, and scaling operations through natural language.
arnstarn/mcp-server-spotinst
Search Tools MCP Server
Enables intelligent code analysis and search across repositories using the CodeRank algorithm (inspired by PageRank) to identify critical modules, trace dependencies, find code hotspots, and perform context-aware keyword searches with importance-ranked results.
voxmenthe/search-tools-mcp
GDB MCP Server
Enables LLM clients to interact with the GNU Debugger (GDB) for comprehensive debugging and binary analysis. It provides a wide range of tools for program execution control, memory examination, stack analysis, and disassembly.
smadi0x86/MDB-MCP
Levelang MCP Server
Integrates the levelang.app translation API with AI assistants to provide translations constrained to specific learner proficiency levels. It supports multiple languages and allows users to control translation styles and moods while dynamically discovering available language configurations.
beverage/levelang-mcp
Ultimate Brain
Integrates with Notion's Ultimate Brain template for managing tasks, notes, projects, and areas with GTD-style productivity workflows.
bobbyhyam/ultimate-brain-mcp
Sherlog MCP
Provides persistent IPython shell sessions per conversation with DataFrame-centric architecture, enabling stateful data analysis, CLI tool execution, and integration of external MCP servers within the same workspace context.
GetSherlog/Sherlog-MCP
Tree Analyzer MCP Server
Analyzes genealogy trees to detect errors, duplicates, and timeline inconsistencies while identifying missing source citations. It generates detailed audit reports and prioritized research leads to help users maintain accurate and well-documented family histories.
ibarrajo/tree-analyzer-mcp
OpenAI Assistant MCP Server
Enables interaction with OpenAI's Chat Completion and Assistants APIs, supporting assistant management, file operations, and direct queries to GPT models through standardized MCP tools.
snilld-ai/openai-assistant-mcp
MCP (My Career Portfolio) Server
SSAFY 학생들을 위한 프로젝트 포트폴리오 및 면접 준비 도우미 서버
wonnyboi/mcp-server
VerdictSwarm
Fight AI with AI. The security layer for AI agents that touch money. 6 adversarial AI agents independently analyze, debate, and reach consensus on any token — catching what single-algorithm scanners miss. Supports Solana, Ethereum, Base, BSC. Free tier, no API key needed.
sentien-labs/verdictswarm-mcp
vmware-storage
AI-powered VMware storage management for vSphere. Manage datastores, iSCSI targets, and vSAN via natural language with 11 MCP tools.
zw008/VMware-Storage
Malicious Scanner MCP Server
Enables real-time scanning of URLs for malicious content, spam/gray classification, and additional security flags like domain age through the Malicious Scanner API.
BACH-AI-Tools/bachai-malicious-scanner
Netmind Code Interpreter
Enables secure cloud-based execution of code across 14+ programming languages within a sandboxed environment. It supports file management, standard input/output handling, and automatic generation of visual artifacts like plots and charts.
protagolabs/Netmind-Code-Interpreter-Mcp
Property Comparable Sales MCP Server
Search comparable property sales across 16 global markets with 43M+ government-sourced transactions. Tools: search comps by location, get area statistics and trends, list available markets. Covers UK, France, Singapore, NYC, Chicago, Dubai, and 10 more cities.
Tianning-lab/property-comps-mcp-server
OpenAPI → MCP Server
A Python CLI tool that generates a basic Node.js/TypeScript MCP server from an OpenAPI v3 spec (JSON/YAML), mapping each operation to an MCP tool.
nihal1294/openapi-to-mcp
RAGBrain MCP
Connects Claude Desktop to a RAGBrain knowledge base to enable semantic search, document retrieval, and namespace management. It allows users to browse collections, discover documents by topic, and access full text content through natural language.
ragbrain/ragbrain-mcp
Radarr and Sonarr
Integrates with Radarr and Sonarr to enable natural language querying and filtering of movie and TV show collections by various criteria like year, watched status, and actors.
berrykuipers/mcp_services_radarr_sonarr
SmartThingsMCP
Enables comprehensive interaction with SmartThings devices, locations, scenes, and automation rules through the SmartThings API. It features intelligent two-level caching and supports multiple transport options including HTTP, SSE, and STDIO.
technohead/smartthings-mcp
MCP HTTP Fetcher Server
Fetches web pages from HTTP/HTTPS URLs and converts them to Markdown format. Supports both SSE and Stdio protocols for web deployments, Kubernetes environments, and desktop clients.
photonn/mcp_fetcher_http
Google News13 MCP Server
Provides tools to search and retrieve news across various categories including business, technology, science, and sports via the Google News API. It supports keyword searches, autocomplete suggestions, and region-specific news across multiple languages.
BACH-AI-Tools/bachai-google-news13
MCP Telegram
Telegram MTProto-based MCP server with 19 tools for reading, searching, sending, forwarding, and summarizing messages
tolmachov/mcp-telegram
x402-discovery
Discovers and queries x402-payable APIs at runtime — enables autonomous agents to find, evaluate, and pay for services via USDC micropayments on Base without API keys or subscriptions.
rplryan/ouroboros
🚀 Operative.sh Web QA Agent MCP Server
An MCP server that evaluates web applications.
Operative-Sh/web-qa-agent
Email MCP Server
Integrates Gmail with Claude Desktop to fetch unread emails, generate AI-powered draft replies with customizable tone and style guides, and manage your inbox through natural language commands.
sgroi-l/email-mcp-server
Recipe By Api Ninjas MCP Server
An MCP server that enables users to search for recipes and cooking instructions via the API Ninjas Recipe API. It supports querying specific dishes and provides paginated results for recipe discovery.
BACH-AI-Tools/bachai-recipe-by-api-ninjas
mcp-server-esignatures MCP server
MCP server for eSignatures (
esignaturescom/mcp-server-esignatures
ZIM RAG MCP Server
Enables interaction with .zim archives by providing tools for article search, content retrieval, and metadata discovery. It features a TF-IDF based RAG engine for semantic retrieval over extracted article chunks from compressed ZIM files.
gglessner/ZIM-MCP
AI MCP Server of Blockchain
A mcp server of blockchain which supports ethereum, bitcoin, vechain
albertma/blockchain-mcp
ZSV
Exposes the zsv command-line CSV toolkit for data analysis and SQL-style querying of tabular data.
budgiedownunder/zsv-mcp
jaeger-mcp
Provides read-only access to Jaeger distributed tracing data through the Model Context Protocol. Enables Claude and other MCP-capable agents to search traces, inspect spans, and analyze service dependencies directly within conversations.
mshegolev/jaeger-mcp
PDF2ZH MCP Server
An MCP server that translates scientific PDF documents while preserving original formulas, charts, and layout. It utilizes an OpenAI-compatible backend to provide tools for document translation and language listing.
lichman0405/pdftranslate-mcp
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