The MCP Trust Index.

C++ UML Class Diagram Generator

Generate UML class diagrams from C++ source code by analyzing class structures, inheritance, and members. Produce PlantUML-compatible diagrams to visualize your C++ project architecture easily. Integrate seamlessly as a script or module for automated UML generation.

hydavinci/uml_diagram

Refunc MCP Server

Refunc Model Context Protocol Server

refunc/mcp-server

Cargo MCP Server

Provides a suite of tools for running Cargo commands and interacting with Rust projects through AI agents. It enables automated builds, testing, linting, and documentation generation directly from any MCP-compatible client.

seemethere/cargo-mcp

Arelle

Processes and analyzes XBRL financial filings via the Arelle XBRL processor with SEC EDGAR integration.

thekinghippopotamus/arelle-mcp

MCP Server Govbox

Protótipo de servidor MCP para utilização com LLMs

giovanoh/mcp-server-govbox

RTM MCP Server

An MCP server that enables Claude to manage Remember The Milk tasks, lists, and notes using natural language and Smart Add syntax. It provides full API coverage for task manipulation, including priority settings, tags, and undo support.

ljadach/rtm-mcp

Zettelkasten Knowledge Management Server

Manage and explore atomic notes using the Zettelkasten methodology through an MCP-compatible interface. Create, link, search, and synthesize notes with AI assistance to build a rich, interconnected knowledge graph. Enhance your knowledge workflow with bidirectional linking, tagging, and markdown-based note storage.

Liam-Deacon/zettelkasten-mcp

MCP Atlassian + Bitbucket

A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports both Cloud and Data Center deployments. It provides 136 tools for managing issues, searching documentation, and handling Git workflows like pull requests and pipelines.

jellythomas/mcp-atlassian-with-bitbucket

한국투자증권 REST API MCP (Model Context Protocol)

한국투자증권 mcp server

migusdn/KIS_MCP_Server

PolarDB

Provides a bridge between natural language interfaces and Alibaba Cloud PolarDB databases, enabling direct interaction with MySQL and PostgreSQL instances through queries, table exploration, and configurable SQL execution.

aliyun/alibabacloud-polardb-mcp-server

Invoices Generator MCP Server

Provides access to the Invoices Generator API to create professional, customizable invoices with detailed buyer, seller, and service information. It supports multiple languages, currencies, and tax configurations through a standardized tool interface.

BACH-AI-Tools/bachai-invoices-generator

Memorious MCP

Provides AI assistants with long-term semantic memory capabilities through local vector-based storage. Enables storing, recalling, and managing information across sessions with complete privacy using ChromaDB, with no data ever leaving your machine.

cedricvidal/memorious-mcp

eda-mcp

An MCP server for Electronic Design Automation that provides comprehensive tools for managing KiCad 9.x PCB design workflows. It enables users to create schematics, layout PCBs, perform design rule checks, and export manufacturing files through a standardized interface.

SaeronLab/eda-mcp

Playwright

Provides browser automation capabilities through Playwright with 33 tools for web navigation, DOM manipulation, form handling, content extraction, and JavaScript execution across Chromium, Firefox, and WebKit browsers with persistent context management and debugging features.

alexrwilliam/playwright-mcp-server

bach-whatsapp_number_validators

An MCP server for the WhatsApp Number Validators API that enables users to verify WhatsApp registration and business account status for single or bulk phone numbers. It also provides phone number validation with suggested alternatives for invalid entries across different countries.

BACH-AI-Tools/bachai-whatsapp-number-validators

mcp-census

Proof of concept for an MCP Server delivering Census Bureau data for AI Agent interoperability

aaronbrezel/mcp-census

Finance Agent MCP Server

Provides real-time stock price data from global markets, including the US, China, India, and Europe, without requiring API keys. It enables AI systems to retrieve financial information from trusted public sources such as NASDAQ, HKEX, and Morningstar.

AI-Hub-Admin/finance-agent-mcp-server

AI Chat Desktop Applications

Electron-based desktop applications for various AI chat platforms.

alexandephilia/ChatGPT-x-DeepSeek-x-Grok-x-Claude-Linux-APP

Arche Browser

An MCP server for comprehensive browser automation and full local PC control via shell commands and Python execution. It enables tasks like web navigation, file system management, and remote access through SSE with token authentication.

GizAI/arche-browser

Reddit MCP Server

Enables AI agents to search, read, and analyze Reddit content, including posts, comments, subreddits, and user profiles using natural language commands. It provides atomic tools for interacting with the Reddit API to retrieve trending topics and community metadata.

Pranay-A17/reddit-mcp-server

Asterisk MCP Server

Asterisk Model Context Protocol (MCP) server.

getAsterisk/asterisk-mcp-server

Lead-generator-mcp-server

A mcp server for leads generator using google maps through playright

4darsh-Dev/Lead-generator-mcp-server

Enhanced Gmail MCP Server

This is Gmail MCP server by using this you can directly use your email.

Vijay-2005/Gmail-MCP-server

System R Risk Intelligence

Pre-trade risk validation and position sizing for AI trading agents via G-formula and Iron Fist.

System-R-AI/systemr-python

Wiki.js MCP Server

Model Context Protocol (MCP) server for Wiki.js with hierarchical documentation & Docker setup

BehindUAll/wiki-js-mcp

trading212-mcp-server

MCP server for the Trading 212 API. Provides 28 tools for portfolio management, trading, pies, dividends, market data, and analytics.

