ZBS Index What actually exists in applied AI, with the source next to it

mcp server

com.thingctx/thingctx

Drive devices and APIs from their W3C Thing Description. You gate every operation.

Description as published by the maintainer. Source

  • version 0.2.2
  • active

active — Most recent push to the repository was 2026-08-04.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 14 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-08-04 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 34 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 0.2.2 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-07-26 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License Apache-2.0 Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. as of fetch GitHub
First listed in the MCP Registry 2026-07-26 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • Web Validator by DigestSEO — last commit 2026-07-30, shares w3c
    Validate HTML/CSS, audit SEO and JSON-LD, check links, and capture responsive screenshots.
  • DDC/CI Control Bridge — last commit 2026-02-02, shares mqtt
    Control monitor brightness, contrast, power and input via DDC/CI with MCP and MQTT support.
  • io.github.bluestratus/agenticfeed — last commit 2026-07-11, shares json-ld
    Match shopper intent to a merchant's products and fetch live price, stock and product Q&A.
  • io.github.builtbyabs/shopify-geo-audit — last commit 2026-07-21, shares json-ld
    Audit any Shopify store for AI search (GEO/AEO) readiness and generate the fixes. No signup.
  • io.github.dappros/ethora-mcp-cli — last commit 2026-08-01, shares function-calling, tool-calling
    MCP server for the Ethora chat & messaging platform: chat ops, AI agents, RAG, automation.
  • io.github.dappros/ethora-mcp-server — last commit 2026-08-01, shares function-calling, tool-calling
    MCP server for the Ethora chat & messaging platform: chat ops, AI agents, RAG, automation.
  • io.github.DIDA-AI/hotelbooking-ai — last commit 2026-08-04, shares function-calling, tool-calling
    Hotel Booking MCP Server (Global/AI Edition)
  • io.github.Bayway/janusmcp — last commit 2026-08-04, shares agent-tools, tool-calling
    Multi-account tool broker for AI agents — CLI and MCP.
  • ai.klavis/strata — last commit 2026-06-01, shares function-calling
    MCP server for progressive tool usage at any scale (see https://klavis.ai)
  • Chirp Home Automation — last commit 2026-07-26, shares iot
    Check, add and control the smart home sensors and automations in your own Chirp home.

These share tags the maintainers applied themselves, such as w3c, mqtt, json-ld, function-calling. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

How the author describes it

Topics the maintainer set on GitHub: agent-tools, ai-agents, digital-twin, function-calling, iot, json-ld, llm, llm-tools, mcp, mcp-server, model-context-protocol, mqtt, openapi, python, rtsp, thing-description, tool-calling, w3c, web-of-things, wot.

Bring your own setup

We take apart real AI setups every week and show what broke, what cost too much, and what the trace actually said. If you run agents on real work, that is where the useful conversation is.

Join ZBS AI Practice Lab

Sources

  1. thingctx/thingctx on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.