The MCP Trust Index.

LangChain & LlamaIndex Coding Assistant

Provides real-time retrieval of official documentation for LangChain, LlamaIndex, and OpenAI. It enables context-aware coding by fetching the latest API references and guides directly into Claude via the Model Context Protocol.

aadhil96/mcp-coding-assistant

Multi-Function Security MCP

Enables automated security detection and compliance auditing for cloud hosts and servers, including threat detection, baseline security checks, cryptocurrency miner detection, log analysis, and real-time monitoring through API and web dashboard.

honysyang/mcp_tools

MCP Toolkit

Diagnostic MCP server that captures and inspects MCP traffic including request headers, auth tokens, and JSON-RPC details.

aighostmod/mcptoolkit

Bible MCP

Enables local-first semantic search and retrieval of Korean Bible verses using FAISS embeddings and full-text indexes. Supports exploration of biblical entities including people, places, and events with Korean-to-English query handling.

parsifal295/bible-mcp

Voice-AGI MCP Server

An advanced MCP server that provides stateful voice-controlled AGI capabilities with local STT, TTS, and intent detection. It enables users to execute tools, manage memory, and conduct research through natural multi-turn dialogue with low-latency performance tracking.

marc-shade/voice-agi-mcp

brain-mcp-icon-visual

Visual icon search, retrieval, and comparison for AI agents. Search 200k+ icons semantically, render side-by-side comparison grids, and retrieve raw SVG markup — all tools return images so vision-capable LLMs can see the icons.

n0isy/brain-mcp-icon-visual

Filecoin Onchain Cloud MCP

Provides AI agents with seamless access to Filecoin's decentralized storage network for persistent file storage and dataset management. It features automatic payment handling, CDN support, and cost estimation tools for efficient storage operations.

FIL-Builders/foc-storage-mcp

Ambient Code Platform MCP Server

Enables delegation of agentic sessions to Kubernetes-hosted Claude agents running on the Ambient Code Platform. Supports creating, managing, and communicating with remote AI agent sessions through OpenShift authentication.

jeremyeder/mcp

Document MCP Server

Provides tools and resources for managing in-memory documents, allowing users to read, edit, and list document contents via the Model Context Protocol. It includes features for formatting documents to Markdown and accessing document-specific resources.

mparth14/MCP-anthropic

vcanchik/robotmem

Thin npm wrapper for the robotmem Python CLI and MCP server.

vcanchik/robotmem

slack-indexed

An MCP server for semantic search and retrieval of indexed Slack messages stored in Qdrant using Cohere reranking via AWS Bedrock. It enables users to search through Slack history, retrieve full message threads, and access channel or user statistics through natural language.

KanvaBhatia-Alaan/alaan-slack-indexed-mcp-tool

Piazza MCP Server

Enables interaction with Piazza to fetch posts and course information directly through Claude. Users can list configured courses and retrieve recent posts from specific classes via natural language commands.

clarsbyte/piazza-mcp

Z.ai Integration MCP Server

Provides filesystem access and integration with Z.ai's GLM-4 models for code generation and reasoning tasks. Designed to work as a git submodule with automatic parent repository detection.

WilliamLebrato/mcp

Google Calendar MCP Server

Enables AI assistants to manage Google Calendar by listing, creating, updating, and deleting events. It also includes functionality to find available time slots for scheduling.

SamRind/gcal-mcp-server

flipper-mcp-bridge

An MCP server that exposes a USB-connected Flipper Zero device as tools for controlling infrared devices. It enables listing, parsing, and transmitting IR signals from saved files and built-in universal remotes.

dudebot/flipper-mcp-bridge

Google Classroom MCP

This MCP server provides comprehensive read and write access to Google Classroom, enabling management of courses, rosters, assignments, and grades. It supports full lifecycle operations for educational environments including student submissions, teacher invitations, and coursework organization.

carlosrm22/mcp-classroom-codex

Construction Cost Calculator MCP

Provides construction cost estimation tools using data from a public Google Sheet for items like concrete, framing, and electrical. It allows users to search items, filter by category, and calculate total project costs including labor and material expenses.

