The MCP Trust Index.

File Analysis MCP Server

by justvarunsai

Provides tools for text file analysis, including metrics like word counts and character frequencies, alongside file reading and directory browsing capabilities. This server enables LLMs to interact with and process local file content securely through the Model Context Protocol.

JustVarunsai/file_analysis_mcp

OpenSIPS MCP Server

by opensips

AI-powered control plane for OpenSIPS SIP servers, enabling natural-language operations and CLI-based management for configuration, migration, monitoring, and diagnostics.

OpenSIPS/opensips-mcp-server

mcp-gatehouse

by nickgeorgeseo

Permission tiers, approval gates, and audit logging for MCP servers.

nickgeorgeseo/mcp-gatehouse

MCP Log Analytics

by jometzg

Exposes Azure Log Analytics workspace data with tools for querying AuditLogs and AzureActivity tables, supporting custom KQL queries, time range filters, and pagination.

jometzg/mcp-log-analytics

flin-imgbb-mcp

by flin-agency

MCP server for uploading images to ImgBB from Claude-compatible clients.

flin-agency/flin-imgbb-mcp

common-crawl-mcp

by nikolaymokh-dev

MCP server and CLI for querying Common Crawl via AWS Athena, enabling users to check a domain's presence in crawls, analyze dynamics, compare domains, and inspect page text.

nikolaymokh-dev/common-crawl-mcp

google-cloud-mcp

by lockon-n

Enables management of Google Cloud services including BigQuery, Cloud Logging, Cloud Storage, and Compute Engine via MCP tools.

lockon-n/google-cloud-mcp

openapi-mcp-server

by wr5912

Dynamically creates MCP tools and resources from OpenAPI specifications, with a React admin panel for managing configurations, monitoring, and invoking resources.

wr5912/openapi-mcp-server

Log Pruner MCP Server

by nrapendra-singh

A Python MCP server that reduces token usage by ~98% when working with log files by auto-detecting format and stripping noise to return only actionable signal.

nrapendra-singh/mcp-log-pruner

mcp-qa-toolbox

by fercarballo

MCP server providing three QA tools: parse JUnit XML reports, detect flaky tests across multiple runs, and evaluate quality gates with pass/fail decisions.

fercarballo/mcp-qa-toolbox

xls-mcp-servers

by lincyghb

MCP server for reading and writing .xls (Excel 97-2003) files, enabling data manipulation, sheet listing, and metadata retrieval.

Lincyghb/xls-mcp-server

fastapi-mcp-langgraph-template

by nicholasgoh

A modern template for agentic orchestration — built for rapid iteration and scalable deployment using highly customizable, community-supported tools like MCP, LangGraph, and more.

NicholasGoh/fastapi-mcp-langgraph-template

vtkapi-mcp

by patrickoleary

An MCP server that validates VTK Python code by checking class and method existence, import correctness, and provides structured error reporting to catch API hallucinations.

patrickoleary/vtkapi-mcp

sarup

by phuicmt

Enables context compression for Claude Code with Thai language support, reducing token usage by 50-88% while preserving full recoverability of original content.

PHUICMT/sarup

Factory Intelligence MCP Server

by lvshrd

Provides KPI tools for factory intelligence, including productivity, quality, downtime metrics, and alarm analysis via TimescaleDB.

lvshrd/Factory-Intelligence-MCP-Server

WakaTime MCP Server

by dpshde

Provides access to WakaTime coding analytics data through MCP tools. Enables querying coding stats, activity summaries, project lists, and time tracking information from your WakaTime account.

dpshde/wakatime-mcp

hk-election-mcp-server

by hkopenai

Provides access to Hong Kong registered electors data from the Registration and Electoral Office, enabling queries of elector counts by year range.

hkopenai/hk-election-mcp-server

DaisyUI MCP Server

by birdseyevue

A token-efficient local MCP server that exposes DaisyUI component documentation via tools, enabling AI assistants to build UIs using DaisyUI components.

birdseyevue/daisyui-mcp

Google Calendar MCP Server

by guinacio

Enables AI assistants to manage Google Calendar events, check availability, and handle scheduling tasks through natural language.

guinacio/mcp-google-calendar

PromptWall MCP Server

by vtino17

Enables scanning LLM prompts and responses for prompt injection, jailbreaks, PII leakage, secret leakage, and other malicious content using deterministic rules, returning verdicts and safe redacted text.

vtino17/promptwall

excel-mcp

by urjeetpatel

Enables reading and writing Excel workbooks (.xlsx) through MCP. Supports listing sheets, tables, pivot tables, reading cell data, exporting to CSV/text/Markdown, and creating/modifying Excel files.

urjeetpatel/excel_mcp_server

ApiBridge MCP

by smart-open

A bridge that converts HTTP APIs into MCP tools with dynamic toolkit loading, flexible authentication, and automatic documentation.

smart-open/apibridge-mcp-service

faq-rag

by chowgi

Enables answering natural-language questions from FAQ documents using vector search and LLM generation via an MCP tool.

chowgi/glean-rag-mcp

place-ratings-analyzer

by kzkymn

Fetches and analyzes Google Maps review ratings with a full star-by-star breakdown (★1–★5) and provides an assessment of rating patterns.

kzkymn/place-ratings-analyzer

second-brain

by thekitchencoder

Provides a Docker container for managing markdown notes with semantic search and an MCP server to expose brain tools to AI clients like Claude.

thekitchencoder/second-brain

Firecrawl MCP Toolkit

by joey-kot

A high-performance, asynchronous MCP server that provides comprehensive Google search and web content scraping capabilities through the Firecrawl API, designed for LLMs to retrieve external information efficiently.

