The MCP Trust Index.

Memanto MCP

by moorcheh-ai

MEMANTO is a memory agent. It remembers, recalls, and answers - so your agents can achieve long-term goals and avoid confusion.

moorcheh-ai/memanto

token-savior

by mibayy

An MCP server that provides structural codebase indexing and surgical query tools to drastically reduce token usage through symbol-level searches and transitive impact analysis. It supports multiple languages and integrates with git to help AI agents understand code dependencies and the impact of changes in sub-millisecond time.

Mibayy/token-savior

teslamate-mcp

by cobanov

A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.

cobanov/teslamate-mcp

PlanExe

by planexeorg

Converts a plain-english goal into a structured plan document: Gantt chart, risk, stakeholders, SWOT, and role descriptions. A detailed first draft - expect to verify budgets and timelines before use.

PlanExeOrg/PlanExe

MLIT Data Platform MCP Server

by mlit-data-platform

MCP server for the MLIT Data Platform that enables natural language search and retrieval of Japanese government infrastructure and transport data.

MLIT-DATA-PLATFORM/mlit-dpf-mcp

Django MCP Server

by gts360

An implementation of the Model Context Protocol for Django that enables AI agents to interact with applications by exposing models, logic, and REST Framework APIs as tools.

gts360/django-mcp-server

ipybox

by gradion-ai

Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

gradion-ai/ipybox

boss-agent-cli

by can4hou6joeng4

🤖 Local-assist BOSS Zhipin CLI for AI agents — search, welfare filtering, shortlist, JSON-envelope output; low-risk & compliant by default.

can4hou6joeng4/boss-agent-cli

go-utcp

by universal-tool-calling-protocol

Official Go implementation of the UTCP

universal-tool-calling-protocol/go-utcp

GranolaAI MCP Server

by proofsh

Bridges Granola.ai meeting intelligence with Claude Desktop, enabling natural language access to meeting transcripts, notes, and insights.

proofsh/granola-mcp-server

Docling MCP

by docling-project

Provides tools for document conversion, processing, and generation, enabling PDF to structured JSON conversion, document creation, and caching for improved performance.

docling-project/docling-mcp

tooluniverse

by mims-harvard

Enables AI scientists to access over 1000 machine learning models, datasets, APIs, and scientific packages for data analysis, knowledge retrieval, and experimental design from any large language model.

mims-harvard/ToolUniverse

Scrapling

by d4vinci

🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!

D4Vinci/Scrapling

whatsapp-mcp

by verygoodplugins

WhatsApp MCP server - Connect Claude to WhatsApp for reading and sending messages

verygoodplugins/whatsapp-mcp

octave-mcp

by elevanaltd

OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.

elevanaltd/octave-mcp

kindly-web-search-mcp-server

by shelpuk-ai-technology-consulting

Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini, etc.) and AI agents (Claude Desktop, OpenClaw, Hermes, etc.). Supports Serper, Tavily, and SearXNG.

Shelpuk-AI-Technology-Consulting/kindly-web-search-mcp-server

KiCad MCP Server

by seeed-studio

An MCP server that enables AI assistants to analyze schematics, inspect PCBs, trace connections, validate designs, and generate embedded code for KiCad projects.

Seeed-Studio/kicad-mcp-server

claude-ipc-mcp

by jdez427

AI-to-AI communication protocol for Claude, Gemini, and other AI assistants

jdez427/claude-ipc-mcp

joinly

by joinly-ai

Enables AI agents to join and actively participate in video calls, providing real-time interaction and meeting tools through an MCP server.

joinly-ai/joinly

Frappe_Assistant_Core

by buildswithpaul

Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model

buildswithpaul/Frappe_Assistant_Core

Yahoo Finance MCP Server

by agentx-ai

Enables AI assistants to access Yahoo Finance data including stock information, news, price history, options, and earnings via MCP tools.

AgentX-ai/yahoo-finance-server

nanobot

by hkuds

Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps

HKUDS/nanobot

falcon-mcp

by crowdstrike

Connect AI agents to CrowdStrike Falcon for automated security analysis and threat hunting

CrowdStrike/falcon-mcp

perfetto-mcp

by antarikshc

This is a Model Context Protocol (MCP) server that gets answers from your Perfetto Traces. It turns natural‑language prompts into focused Perfetto analyses.

antarikshc/perfetto-mcp

AssetOpsBench

by ibm

AssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.

