AUD-05 · Audit Maneuver

Why does Claude Code or Cursor get my product's API wrong?

A coding assistant works from the docs it can fetch, or from older copies it learned before, so stale, hard-to-fetch or ambiguous docs lead to wrong code. Make your current docs reachable, in plain text, with versioned examples and a clear statement of what changed. A short llms.txt can point agents to the right pages, though it is only a proposal.

Free to read, no signup. Nova checks how an assistant describes your API and where the docs fall short.

01 · What the AI companies say

What is documented about fetching docs

No coding assistant publishes how it chooses docs. The crawler documentation and the llms.txt proposal are the closest published guidance.

Anthropic

Claude fetches pages when asked

Anthropic says Claude-User fetches websites when a user asks a question that needs them, and that blocking it can reduce visibility there. Your docs need to be reachable.

Does Anthropic crawl data from the web?
llmstxt.org

llms.txt is a proposal, mostly for docs

The llms.txt site describes a proposed Markdown file that links agents to LLM-friendly pages, mostly used for software documentation, and says OpenAI, Anthropic and Google publish their own.

The /llms.txt file
OpenAI

OpenAI's user-triggered fetcher

OpenAI says ChatGPT-User visits pages when a user asks a question, and that robots rules may not apply to user-initiated visits.

Overview of OpenAI crawlers
02 · The Maneuver

Five steps to fix how assistants see your API

Do it by hand with these steps, or hand the whole thing to Nova.

  1. Ask the assistants

    Ask coding assistants to write code for your API and note wrong or outdated calls.

    Nova: asks assistants about your API and logs mistakes.

  2. Match mistakes to docs

    For each mistake, find the doc page, if any, that states the correct way.

    Nova: matches each mistake to the right page.

  3. Make current docs reachable

    Confirm docs are public, not behind logins or heavy scripts, and not blocked from bots.

    Nova: checks that your docs can be fetched.

  4. Write for agents too

    Add plain-text, versioned examples, a changelog and clear deprecation notes. Consider a short llms.txt.

    Nova: drafts doc fixes and an llms.txt.

  5. Recheck

    Re-ask the assistants in a few weeks and compare.

    Nova: re-checks and reports.

Nova

Short on time? Nova, your AI brand visibility expert, runs this Maneuver on your brand and tracks the result.

Take it to Nova
Bonus

Free llms.txt generator. Get a quick check before you start.

Try it free
03 · What Nova hands back

Mistakes, causes and fixes

Sample output for a fictional API
Assistant saysCorrectCauseFix
Call [OLD ENDPOINT]Call [NEW ENDPOINT]Old docs still liveRedirect and note deprecation
Use [OLD PARAM]Use [NEW PARAM]No changelogAdd a changelog
No such featureFeature existsDocs behind loginMake docs public

Nova then re-asks the assistants, so you see whether the mistakes persist.

04 · Free skill file

Take this Maneuver into your own AI agent

Get docs-discoverability.md, a ready-to-use skill file with a mistake log, a docs reachability check and a doc fix list. Drop it into Claude, Cursor or any agent that reads SKILL.md files.

docs-discoverability.md

Skill file for Claude, Cursor and other agents

  • An assistant mistake log
  • A docs reachability check
  • A versioned-examples checklist
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05 · FAQ

Questions, answered.

Let Nova check how assistants see your API

Nova opens with this Maneuver loaded. Nothing ships without your approval.

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