sciatlas-idea-evaluate SKILL.md skillA
sciatlas-idea-evaluate from zjunlp/sciatlas is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zjunlp/sciatlas/sciatlas-idea-evaluate@git:20261022.de3f3cePins git:20261022.de3f3ce in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zjunlp/sciatlas
- Path
agent-skill/sciatlas-idea-evaluate/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261022.de3f3ce, committed Oct 22, 2026
- First version recorded
- May 22, 2026
- Size
- 6,310 bytes
- Repository stars
- 169
- License
- MIT
Use only the current SciAtlas automated review workflow (`review_pipeline`) to take a novice user from zero setup to a final automated review of a research idea or paper, including setup, registration guidance, workflow configuration, retrieval, artifact reading, and synthesis. Trigger when the user asks whether an idea is worth pursuing, wants automatic review, meta-review, rubric-based critique, novelty/feasibility/soundness assessment, or literature-backed evaluation.
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
# SciAtlas Idea Evaluate Use this skill to run the repository automated review workflow. The workflow builds idea context, searches KG/S2 evidence, creates a manifest, grounds claims to paper paragraphs, builds rubric evidence, samples reviewer backgrounds, generates reviewer reports, and synthesizes a final report. ## Operating Contract - Run only `sciatlas idea-evaluate` or `python run_sciatlas.py idea-evaluate` for this skill. - Own the end-to-end novice flow: install or locate the CLI, guide registration, configure `.env` or shell variables, run the workflow, inspect artifacts, and synthesize the final review result. - Ask the user only for human-only values: missing idea/PDF path, email, verification code, SciAtlas token, LLM/S2/KG credentials that are not already configured, or one necessary scope clarification. - Do not ask the user to run shell commands when tool access is available. - Use `--workflow flash` by default. - Use `--workflow full` for a broader reviewer/rubric/evidence pass or when the user wants a more comprehensive review. - Never disclose full API keys or tokens. - Read saved artifacts before answering. ## Zero-Start Bootstrap …
Read the whole file at its exact version.
How to install
mdr add zjunlp/sciatlas/sciatlas-idea-evaluate@sha256:7131e61760138a24The line at the top of this page pins the label git:20261022.de3f3ce, 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_m4uxmryp7eqroqv6)
0 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 22, 2026 and Oct 22, 2026, about one every 38 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261022.de3f3ce latest | 2026-10-22 | de3f3ce | 6,310 B | A | view · diff |
| git:20260927.1d81194 | 2026-09-27 | 1d81194 | 8,722 B | A | view · diff |
| git:20260713.1fd563d | 2026-07-13 | 1fd563d | 6,001 B | A | view · diff |
| git:20260616.7b5dc46 | 2026-06-16 | 7b5dc46 | 4,130 B | A | view · diff |
| git:20260522.6c73902 | 2026-05-22 | 6c73902 | 4,122 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 (6310 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
zjunlp/sciatlas · 169 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_m4uxmryp7eqroqv6 GET https://markdownregistry.com/api/v1/resolve?ref=zjunlp/sciatlas/sciatlas-idea-evaluate GET https://markdownregistry.com/api/v1/blob/7131e61760138a24c787f2e16ab7c438f53302698ba8de14698123e5acd533f5
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.