Document Granular Decompose

Document Granular Decompose

Core Goal

• Parse a local document through POST /mineru_with_images.
• Always force return_txt=true.
• Read environment variables for endpoint, request identity, and model routing:
• UNSTRUCTURED_API_BASE_URL (example: https://your-unstructured-host:7770)
• UNSTRUCTURED_AUTH_TOKEN
• UNSTRUCTURED_PROVIDER (optional)
• UNSTRUCTURED_MODEL (optional)
• Return only plain fulltext (prefer API txt; fallback to joined result[].text).

Triggering Conditions

• Need robust document fulltext extraction for PDF/Office/image files.
• Need image-aware MinerU parsing but only textual output for downstream chunking/search/summarization.
• Need to standardize provider/model/token input via environment variables instead of ad-hoc command parameters.

Workflow

1. Prepare environment variables.

export UNSTRUCTURED_AUTH_TOKEN="your-fastapi-bearer-token"
export UNSTRUCTURED_API_BASE_URL="https://your-unstructured-host:7770"
# Optional routing overrides. Omit them to let the server choose its defaults.
export UNSTRUCTURED_PROVIDER="vllm"
export UNSTRUCTURED_MODEL="Qwen/Qwen3.5-122B-A10B-FP8"

1. Run extraction and print fulltext to stdout.

python3 scripts/mineru_fulltext_extract.py \
  --file "/absolute/path/to/document.pdf"

1. Save fulltext to a local file when needed.

python3 scripts/mineru_fulltext_extract.py \
  --file "/absolute/path/to/document.pdf" \
  --output "/absolute/path/to/fulltext.txt"

Request Contract

• Endpoint resolution:
• --api-url if provided
• else UNSTRUCTURED_API_BASE_URL + /mineru_with_images
• else fail fast with missing environment variable error
• Method: POST multipart form.
• Query params:
• Force return_txt=true (always set by script).
• Form fields sent:
• file (required)
• provider (optional, from UNSTRUCTURED_PROVIDER when set)
• model (optional, from UNSTRUCTURED_MODEL when set)
• Header sent:
• Authorization: Bearer $UNSTRUCTURED_AUTH_TOKEN

Supported File Types (Strict)

• Supported file types:
• .bmp, .doc, .docm, .docx, .dot, .dotx, .gif, .jp2, .jpeg, .jpg, .odp, .odt, .pdf, .png, .pot, .potx, .pps, .ppsx, .ppt, .pptm, .pptx, .tiff, .webp, .xls, .xlsm, .xlsx, .xlt, .xltx
• Office formats:
• .doc, .docm, .docx, .dot, .dotx, .odp, .odt, .pot, .potx, .pps, .ppsx, .ppt, .pptm, .pptx, .xls, .xlsm, .xlsx, .xlt, .xltx
• Any other extension is rejected before sending API requests.

Output Rules

• Success output must be plain text fulltext only.
• Normalize the confirmed upstream Markdown underscore escape (\_ to _)

in both supported response paths; preserve other backslashes and escapes.

• Fulltext source priority:

1. response.txt
2. join non-empty response.result[].text by blank lines

• Do not output chunk metadata/json unless the user explicitly requests debugging.

Error Handling

• Missing required env vars (UNSTRUCTURED_API_BASE_URL, UNSTRUCTURED_AUTH_TOKEN): fail fast with actionable message.
• Missing UNSTRUCTURED_PROVIDER or UNSTRUCTURED_MODEL: omit the form field and let the service choose its default.
• HTTP 401/403: report token/auth issue.
• HTTP 4xx/5xx: print status and API error body if available.
• Missing text in response: fail with explicit schema mismatch error.

References

• references/env.md
• references/request-response.md

Assets

• assets/config.example.env

Scripts

• scripts/mineru_fulltext_extract.py

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: tiangong-ai
• Source: tiangong-ai/agent-skills
• License: MIT

Install and usage instructions live in the source repository linked above.