auto-review-loop SKILL.md skillA
auto-review-loop from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/auto-review-loop@git:20260927.efd5131Pins git:20260927.efd5131 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fourteen1416/academic-agent-toolkit
- Path
academic-toolkit/skills/auto-review-loop/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260927.efd5131, committed Sep 27, 2026
- First version recorded
- Sep 23, 2026
- Size
- 21,943 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
Autonomous multi-round research review loop: write review task cards, obtain an independent review (any isolated context - independent subagent / session / window / another model), implement fixes, re-review until positive assessment or max rounds; degrade to current-agent adversarial self-review only when no independent context is obtainable. 统一遵循独立评审手册（independent_review_manual，正文有指引），零 APIKey 零网络。Trigger with "auto review loop", "review until it passes".
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
# Auto Review Loop: Autonomous Research Improvement Autonomously iterate: review → implement fixes → re-review, until the independent reviewer (any isolated context, or current-agent adversarial self-review fallback) gives a positive assessment or MAX_ROUNDS is reached. ## Context: $ARGUMENTS ## ⛔ Output Mode (read first, before anything else) The orchestrator may inject one of two notice blocks into `AGENTS.md`: | Block name | Output mode | LaTeX compile? | Final artefact | |---|---|---|---| | `AUTO_REVIEW_DOCX_MODE` | docx | **No** | `NARRATIVE_REPORT.md` (will be auto-converted to `.docx` by a downstream step) | | `AUTO_REVIEW_PDF_MODE` | pdf | Yes, but **only if `paper/main.tex` exists** | `paper/main.pdf` if .tex provided, else `NARRATIVE_REPORT.md` | | (neither block present) | markdown (default) | No | `NARRATIVE_REPORT.md` | **Behavior rules:** 1. If `AUTO_REVIEW_DOCX_MODE` is in AGENTS.md: - Skip every `xelatex` / `pdflatex` / `bibtex` invocation in this skill (Phase D2, Termination step 3). - Phase C must produce/edit `paper/draft_v<round>.md` (markdown only) — never write `.tex` files. …
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/auto-review-loop@sha256:15095e6c8a2fdffbThe line at the top of this page pins the label git:20260927.efd5131, 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_btfjg4mqctx2pgd3)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 23, 2026 and Sep 27, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260927.efd5131 latest | 2026-09-27 | efd5131 | 21,943 B | A | view · diff |
| git:20260923.a358745 | 2026-09-23 | a358745 | 20,832 B | A | view · diff |
| git:20260923.2013b81 | 2026-09-23 | 2013b81 | 20,876 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 (21943 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
fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_btfjg4mqctx2pgd3 GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/auto-review-loop GET https://markdownregistry.com/api/v1/blob/15095e6c8a2fdffbd61092280a8bfec1ea8fb8f6b192355454f8270119e6e3f4
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.
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