KyuRish/trading212-mcp-server

flaiwheel

Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with hybrid search, structured knowledge capture, behavioral nudges, and git-native storage. Zero cloud dependencies.

dl4rce/flaiwheel

mcp-edit-math

Architectural Gatekeeper for AI coding. Prevents "tunnel vision" bugs by forcing the AI to verify dependencies (via AST parsing) before editing files. Supports JavaScript & TypeScript. Blocks unsafe edits until the AI proves it understands the impact

yrannkv/mcp-edit-math

n8n-fabric

Wraps n8n with an MCP server and vector storage to enable semantic search, management, and execution of automated workflows. It integrates with other tools to make workflows searchable and orchestratable within a larger automation ecosystem.

ry-ops/n8n-fabric

ERPNext MCP Server

Enables interaction with ERPNext instances via its REST API to manage documents, inventory, and reports. It supports full CRUD operations, submittable document workflows, and schema inspection through natural language.

yazelin/erpnext-mcp

anirbanbasu/pymcp

Primarily to be used as a template repository for developing MCP servers with FastMCP in Python, P…

anirbanbasu/pymcp

Gemini Terminal Agent

create agent with mcp server

Nghiauet/mcp-agent

News Api14 MCP Server

Enables access to News Api14 for searching and retrieving news articles, publishers, and trending topics with filtering by country, language, category, and date.

BACH-AI-Tools/bachai-news-api14

CloudBrain MCP Servers

This repository will contain code specific to MCP servers associated with various DevOps tools and technologies.

structbinary/cloudbrain-mcp

MemRL

Memory-augmented reinforcement learning system that captures coding sessions as episodes, learns from successful problem-solving patterns, and provides semantic search to retrieve relevant past experiences.

anvanster/tempera

MemPalace

A local AI memory system that stores all conversations verbatim and organizes them into navigable structures. It provides 19 MCP tools for AI assistants to search and retrieve past decisions, debugging sessions, and architecture debates automatically.

Vivianashford/mempalace

IFS Cloud MCP Server

Enables AI agents to analyze and search IFS Cloud codebases using hybrid semantic-lexical search, PageRank importance ranking, and dependency graph analysis. It supports comprehensive exploration of PL/SQL, entities, and projection files to facilitate intelligent architectural understanding.

graknol/ifs-cloud-core-mcp-server

anneal-memory

Two-layer memory for AI agents. Episodes compress into identity. The only MCP memory server with an immune system. Patterns earn permanence through evidence, false knowledge gets caught and demoted, and stale information fades — so your agent's memory gets smarter over time, not just bigger. Zero dependencies. 5 tools. Works with any MCP client.

phillipclapham/anneal-memory

ozon-mcp

ozon-mcp is a knowledge-rich MCP server that turns the entire Ozon seller toolkit into 15 high-leverage tools. AI agents (Claude, Cursor, Cline, Continue, Goose, Zed, …) can search the API in Russian or English, drill into any of 466 methods with a fully-resolved JSON Schema, and execute calls with built-in safety guards. Subscription- aware, automatic pagination over all 4 cursor styles, retry/ba

PCDCK/ozon-mcp

Conduit

Headless browser with SHA-256 audit trails and Ed25519-signed proof bundles.

bkauto3/conduit

Judge0 CE MCP Server

Enables code execution and compilation through the Judge0 CE API, supporting multiple programming languages with submission management, status checking, and language configuration retrieval.

BACH-AI-Tools/judge0_ce

Armor Mcp

The MCP server for interacting with Blockchain, Swaps, Strategic Planning and more.

armorwallet/armor-mcp

HCM-LLM MCP Server

A FastAPI-based server that enables AI assistants to perform Highway Capacity Manual (HCM) transportation engineering calculations and semantic searches over HCM documentation. It provides specialized tools for complete Chapter 15 two-lane highway analysis following standard engineering methodologies.

crosstraffic/highway-capacity-manual-mcp

Marlo MCP

Enables interaction with Marlo's maritime finance and operations platform, providing access to vessel management, voyage tracking, financial data, banking transactions, loans, compliance reporting, and operational analytics for shipping businesses.

core-marlo/marlo-mcp

Qontinui Web MCP Server

Enables AI assistants to create and manage visual automation configurations, workflows, and UI states through the Qontinui API. It supports project management, workflow execution, and configuration handling for automated web interactions.

qontinui/qontinui-web-mcp

ccontext

Provides AI agents with persistent execution context across sessions through local YAML files, enabling shared memory, task tracking, milestone management, and context hygiene for single or multi-agent workflows.

ChesterRa/ccontext

searxng-mcp

An MCP server for SearXNG that provides web search capabilities with concise model-visible output while preserving full result payloads in metadata. It supports search, parallel fetching, URL extraction, and research workflows through both local stdio and streamable HTTP transports.

88plug/searxng-mcp

atlassian/atlassian-mcp-server

Atlassian Rovo MCP Server

atlassian/atlassian-mcp-server

Chaos Mesh MCP Server

Enables AI assistants to perform chaos engineering and resilience testing on Kubernetes clusters through Chaos Mesh. Supports creating and managing 24 types of chaos experiments including network failures, stress tests, pod disruptions, and I/O faults through natural language conversations.

ernestolee13/chaos-mesh-mcp

MokuPDF

Enables AI applications to read and process PDF files with intelligent file search, text extraction, image processing, and optional OCR support for scanned documents.

jameslovespancakes/MokuPDF