IBM/AssetOpsBench

netbox-mcp-server

by netboxlabs

Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs

netboxlabs/netbox-mcp-server

Arm MCP Server

by arm

Provides AI assistants with tools for Arm architecture development, migration, and optimization, including knowledge base search, code migration analysis, container inspection, assembly performance analysis, and workload performance testing.

arm/mcp

portainer-mcp

by portainer

Official Portainer MCP server

portainer/portainer-mcp

Stata Mcp

by sepinetam

Let LLM help you achieve your regression with Stata.

SepineTam/stata-mcp

p4mcp-server

by perforce

[Community Supported] Perforce P4 MCP Server is a Model Context Protocol (MCP) server that integrates with the Perforce P4 version control system.

perforce/p4mcp-server

mcp-youtube-transcript

by jkawamoto

MCP server retrieving transcripts of YouTube videos

jkawamoto/mcp-youtube-transcript

Fal.ai MCP Server

by luminarylane

A Model Context Protocol server that enables Claude Desktop and other MCP clients to generate images, videos, music, and audio using Fal.ai models.

luminarylane/fal-mcp-server

Oxylabs MCP

by oxylabs

Fetch and process content from specified URLs using the Oxylabs Web Scraper API.

oxylabs/oxylabs-mcp

unsplash-mcp-server

by hellokaton

🔎 A MCP server for Unsplash image search.

hellokaton/unsplash-mcp-server

ReVa

by cyberkaida

A Ghidra MCP server that enables AI language models to interact with Ghidra for reverse engineering tasks, providing small, context-efficient tools to reduce hallucination and handle large binaries.

cyberkaida/reverse-engineering-assistant

Legal MCP

by ayunis-core

Enables AI assistants to search and analyze German legal texts using vector embeddings and semantic search.

ayunis-core/ayunis-legal-mcp

mcp-server-excel

by sbroenne

Automate real Microsoft Excel with AI via MCP Server or CLI — Power Query, DAX, VBA, PivotTables, charts, and 326 operations.

sbroenne/mcp-server-excel

mcp-context-protector

by trailofbits

A security wrapper for MCP servers that provides trust-on-first-use pinning, guardrail scanning, and protection against prompt injection attacks. It acts as an intermediary layer to ensure universal compatibility and secure enforcement of server configurations across various MCP host applications.

trailofbits/mcp-context-protector

needle-mcp

by needle-ai

Needle MCP Server for easy RAG.Long-term memory for LLMs.

needle-ai/needle-mcp

ros2_mcp

by wise-vision

Advanced MCP Server ROS 2 bridging AI agents straight into robotics

wise-vision/ros2_mcp

antigravity-workspace-template

by study8677

Give Claude Code, Cursor, Codex CLI a ChatGPT for your codebase. Multi-agent knowledge engine, grounded Q&A with file paths and line numbers. Works in any AI IDE.

study8677/antigravity-workspace-template

TradeMemory Protocol

by mnemox-ai

An MCP server that provides AI trading agents with persistent, outcome-weighted memory to learn from historical performance and detect behavioral biases. It enables agents to automatically adjust strategies and optimize position sizing based on context-aware recall of past trade outcomes.

mnemox-ai/tradememory-protocol

MCP-Salesforce

by smn2gnt

MCP Salesforce connector

smn2gnt/MCP-Salesforce

Onshape MCP Server

by hedless

Enables programmatic CAD modeling with Onshape's REST API, offering 45 tools for parametric sketches, feature management, assemblies, analysis, variables, and exports.

hedless/onshape-mcp

Bing Search

by microsoft

Search the web using Bing services.

microsoft/semanticworkbench

skillz

by intellectronica

An MCP server for loading skills (shim for non-claude clients).

intellectronica/skillz

pdf-mcp

by i-can-hack

An MCP server for reading, rendering, and searching PDF files, specifically optimized for LLMs to extract text, tables, and technical diagrams. It enables metadata retrieval, multi-format text extraction, and page-to-image rendering using PyMuPDF.

I-CAN-hack/pdf-mcp