Documentation Agent
~3 min read
Concept & How It Works
Why Does It Exist?
Docs drift from code within weeks. Agents can diff code against docs on every PR and propose updates, turning documentation from a quarterly chore into a continuous process.
Real-World Analogy
A technical writer who pair-programs with every PR — not someone rewriting the manual from memory once a year.
Visual Workflows
What is Documentation Agent?
Example
Scenario
After a PR adds `POST /v2/refunds`, the doc agent updates the API reference with request/response schemas, adds a changelog entry, and flags the old `/v1/refunds` page as deprecated.
Solution
In Coding Agents, apply Documentation Agent to this scenario: After a PR adds `POST /v2/refunds`, the doc agent updates the API reference with request/response schemas, adds a changelog entry, and flags the old `/v1/refunds` page as deprecated. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.
Practice Task
Do this before moving to the next module — reading alone is not enough.
Open the Code Walkthrough below and run it locally. Change one parameter related to Documentation Agent (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.
Code Walkthrough
Highlighted lines show where Documentation Agent happens in the code.
1async function syncDocsFromPR(prDiff) {2 const apiChanges = extractAPIChanges(prDiff);3 if (apiChanges.length === 0) return;4 const updates = await docWriter.generate({5 changes: apiChanges,6 styleGuide: await loadStyleGuide(),7 templates: ["api-reference", "changelog"],8 });9 await github.createPR({10 branch: "docs/sync-" + prDiff.number,11 title: "docs: update API reference for PR #" + prDiff.number,12 files: updates,13 });14}Commands to Remember
Commands to Remember
pip install openai # code generation and reviewgh pr create # open a pull request from agent output
Common Mistakes
- Treating Documentation Agent as a black box without evaluation
- Ignoring cost and latency in production
- Skipping error handling for documentation agent
Cheat Sheet
Quick recap — the most important points from this module.
Cheat Sheet
quick ref- •Documentation Agent
- •Docs-as-Code
- •API Extraction
- •Changelog