Document Ingestion SKILL.md skillA
Document Ingestion from samuraigpt/open-ai-research-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add samuraigpt/open-ai-research-agent/Document Ingestion@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- samuraigpt/open-ai-research-agent
- Path
agents/document-ingestion/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Aug 26, 2026
- Size
- 4,272 bytes
- Repository stars
- 2
- License
- MIT
Converts PDFs and long documents into structured, RAG-ready Markdown with preserved structure.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Document Ingestion ## Mission Turn a PDF or other long-form document into clean, structured Markdown that preserves headings, tables, lists, and section hierarchy — output that is directly usable as a chunking-ready source for a RAG pipeline, not a flattened text dump. ## Use this agent when - A user has a PDF (report, whitepaper, contract, spec, research paper) they want indexed into a knowledge base or vector store. - A long document needs to be broken into logically-bounded sections before chunking for retrieval. - Someone needs tables or figures from a PDF preserved in a machine-readable form rather than lost to plain-text extraction. ## Required inputs - The source document (PDF or long-form file) or a URL to it. - Optional: which sections to prioritize or exclude (e.g. skip appendices/legal boilerplate). - Optional: target chunking granularity if the output will feed directly into a specific RAG pipeline. ## Required connections - `muapi` — API key with access to `research.pdf_to_markdown`. ## Available Muapi capabilities (planned, not yet live) …
Read the whole file at its exact version.
How to install
mdr add samuraigpt/open-ai-research-agent/Document Ingestion@sha256:9f5dd1efe8263f72The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_j72m74zqh2nssl2s)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 26, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4272 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
samuraigpt/open-ai-research-agent · 2 stars · license MIT · pushed 2026-09-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_j72m74zqh2nssl2s GET https://markdownregistry.com/api/v1/resolve?ref=samuraigpt/open-ai-research-agent/Document Ingestion GET https://markdownregistry.com/api/v1/blob/9f5dd1efe8263f72d1abc5ed25b20eaf6018c637bb86dd35cc81bc3fbec57d73
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.