vision-extract
Transcribe scanned page images into per-page + combined Markdown source text for induction, via a provider-neutral vision adapter (codex CLI or a generic command template for Claude/any vision tool). Resumable, with retry + `# Page N` validation + extraction-status markers; optionally rasterizes a PDF to page PNGs first. Runs via `aiwg corpus vision-extract`.
Target: Learning & research. Automatically collected · unverified.
Excerpt from the author’s documentation
Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.
Read the original English text
Topics in the source
- Scanned-Page Vision Extraction
- How to run
- Adapters (provider-neutral)
- Contract preserved from the source script
- PDF → page images
- Triggers
- Notes
Transcribe a directory of scanned page PNGs into Markdown source text — the acquisition step for inducting scanned books / pages. Provider-neutral: the vision call is a pluggable adapter, not hardcoded to one CLI. Save this wrapper as vision.sh; it receives the image, prompt file, and output paths as separate arguments: Outputs to .aiwg/research/sources/text/ -vision/: per-page pages/page-NNN.md, combined -vision.vision.md + stripped .txt, run.log. | --provider | Vision call | |---|---| | codex (default) | codex exec --sandbox read-only --image … --output-last-message (set AIWGCODEXBIN/--model as needed) | | command | a shell template (--command or AIWGVISIONCOMMAND) with {image} / {promptfile} / {out} placeholders — wire any vision CLI (Claude, a custom script). The command writes the transcription to {out} (or stdout). | Both require a vision-capable model to be reachable; needs-infrastructure. Command templates must use unquoted, unescaped placeholders: {image} → "$1", {promptfile} → "$2", {out} → "$3". Paths are passed as separate shell arguments; AIWGVISIONIMAGE, AIWGVISIONPROMPTFILE, and AIWGVISIONOUT are also exported. For example: vision-cli --image {image} --prompt-file {p
This is an excerpt. Refer to the complete source and its current requirements.
- Source repository
- jmagly/aiwg
- Source file
- agentic/code/frameworks/research-complete/skills/vision-extract/SKILL.md
- Fixed revision
- 03e7d995b268bacac4efcbdf496bbe15fb567036
Requirements
- Only the author’s Skill metadata is included. Read the full instructions to check dependencies, licensing and conditions of use.
A small first task
先阅读原作者说明,再决定是否在自己的 AI 工具中使用。
Instructions for your AI tool
- Claude Desktop: resource-specific guide not available yet
- Claude Code: resource-specific guide not available yet
- Cursor: resource-specific guide not available yet
- Codex: resource-specific guide not available yet
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This record was collected automatically. Its documentation, suitability and runtime behavior have not been manually verified.
Author: jmagly/aiwg · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-12T05:02:18.254Z.
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License and attribution
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