AbhiGit-Trimble/construct-cost-mcp

restic-mcp

An MCP server that enables AI assistants to manage restic backups, including listing snapshots, browsing files, and creating new backups. It provides tools for repository maintenance, data restoration, and applying retention policies through the Model Context Protocol.

mohsenil85/restic-mcp

Multi-LLM Gateway MCP

An MCP server that functions as an intelligent gateway for multiple LLM backends including OpenAI, Claude, and Ollama. It supports automatic provider fallback, streaming responses via Server-Sent Events, and real-time monitoring for robust AI integration.

tgosoul2019/mcp

Microsoft Planner MCP

Enables interaction with Microsoft Planner tasks through natural language using Azure CLI authentication. Supports listing plans, creating/updating/deleting tasks, managing buckets, and integrating GitHub links without complex OAuth setup.

vyente-ruffin/microsoft-planner-mcp

MCP Universal Test Suite Generator

Enables AI assistants to analyze Java and Web projects, automatically generate unit tests (JUnit) and end-to-end tests (Selenium), and execute them directly through Maven or NPM commands.

gigici99/mcp

EasyWebhook-MCP

Enables Claude to send webhooks to Discord, Slack, or any custom HTTP endpoint with support for storing webhook URLs as aliases in .env files for easy management and secure reuse.

plgonzalezrx8/EasyWebhook-MCP

Kubernetes MCP Server – 5G Core Edition

Exposes Kubernetes cluster state with specialized telecom awareness of 5G Core network functions and topologies to MCP-compatible LLMs. It enables natural language analysis of 5G workloads, network slices, UPF data planes, and cluster health.

sanzco/mcp5g

Security Testing MCP Server

Provides penetration testing tools including nmap, nikto, sqlmap, wpscan, and exploit database searches for educational and authorized security testing purposes using Kali Linux tools.

avi686/security-mcp-server

Crypto API Fixer

Auto-repair middleware for crypto trading bots. Fixes API errors silently in <2ms.

Rak4n-sa/crypto-api-fixer

n8n Architect MCP Server

Enables orchestration and management of n8n workflows through tools for creating, updating, diagnosing failed executions, auto-fixing workflows, and installing community nodes.

SrAndres629/n8n_dev_mcp

MCP Trade Plan Service

A minimal REST service designed for managing and executing automated trading plans. It enables users to create, monitor, and close trade positions with detailed configurations for signals, entry rules, and take-profit strategies.

pishnuke/mcp-trader

Glanser Guidelines MCP Server

Provides semantic search over a team's coding guidelines corpus using FastMCP, ChromaDB, and sentence-transformers. Enables fully offline operation with tools for searching, browsing, and filtering guidelines by scope.

Vbridge7/MCP-server

Akamai Traffic MCP

Exposes the Akamai Reporting API v2 to enable traffic analysis, cache offload measurement, and error rate monitoring via natural language. It provides advanced features for forecasting future traffic trends and exporting multi-sheet Excel reports.

gamittal-ak/traffic_report_mcp

MCP Server Demo

MCP server basic demo with stdio and sse transports

chaitanya1731/mcp-server-demo

local-stdio-mcp

A minimal and extensible local MCP server that provides core utilities like ping and echo alongside a file search tool integrated with the Everything CLI. It enables fast local file searching and service testing through a standardized stdio transport layer.

liuwanfu/myMcp

mcp_sdk_eyra_accelerator

A standalone MCP server that exposes API endpoints as tools for AI assistants by proxying requests to a target API defined in an OpenAPI specification. It supports various authentication methods and utilizes Server-Sent Events (SSE) to facilitate integration with clients like Claude and ChatGPT.

