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.
Page 232 of 470
PyScribe
by aditya452007
Code analysis for Python, TypeScript, and JavaScript via AST parsing, call graphs, and change impact analysis.
aditya452007/pyscribe_mcp
arch7
by ktcrisis
Generates Excalidraw architecture diagrams with support for 60+ components including GCP, Kafka, and AI/Agentic shapes. Provides MCP tools for creating, modifying, and converting diagrams from structured input or Mermaid syntax.
KTCrisis/arch7
Sozio Thin
by fabianbartschdatenanalyse
Enables reproducible analysis of 100 curated Swiss open-data resources by searching profiles, materializing PXWeb data, validating and executing SQL, and formatting reproduction details, with reasoning delegated to the MCP client.
FabianBartschDatenanalyse/sozio-thin
Implore MCP
by kerodkibatu
Enables AI assistants to request human input through interactive GUI dialogs with quiz-style questions, supporting multiple choice and free-form responses for clarification, decisions, and knowledge extraction.
kerodkibatu/implore-mcp
MCP PDF
by rsp2k
Enables AI-powered extraction and analysis of PDF documents with 40+ specialized tools for text, tables, images, layout analysis, security assessment, and document intelligence. Supports both text-based and scanned PDFs with OCR capabilities.
rsp2k/mcp-pdf
gget-cryo
by irisapo13
Enables searching cryo-EM density maps in EMDB and raw datasets in EMPIAR, with filtering by resolution, keyword, and cross-referencing between the two databases.
IrisApo13/cryoEM-tools
PyWA MCP Server
by jem-hr
Provides comprehensive WhatsApp Business API functionality with 18 tools for sending messages, media, interactive buttons/lists, templates, reactions, and managing message status through the PyWA library.
Jem-HR/pywa-mcp-server
Windows-MCP
by 13888285815
A lightweight server that enables AI agents to interact natively with the Windows operating system for tasks like UI automation and application control. It allows LLMs to perform file navigation, simulate user input, and manage windows without requiring specialized computer vision models.
13888285815/windows-mcp
mcp-tour
by tjwodud04
Integrates the Korea Tourism Organization's API to provide tourist spot recommendations and detailed information, including attractions, food, and accommodation.
tjwodud04/mcp-tour
Bio-MCP FastQC Server
by bio-mcp
Enables AI assistants to perform quality control analysis on high-throughput sequencing data using FastQC and MultiQC. It supports single-file and batch processing of FASTQ/FASTA files and generates comprehensive, interactive summary reports.
bio-mcp/bio-mcp-fastqc
leetcode-mcp-server
by jinzcdev
An MCP server enabling automated access to LeetCode's problems, solutions, and public data with optional authentication for user-specific features, supporting leetcode.com & leetcode.cn sites.
jinzcdev/leetcode-mcp-server
code-vector-sync
by abernaughty
Enables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.
Abernaughty/code-vector-sync
MCP Server Demo
by markjukerburg
A getting started guide and template for creating Python-based MCP servers using uv for project management. Provides setup instructions for developing and testing MCP tools that can integrate with Claude Desktop.
markjukerburg/MCP-
mcp-server-pdf
by kohei25
An MCP server that downloads PDF files from URLs and converts them to Markdown format. Supports custom file names and directories, with security measures like SSRF protection.
kohei25/mcp-server-pdf
vn-autocad-claude
by andyluu98
Enables Claude to control AutoCAD—draw, edit, query, layers, blocks, annotations, screenshots, plot to PDF—using plain language.
andyluu98/vn-autocad-claude
OpenFDA FastMCP Server
by suyashekhande
Enables AI agents to query and analyze FDA adverse events, drug labels, medical device clearances, and other public health datasets through natural language commands.
SuyashEkhande/OpenFDA-Semantic-MCP
Agents MCP Server
by piotr1215
MCP server for agent-to-agent communication over NATS with live session push via Claude Code Channels.
Piotr1215/agents-mcp-server
TimeSeriesMCPServer
by heny114514
时间序列预测MCP服务器,支持RNN、LSTM、GRU三种深度学习模型的训练、对比和预测。
Heny114514/TimeSeriesMCPServer
BSL MCP Server
by phsin
Enables analysis of BSL/OS files using the BSL Language Server, providing diagnostics and code formatting.
phsin/mcp-bsl-ls
Gmail MCP Server
by ajaysmb
Provides MCP clients with safe local access to read, search, and send Gmail messages using token-efficient outputs and explicit permissions.
ajaysmb/gmail-mcp
agents-shipgate
by threemoonslab
The deterministic merge gate for AI-generated agent capability changes — a local-first, static Tool-Use Readiness review for MCP, OpenAPI, and SDK tool surfaces. Open-source CLI + GitHub Action.
ThreeMoonsLab/agents-shipgate
data-analysis-mcp
by bach-ai-tools
Enables data analysis and visualization operations such as loading CSV/Excel/JSON files, computing summary statistics, generating charts, and exploring datasets via SSE/HTTP.