Joey-Kot/firecrawl-toolkit

agh-skos-mcp

by kbzowski

MCP server for AGH University staff directory (SkOs). Enables searching and retrieving staff profiles without authentication.

kbzowski/agh-skos-mcp

allure-testops-mcp

by mshegolev

MCP server for Allure TestOps — lets an LLM agent (Claude Code, Cursor, Windsurf, etc.) inspect test quality without leaving the chat.

mshegolev/allure-testops-mcp

mcp-hydra

by iflow-mcp

A lightweight, extensible cybersecurity toolkit that connects AI assistants to security tools through MCP, enabling AI-assisted security research, scanning, and analysis.

iflow-mcp/mcp-hydra

ADLS2 MCP Server

by mikeysrecipes

Enables interaction with Azure Data Lake Storage Gen2 through the Model Context Protocol, supporting file and directory operations such as upload, download, rename, and metadata management.

mikeysrecipes/adls-mcp-server

mcp-agent-review

by lzx1413

An MCP server that provides agentic code review powered by OpenAI-compatible models, designed for use with Claude Code.

lzx1413/mcp-agent-review

mcp-makefile-server

by ccollicutt

Exposes Makefile targets as MCP tools, allowing AI agents to execute project automation tasks like build, test, and deploy through natural language.

ccollicutt/mcp-makefile-server

MCP Server with Local LLM

by 0xsaju

Integrates local language models (like Qwen3-8B) with MCP clients, providing tools for chat, code analysis, text generation, translation, and content summarization using your own hardware.

0xsaju/mcp-server

Interactive Brokers MCP Server

by kelvingao

Connects AI assistants to Interactive Brokers for intelligent portfolio management, options analysis, risk monitoring, and automated trading strategy suggestions. Enables real-time account tracking, Greeks calculations, option chain analysis, and playbook-based risk adjustments through natural language.

kelvingao/ibkr-mcp

Cloud VM MCP

by sondt2709

Manages and views virtual machines across multiple cloud providers (AWS, Azure, Alibaba Cloud). Enables AI assistants to list, inspect, and control VMs through a unified MCP interface.

sondt2709/cloud-vm-mcp-py

BibleMCP

by felixlandlord

Production-ready MCP server that lets LLMs explore, analyze, and reason over the Bible using local ChromaDB stores and Mistral embeddings.

felixLandlord/BibleMCP

Switchboard Notion MCP

by cgallic

Provides tools to manage Notion job records via MCP, including finding customers by phone, creating job entries, scheduling follow-ups, and querying jobs.

cgallic/switchboard

McpQualityAutocad

by mickael62800

Validates AutoCAD VRD (Roads and Utilities) drawings against graphic standards through automated quality checks for layers, blocks, and conventions. Enables Claude to verify drawing compliance and generate quality reports.

mickael62800/McpQualityAutocad

japan-utils-mcp

by vivek081166

Japan-specific utilities for AI agents — era ↔ Western year conversion, kanji-to-romaji, postal code lookup, national holidays, kana conversion, and Japanese name splitting. 9 tools, MIT licensed, install via uvx.

vivek081166/japan-utils-mcp

ShotAPI

by smallhandsome

Screenshot and HTML Rendering MCP Server for AI Agents. Capture screenshots, render HTML to images, and generate PDFs via simple API calls. Compatible with Claude, Cursor, and any MCP client.

smallhandsome/shotapi-mcp-server

jira-mcp

by soundhannes

MCP server for Jira Server/Data Center, enabling issue management, comments, attachments, JQL search, and more through natural language.

Soundhannes/JIRA-MCP

Sentiment Analysis AI MCP

by csoai-org

Sentiment Analysis AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/sentiment-analysis-ai-mcp

agentic-compute-mcp

by codelad1304

A high-performance MCP server that connects AI agents to premium computational tools for genetic algorithm optimization and data visualization, with automated USDC microtransactions via the x402 protocol.

codelad1304/agentic-compute-mcp

flask-mcp-server

by arthurperch

MCP server to control a Flask application and optimize AWS costs, providing tools for app management, AWS resource checking, and cost analysis via Claude.

arthurperch/flask-mcp-server

lcf-strain-life-mcp

by dfieser

Enables conversational low cycle fatigue analysis with standardized reduction, material constants fitting, and life predictions from strain-controlled test data.

dfieser/lcf-strain-life

Secureframe MCP Server

by secureframe

Provides AI assistants with read-only access to Secureframe's compliance data, enabling querying of security controls, tests, users, vendors, and more across frameworks like SOC 2 and ISO 27001.

secureframe/secureframe-mcp-server

paperless-mcp

by chrisguidry

A read-only MCP server for your paperless-ngx document archive that lets an AI assistant search documents by full text, tags, correspondents, and dates, and read the text of any document.

chrisguidry/paperless-mcp