readers skillA
readers is agent-read markdown (skill) from yha9806/academic-writing-toolkit: Open a reader panel. Instruction-bound amnesiac sub-agents read the abstract or introduction and report what they carried away, set against the author's intended points. Use when those sections change or the writing loop marks the panel stale..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# /readers — Reader Panel ## What it answers, and what it does not It answers **what a first-time reader believes, remembers and could reuse** after reading a part of the manuscript, set against the points the author wants carried (the intent card). It is how "does the contribution come across" becomes something counted rather than asserted. It does not answer whether the paper is good, whether a sentence changed its meaning (the author judges that), or which single word is hard (word-level agreement with the author was too low to use). An eight-reader panel separates only large differences; do not report a one-round rise or fall as a result. The script prints these limits in every report. ## Before running 1. **Intent card.** The author's statement of who the reader is and the two to four points (M1, M2, ...) the reader should carry away. The writing loop names it in `target.intent_card`. If it lives outside the workspace's `human/` folder it is a draft, and the report says so. Do not write it for the author; draft it only when asked, and label it a draft. The template at `experimental/writing-loop/templates/intent-card.md` has further sections …
Read the whole file at its exact version.
How to install
mdr add yha9806/academic-writing-toolkit/readers@git:20260923.ac3272bmdr add yha9806/academic-writing-toolkit/readers@sha256:e433f3b65d4286b5Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_hvnsfi6v5no73szc)
1 badge views in 30 days
Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260923.ac3272b latest | 2026-09-23 | ac3272b | 5,311 B | A | view · diff |
| git:20260922.5e0bc84 | 2026-09-22 | 5e0bc84 | 5,073 B | A | view · diff |
| git:20260921.b9c5a50 | 2026-09-21 | b9c5a50 | 4,680 B | A | view · diff |
| git:20260921.9c5bb00 | 2026-09-21 | 9c5bb00 | 4,527 B | A | view · diff |
| git:20260921.3061be3 | 2026-09-21 | 3061be3 | 4,204 B | A | view |
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 (5311 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
yha9806/academic-writing-toolkit · 41 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hvnsfi6v5no73szc GET https://markdownregistry.com/api/v1/resolve?ref=yha9806/academic-writing-toolkit/readers GET https://markdownregistry.com/api/v1/blob/e433f3b65d4286b59299503aea4c5b3a1680da5ce0b86a8d1fadae443482ddba
Your agent 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.