DocsForAI — Documentation Crawler Skill

Crawl any documentation website into structured, persistent Markdown files and read them on demand — so you always work from accurate, up-to-date documentation rather than training-data guesses.

Source: https://pypi.org/project/docsforai/ | https://github.com/dx2331lxz/DocsForAI | Latest: 0.6.0

Install (one-time)

uv tool install docsforai   # recommended: isolated, no system Python pollution
pip install --break-system-packages docsforai  # fallback if uv unavailable

Verify: docsforai --version

Core Principles

Always use multi-md format. It preserves the site's original chapter hierarchy as individual files, so you can navigate to exactly the section you need without loading the entire documentation into context.

Output rule: docsforai writes directly to \x3Coutput>/\x3Csite-name>/ — no extra subdirectory is created.

Docs are persistent. Once crawled, they live on disk across sessions. Check before crawling; never re-crawl what already exists.

Workflow

Step 1 — Check if docs already exist

Before doing anything else, check both the local filesystem and MEMORY.md:

ls ~/.openclaw/workspace/skills/docsforai/docs/

Also look up the 「已下载文档（DocsForAI）」 section in MEMORY.md for a record of previously crawled sites and their paths.

If the site folder already exists → skip to Step 3.

Step 2 — Crawl (only if not already downloaded)

Always pass the skill's docs/ directory as -o. DocsForAI creates \x3Csite-name>/ inside it automatically.

docsforai crawl \x3CURL> -f multi-md \
  -o ~/.openclaw/workspace/skills/docsforai/docs

Common examples:

After crawling completes, proceed to Step 2b.

Step 2b — Record to MEMORY.md (required)

Append a row to the 「已下载文档（DocsForAI）」section in MEMORY.md. Create the section if it doesn't exist yet:

## 已下载文档（DocsForAI）

| Site | Local path | Crawled |
|---|---|---|
| vitepress | ~/.openclaw/workspace/skills/docsforai/docs/vitepress/ | 2026-04-02 |

Never overwrite existing rows — always append.

Step 3 — Map the structure

Before reading any file, get a full picture of the directory tree:

find ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite-name> -name "*.md" | sort

Scan the output. Identify which subdirectories and files correspond to the topic you need. This costs nothing and saves you from loading irrelevant chapters.

Step 4 — Read on demand (the most important step)

Load only what is directly relevant to the current task. Follow this decision tree:

4a. You need a quick orientation

Read the top-level index first:

read ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite-name>/index.md

4b. You know roughly what you need

Read the specific chapter file directly:

read ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite-name>/guide/configuration.md
read ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite-name>/reference/api.md

4c. You need to find where something is documented

Search across all files for a keyword, then read only the matching file:

# Find which file covers a specific topic
grep -rl "defineConfig\|plugin\|vite" \
  ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite-name>/ | head -10

4d. You need to understand a full feature area

Read the section index, then follow up with the specific sub-pages you need:

# Read section overview
read ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite-name>/guide/index.md

# Then read only the sub-pages that apply
read ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite-name>/guide/routing.md

Rules:

• Never read the entire docs tree in one go
• Stop reading once you have enough to proceed
• If you read something and it's not what you needed, search more precisely rather than loading more files

When to Consult Docs (decision guide)

Use this skill proactively whenever you are about to:

Do not guess at API signatures, config options, or CLI flags when the docs are available on disk. A 2-second read beats a hallucinated parameter.

CLI Reference

# Standard crawl
docsforai crawl \x3CURL> -f multi-md -o \x3Coutput-dir>

# Force framework type (skip auto-detection)
docsforai crawl \x3CURL> --type nextdocs -f multi-md -o \x3Coutput-dir>
docsforai crawl \x3CURL> --type mkdocs -f multi-md -o \x3Coutput-dir>

# Polite crawling (for rate-sensitive sites)
docsforai crawl \x3CURL> -f multi-md --concurrency 2 --delay 0.5 -o \x3Coutput-dir>

# Limit pages (generic mode only)
docsforai crawl \x3CURL> -f multi-md --max-pages 100 -o \x3Coutput-dir>

Supported Frameworks (auto-detected)

Tips

• Mintlify sites fetch everything in one request — near-instant
• Cloudflare-protected sites — DocsForAI auto-retries with system curl
• Count total pages: find ~/.openclaw/workspace/skills/docsforai/docs/\x3Csite> -name "*.md" | wc -l
• Re-crawl to refresh: delete the site folder first, then crawl again