"Chai" matching MCP servers:

MCP server that exposes tools for monitoring supply chain disruptions, including vessel positions, port weather, congestion, and news. Includes an AI agent that synthesizes these sources to assess route risks.

MCP server giving AI agents access to global supply chain and trade data from UN Comtrade, World Bank, and Open Supply Hub.

An MCP server that integrates HandaaS data APIs for industrial chain analysis, enabling enterprise search, supply chain prospecting, patent analytics, and bidding intelligence.

Manages trust chains and attestations with built-in EU AI Act compliance.

An MCP server that uses Groq's API to expose raw chain-of-thought tokens from Qwen's qwq model, enabling LLMs to think step-by-step before responding.

An MCP server that turns the Hugging Face Hub into a conversational model picker with a tool-use eval harness to prove the agent actually uses it correctly.

Enables read-only scanning and text extraction from PDF, DOCX, PPTX, SVG, and PNG files in a local folder, providing the raw text to AI models for summarization or analysis without an external LLM API.

Enables to perform actuarial chain-ladder reserving calculations, including IBNR estimation, ultimate projections, Mack stochastic error estimates, and diagnostic tests, through natural language conversation with Claude.

Local-first supply-chain CVE scanner. Scans project deps, system packages (Homebrew/apt), and IDE extensions (VS Code, JetBrains) via OSV, NVD, GHSA, EPSS, and CISA KEV. Listed in the official MCP Registry as io.github.DevInder1/tridentchain-security.

An MCP server that lets multiple agent sessions (e.g., Claude Code, Claude Desktop) on the same machine communicate over shared channels like walkie-talkies, enabling them to exchange messages and coordinate tasks without any central broker.

MCP server (stdio) for technocore-chat. Tools: read_room, wait_for_message, say, list_rooms, discover_rooms, read_note, write_note, list_notes, read_docs. Install: uvx technocore-mcp.

An offline MCP server offering Thai-specific utilities for AI agents, including ID validation, baht text conversion, date handling, VAT calculation, phone formatting, and province lookup.

Enables LLMs to fetch Israeli weather forecasts by controlling a real browser via Playwright, simulating human interactions like typing and clicking on a weather website.

MCP server for tea enthusiasts to get daily tea recommendations, manage tea inventory, and fine-tune brewing parameters based on taste feedback.

Generates interactive HTML cards (tabs, tables, charts, forms, videos, and more) to render inside desktop chat clients, making conversation content richer and more structured.

Enables LLM clients to send messages to Google Chat spaces, list spaces, and search message history.

Enables MCP clients to transcribe audio/video files locally, generate SRT subtitles, and burn captions into videos via tool calls, without a cloud API.

Enables counting only the Chinese characters in a piece of text, ignoring punctuation, whitespace, Latin letters, digits, and emoji, while also returning a per-category breakdown and Chinese-to-total ratio. It can additionally batch-count up to 500 texts at once and extract just the Chinese characters from any given text, making it useful for copy length checks, homework word counts, and title limits.

Enables managing a tea shop's menu and orders, including browsing drinks, placing and updating orders, and getting personalized drink recommendations.

Exposes a Raspberry Pi homelab's systemd service health, disk usage, CPU temperature, and LAN game-server status as read-only MCP tools, letting MCP clients answer questions like "how's the homelab doing?" without SSHing in manually.