Vaishnavi-jagan/mcp_sdk_eyra_accelerator

Jira Weekly Reporter MCP Server

Jira Weekly Reporter MCP Server

Jongryong/jira_reporter

mcp-agent-tool-adapter

Transforms MCP tools into collaborative, reasoning agents using modern agent frameworks.

serkanyasr/mcp-agent-tool-adapter

Haiguitang MCP Server

Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve mysterious scenarios by asking yes/no questions to uncover the full story behind seemingly illogical situations.

StevenFengLi/haiguitangmcp

MCP Math Tools

Provides basic mathematical operations like addition, subtraction, multiplication, and division via the Model Context Protocol using stdio transport. This project serves as a complete reference implementation for a functional MCP server and client setup.

wapred/mcp-math-stdio

Professional Python MCP Server

A comprehensive MCP implementation designed for fullstack development that enables code manipulation, terminal command execution, and system notifications. It provides an intelligent agent interface powered by Gemini to automate Python and Next.js development workflows.

bash20cu/mcp-server-python

Google Workspace CRM MCP Server

A Python MCP server that provides a lightweight CRM by integrating Google Sheets, Gmail, and Google Docs for contact management, email communication, and document creation. It features 30 specialized tools, OAuth2 endpoint protection, and a comprehensive audit logging system.

aliomraniH/modern_CRM_MCP

MCPServerDemo

A demonstration server that implements JSON-RPC 2.0 methods for basic arithmetic using FastAPI. It provides integration examples for the Model Context Protocol (MCP) using FastMCP to connect with Claude Desktop.

NitinUdasin/MCPServerDemo

estore-mcp-server

Provides comprehensive enterprise e-commerce data including global store profiles, product category statistics, and sales performance analysis. It enables users to search for companies and evaluate their domestic and international e-commerce business layouts across various platforms.

handaas/estore-mcp-server

Godot MCP Bridge

Enables AI assistants to control Godot game engine projects through a WebSocket bridge. Supports scene editing, node manipulation, script management, and project introspection via 163 registered tools.

Farraskuy/Godot-MCP

Local File Reader

Read the contents of local files on demand. Quickly preview, copy, or analyze file text without leaving your workflow. Save time by pulling exact file content when you need it.

guanqun-yang/mcp-server-read-file

debugpy-mcp

An MCP server that enables agents to attach debugpy to running Python processes inside Docker containers for enhanced debugging and inspection. It provides tools for container autodiscovery, process injection, and generating breakpoint plans based on logs and metadata.

will-garrett/debugpy-mcp

🔍 Ghidra MCP Server

Ghidra MCP server that extracts decompiled binary context and exposes it to LLMs via Model Context Protocol.

Bamimore-Tomi/ghidra_mcp

demomagic/duckchain-mcp

Explore blockchain data across addresses, tokens, blocks, and transactions. Investigate any transa…

demomagic/duckchain-mcp

FDEP MCP Server

Provides static code analysis for enterprise-scale Haskell codebases with 40+ comprehensive tools for analyzing modules, functions, types, classes, imports, and architectural dependencies through real-time queries.

juspay/fdep-mcp-server

LOINC API MCP Server

This project provides a modular Python wrapper for the LOINC API, with an MCP server interface that integrates seamlessly with Claude Desktop for intelligent medical terminology lookup and standardization.

Kryzo/mcp-Loinc

OmniDocs MCP

An intelligent MCP server that enables AI agents to crawl, index, and semantically search official framework documentation using local RAG. It prevents hallucinations by providing precise, up-to-date documentation excerpts directly into the AI's context window.

Yogesh-G-3468/omnidocs-mcp

MCP Server with Claude Cursor & Weather API Integration

mcp-memory-chat / mcp server intregation with claude/Cursor/cmd

onon1999/mcp-memory-chat

Oracle ADB MCP Server

Connects to Oracle Autonomous Database via OCI Bastion tunneling to enable AI-powered database exploration. Supports schema introspection, automatic ERD generation, and read-only SQL query execution through natural language interfaces.

hanley-development/oracle-mcp