BACH-AI-Tools/data-analysis-mcp
notion-mpm
by bobmatnyc
Enables interaction with Notion workspaces through a comprehensive set of tools for managing pages, blocks, databases, users, comments, and search. Provides both a clean Python API and an MCP server for use with Claude Desktop.
bobmatnyc/notion-mpm
C2PA Knowledge Graph
by encypherai
MCP server for querying versioned C2PA specification knowledge graphs, enabling AI agents to browse entity definitions, validation rules, and version diffs via natural language.
encypherai/c2pa-knowledge-graph
GeoNode MCP
by davicustodio
MCP server for GeoNode 4.x and 5.x, enabling search, management, and configuration of GeoNode resources through the REST API.
davicustodio/mcp-geonode-api
archdiagram
by bharathgnana
MCP server for generating architecture diagrams with official vendor icons from natural language descriptions. Provides tools to validate specs, render diagrams, search icon catalog, and list available services.
bharathgnana/archdiagram
MCP Server Generator
by hitoshura25
Generates production-ready MCP servers with dual-mode (MCP + CLI) architecture, tests, and documentation. Includes progressive disclosure tools for AI agents and best practices guidance.
hitoshura25/mcp-server-generator
Conan MCP Server
by conan-io
A Model Context Protocol server for Conan package manager integration, enabling dependency management, project creation, and security scanning via natural language.
conan-io/conan-mcp
Groceries MCP Server
by o-b-one
Enables searching for groceries and automatically adding items to cart through various grocery vendor APIs like Rami Levy and Keshet.
o-b-one/groceries-mcp
fal-ai-mcp-server
by szotasz
An MCP server that gives Claude access to fal.ai generative AI models for images, videos, audio, and 3D content generation and editing.
Szotasz/fal-ai-mcp-server
mock-llm-mcp
by rebaselabs-framework
MCP server to mock OpenAI, Anthropic, and Google Gemini responses for testing AI integrations without real API keys or token spend.
rebaselabs-framework/mock-llm-mcp
multi-llm-mcp
by mai-yyy
一个让 Claude Code 调用 Codex 干活,并可以同时调用多个模型(GPT、Kimi、DeepSeek 等)的 MCP 工具。
mai-yyy/multi-llm-mcp
Reka Vision MCP Server
by reka-ai
Enables AI agents to upload, index, search, and analyze videos through the Reka Vision API, supporting natural language search, visual question answering, and extraction of transcripts and captions.
reka-ai/reka-mcp
devto-mcp-server
by happymonkeyai
Provides tools to search and retrieve articles from the dev.to API, including search by query, tag, or technology, and fetching full articles by ID or slug.
HappyMonkeyAI/devto-mcp-server
PlexTrac MCP Server
by erikrubstein
An unofficial MCP server for PlexTrac that exposes 335 tools for managing clients, reports, findings, assets, and more through natural language, enabling agents like Codex and Claude to interact with PlexTrac programmatically.
erikrubstein/plextrac-mcp2
MCP Project Manager
by dhruv-vootkuri
Enables task management (create, list, update tasks with priority and status) using SQLite storage via MCP tools.
dhruv-vootkuri/mcp-project-manager
TradeMCP
by vadik-el
An MCP server that makes trade documents machine readable using Docling for local, deterministic document extraction and search, with no AI required.
vadik-el/kansofy-trade
Outlook MCP Server
by ampcome-mcps
Provides comprehensive integration with Microsoft Outlook for managing emails, contacts, calendars, and folders through the Microsoft Graph API. It offers 26 specialized tools to perform actions like sending emails, scheduling meetings, and organizing mail folders.
ampcome-mcps/outlook-mcp
Discord MCP
by ramsi-k
Enables AI assistants to interact with Discord servers, including listing servers/channels, sending messages, and managing reaction-based opt-in campaigns.
Ramsi-K/discord-mcp
CrewAI MCP Orchestrator
by ssolis-ti
Transforms any compatible LLM or AI Assistant into a master orchestrator of CrewAI, providing tools to dynamically generate, edit, test, and execute multi-agent systems.
ssolis-ti/crewai-mcp-hq
Dataverse MCP Server
by lukasnespor
Connects Claude to Microsoft Dataverse for everyday record operations like listing, creating, updating, and deleting records, with interactive authentication and caching.
LukasNespor/dataverse-mcp
FleetShell
by pela36
Enables Claude AI to execute commands across multiple remote servers via SSH, with TOTP 2FA authentication and 29 built-in MCP tools for server management.
Pela36/fleetshell-mcp
context-bridge
by zachvp
Enables Claude Code to search and retrieve past chat history from Claude.ai exports and Claude Code sessions, allowing the AI to reference previous conversations and decisions.
zachvp/context_bridge
MCP Marketing Agency
by rayssamansur
Specialized MCP server for digital marketing and social media management, enabling content generation, hashtag optimization, planning, analytics, and engagement strategies.
RayssaMansur/mcp-marketing-agency
AWS FinOps MCP Server
by am2308
Enables natural language analysis of AWS cloud costs, waste audits, and budget insights across multiple profiles and regions.
am2308/finops-mcp
CallGraph MCP Server
by nicolasvautrin
Enables analysis of Java call graphs in Axelor projects via ASM bytecode analysis, supporting dependency discovery, change impact analysis, and call chain tracing through SQLite queries.
NicolasVautrin/CallGraph
profile-project
by goosefly99
A self-contained Claude Code plugin that profiles a project by running a fixed DAG to emit agent-facing context pages, a human/developer guide, and a queryable vectorstore.
goosefly99/profile-project-claude-plugin
RentCast MCP Server
by bfhayes
Wraps the RentCast API to search houses for sale, get valuations, rent estimates, and market statistics.
bfhayes/RentCastMCP
bahmni-mcp
by lingeswarantw
MCP server that exposes the OpenMRS/Bahmni REST API as tools for Claude to interact with Bahmni instances.
lingeswaranTW/bahmni-mcp-server
MCE — MCP Code Execution
by hypen-code
Provides a sandboxed Docker environment for executing Python code against API endpoints, exposing tools for discovery, inspection, execution, and reuse.
hypen-code/mcp-code-execution
For MCP registries
Drop M8ven MT2 into your registry's listing page as a filter, a badge, or a full sandbox report. Webhook + REST + MCP-native. Beta waitlist is open.
Request API accessFor builders
Free trust score, a verified publisher badge for your README, and a listing developers can find before they connect.
Submit your MCP →