surveying-literature SKILL.md skillA

surveying-literature from chgagne/claude-skills-research is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add chgagne/claude-skills-research/surveying-literature@git:20261016.40659e0

Pins git:20261016.40659e0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
chgagne/claude-skills-research
Path
surveying-literature/SKILL.md
Versions recorded
10
Latest version
git:20261016.40659e0, committed Oct 16, 2026
First version recorded
Aug 12, 2026
Size
6,553 bytes
Repository stars
5
License
MIT

Use when finding related work a draft may have missed, checking whether a contribution has already been published, or mapping what a research area looks like. Triggers on "what related work did we miss", "has this been done before", "is our contribution novel", "map this field", "survey the literature on X", or a paper draft whose related-work section looks thin.

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

# Surveying Literature

## Overview

**Gap sweep**: from a draft, find the work it should have cited. The gap sweep is a search
method run by you, with web search; a script for the citation graph and for field maps is
optional (`reference/running-the-script.md`).

What a draft misses is mostly recent, topically adjacent rather than linked to its citations,
and indexed late. Measured on held-out drafts: nearly every hard reference that was found came
from a query naming a specific method, system or author; queries made of general words plus a
year found almost nothing, and searches past the eighth found almost nothing. Web search is
also the whole cost of a sweep: each `WebSearch` is a model call of its own. So the work is
eight precise queries, written from what you know, run four at a time, and candidates
confirmed against free indexes rather than searched for again.

## The method

1. **Know the contribution.** Read `main.tex` and its section files. The method section names
   the technical ingredients, the experiments name the baselines and benchmarks, the
   related-work section shows what is already cited. Write the contribution in one sentence
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add chgagne/claude-skills-research/surveying-literature@sha256:b7611e6ec3245500

The line at the top of this page pins the label git:20261016.40659e0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_psfh7pixhtzstr6h.svg)](https://markdownregistry.com/a/art_psfh7pixhtzstr6h)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 10 versions of this file, between Aug 12, 2026 and Oct 16, 2026, about one every 7 days.

versioncommittedcommitsizeaudit
git:20261016.40659e0 latest2026-10-16 40659e0 6,553 BA view · diff
git:20261013.b1594da2026-10-13 b1594da 6,097 BA view · diff
git:20261012.90e1b582026-10-12 90e1b58 12,312 BA view · diff
git:20261010.ee2fbc22026-10-10 ee2fbc2 12,102 BA view · diff
git:20261010.d6d64fa2026-10-10 d6d64fa 11,803 BA view · diff
git:20261010.ab82b802026-10-10 ab82b80 11,467 BA view · diff
git:20261009.06a75752026-10-09 06a7575 9,290 BA view · diff
git:20261009.18f8d6d2026-10-09 18f8d6d 8,952 BA view · diff
git:20260905.39f30a42026-09-05 39f30a4 8,843 BA view · diff
git:20260812.4c0299b2026-08-12 4c0299b 7,853 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6553 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

GitHub

chgagne/claude-skills-research · 5 stars · license MIT · pushed 2026-10-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_psfh7pixhtzstr6h
GET https://markdownregistry.com/api/v1/resolve?ref=chgagne/claude-skills-research/surveying-literature
GET https://markdownregistry.com/api/v1/blob/b7611e6ec3245500cba8dad439f920ab2717343715791309bbc3dfd6c44e1056

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.

More from chgagne/claude-skills-research

self-surveying-literature SKILL.md skill
chgagne/claude-skills-research · _evals/surveying-literature/self-skill/SKILL.md · Audit a research paper draft (LaTeX sources + .bib) for related work it should cite but does not, above all close prior…
git:20261009.6f52569 · audit A · 5 stars
self-verifying-bibliography SKILL.md skill
chgagne/claude-skills-research · _evals/verifying-bibliography/self-skill/SKILL.md · Check a BibTeX bibliography against the real published record. Finds fabricated or non-existent references, wrong…
git:20261009.3a873fd · audit A · 5 stars
collaborating-on-research SKILL.md skill
chgagne/claude-skills-research · collaborating-on-research/SKILL.md · Use when working with a researcher on a long-running research project across many sessions — opening or closing a…
git:20260817.136fa75 · audit A · 5 stars
comparing-papers SKILL.md skill
chgagne/claude-skills-research · comparing-papers/SKILL.md · Use when comparing a draft against specific prior work head to head — checking whether a baseline was trained at the…
git:20260812.4c0299b · audit A · 5 stars
explaining-derivations SKILL.md skill
chgagne/claude-skills-research · explaining-derivations/SKILL.md · Use when a proof or derivation needs to be made explicit step by step — expanding a paper's algebra for a reader…
git:20260816.89dabff · audit A · 5 stars
proofreading-paper-writing SKILL.md skill
chgagne/claude-skills-research · proofreading-paper-writing/SKILL.md · Use when asked to proofread, polish, or critique the writing of an academic paper from its LaTeX sources — grammar and…
git:20261009.2091ec8 · audit A · 5 stars
reviewing-paper-sources SKILL.md skill
chgagne/claude-skills-research · reviewing-paper-sources/SKILL.md · Use when asked to review, critique, or assess an academic paper from its LaTeX sources — including pre-submission…
git:20260926.af6ea48 · audit A · 5 stars
running-cluster-experiments SKILL.md skill
chgagne/claude-skills-research · running-cluster-experiments/SKILL.md · Use when planning, budgeting, submitting or resuming a multi-job experiment campaign on a Slurm/HPC cluster — sizing…
git:20260812.12926b4 · audit A · 5 stars
using-drac-clusters SKILL.md skill
chgagne/claude-skills-research · using-drac-clusters/SKILL.md · Use when working on a Digital Research Alliance of Canada (DRAC, Alliance, formerly Compute Canada) HPC cluster such as…
git:20260814.fdf4923 · audit B · 5 stars
verifying-bibliography SKILL.md skill
chgagne/claude-skills-research · verifying-bibliography/SKILL.md · Use when checking a .bib or reference list for incorrect or fabricated entries — wrong titles, invented co-authors…
git:20261009.18f8d6d · audit A · 5 stars
verifying-proofs SKILL.md skill
chgagne/claude-skills-research · verifying-proofs/SKILL.md · Use when checking the mathematics of a paper rather than its claims — verifying a theorem's proof, an algebraic…
git:20260817.78f3c11 · audit A · 5 stars

Every file in chgagne/claude-skills-research

Browse by kind, by grade A, or by owner.