literature-review-agent SKILL.md skillA
literature-review-agent from ar9av/paperorchestra is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ar9av/paperorchestra/literature-review-agent@git:20261103.e8f1375Pins git:20261103.e8f1375 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ar9av/paperorchestra
- Path
skills/literature-review-agent/SKILL.md- Versions recorded
- 7
- Latest version
- git:20261103.e8f1375, committed Nov 3, 2026
- First version recorded
- Apr 10, 2026
- Size
- 22,854 bytes
- Repository stars
- 697
- License
- a license file GitHub does not identify
Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the literature search strategy from outline.json — discover candidate papers via web search, verify them through Semantic Scholar (Levenshtein > 70 fuzzy title match, temporal cutoff, dedup by paperId), cross-corroborate against Crossref + OpenAlex to flag hallucinated citations, build a BibTeX file, and draft Introduction + Related Work using ≥90% of the verified pool. Runs in parallel with the plotting-agent. TRIGGER when the…
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
# Literature Review Agent (Step 3) Faithful implementation of the Hybrid Literature Agent from PaperOrchestra (Song et al., 2026, arXiv:2604.05018, §4 Step 3, App. D.3, App. F.1 p.46). **Cost: ~20–30 LLM calls.** This is one of the two longest steps (the other is plotting). Wall-time floor is set by Semantic Scholar's 1 QPS verification limit. ## Inputs - `workspace/outline.json` — specifically `intro_related_work_plan` with the Introduction search directions and the 2-4 Related Work methodology clusters - `workspace/inputs/conference_guidelines.md` — used to derive `cutoff_date` - `workspace/inputs/idea.md`, `workspace/inputs/experimental_log.md` — for framing the Intro and grounding the Related Work positioning ## Outputs - `workspace/citation_pool.json` — verified Semantic Scholar metadata for every paper that survived verification - `workspace/refs.bib` — BibTeX file generated from the verified pool - `workspace/drafts/intro_relwork.tex` — drafted Introduction and Related Work sections, written into the template, with the rest of the template preserved verbatim ## Two-phase pipeline (App. D.3) ``` PHASE 1 — Parallel Candidate Discovery …
Read the whole file at its exact version.
How to install
mdr add ar9av/paperorchestra/literature-review-agent@sha256:95a188773161f151The line at the top of this page pins the label git:20261103.e8f1375, 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_5557gafrkiarvqis)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Apr 10, 2026 and Nov 3, 2026, about one every 35 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261103.e8f1375 latest | 2026-11-03 | e8f1375 | 22,854 B | A | view · diff |
| git:20261010.ec96479 | 2026-10-10 | ec96479 | 21,953 B | A | view · diff |
| git:20260921.e2940d6 | 2026-09-21 | e2940d6 | 20,824 B | A | view · diff |
| git:20260713.5a9e046 | 2026-07-13 | 5a9e046 | 19,895 B | A | view · diff |
| git:20260602.770a879 | 2026-06-02 | 770a879 | 18,762 B | A | view · diff |
| git:20260526.cae002d | 2026-05-26 | cae002d | 17,735 B | A | view · diff |
| git:20260410.6e9b80a | 2026-04-10 | 6e9b80a | 15,144 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 (22854 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
ar9av/paperorchestra · 697 stars · license a license file GitHub does not identify · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5557gafrkiarvqis GET https://markdownregistry.com/api/v1/resolve?ref=ar9av/paperorchestra/literature-review-agent GET https://markdownregistry.com/api/v1/blob/95a188773161f1510b37b81f810b84a826b02b4aa2ea7b205e6e0031cd0a11d8
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.