---
title: "Developer resources — MING Labs"
description: "The machine-readable surface of minglabs.com, documented: llms.txt site guide, Markdown twins with Accept negotiation, JSON siblings for all Insights pages, sitemap with real change dates, and an explicit AI crawler policy."
canonical: https://www.minglabs.com/agents
lang: en
---

# Built to be read by machines, too.

minglabs.com serves every page in three forms: HTML for people, Markdown for language models, and JSON for programs. This page documents the machine-readable surface so developers and AI agents can consume it without guessing. Everything listed here is live; the counts are generated from the content at build time.

-   [llms.txt](/llms.txt) Machine-readable site guide following the llms.txt convention: what MING Labs is, when to use it, and every indexable page with a one-line summary. Scoped deep index for the editorial layer at /insights/llms.txt.
-   [Markdown twins](/index.md) Every content page has a Markdown twin: append .md to the URL, or request the page with the header Accept: text/markdown. Twins carry frontmatter (title, description, canonical, last-updated) and open with the page's H1. The homepage twin lives at /index.md.
-   [JSON siblings](/insights.json) Structured JSON for the Insights surface: /insights.json is the full inventory; every article, concept, and answer page has a sibling at the same URL with .json appended. Careers roles have JSON siblings too. Currently 14 Insights pages (4 articles, 4 concepts, 6 answers) and 2 roles.
-   [AI briefing](/briefing.md) A curated Markdown briefing on MING Labs written for AI evaluation: positioning, frameworks, evidence, and contact paths in one document. Maintained by hand, byte-stable between content changes.
-   [Sitemap with real change dates](/sitemap-index.xml) XML sitemap of every indexable URL. Content pages carry a lastmod taken from the page's own published dateModified; pages without a content date carry none. The build date is never used as a stand-in.
-   [Crawler policy](/robots.txt) Explicit allowlist for search and AI assistant crawlers (GPTBot, ClaudeBot, PerplexityBot, Google-Extended and others) with content-signal preferences. Being read and cited by assistants is the point of this site.
-   [Structured data](/insights/concepts) Every page emits schema.org JSON-LD in the initial HTML: one canonical Organization entity, DefinedTerm pages for MING Labs' vocabulary (Agent Experience, Hybrid Organisation, the ABC Framework), Article and FAQPage where applicable.
-   [Honest 404](/llms.txt) Unknown paths return HTTP 404 with recovery links, and a Markdown body when requested with Accept: text/markdown. No soft redirects, no error pages pretending to be content.

## Try it from a terminal

```
# The site guide, with a when-to-use section
curl https://www.minglabs.com/llms.txt

# Any page as Markdown, two equivalent ways
curl https://www.minglabs.com/about.md
curl -H "Accept: text/markdown" https://www.minglabs.com/about

# The Insights inventory as JSON, then one page's sibling
curl https://www.minglabs.com/insights.json
curl https://www.minglabs.com/insights/concepts/what-is-agent-experience.json
```

There is no separate API beyond these read-only surfaces, and no key or registration. If you are building something that needs more, [talk to us](/contact).

---

Canonical: https://www.minglabs.com/agents
Machine-readable index: https://www.minglabs.com/llms.txt