Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/sillyDaibo/reasflow-devnpx agentmods add skills/sillydaibo/reasflow-dev/autosurvey-paper-retrievalWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/sillydaibo/reasflow-dev/autosurvey-paper-retrieval)<a href="https://agentmods.dev/skills/sillydaibo/reasflow-dev/autosurvey-paper-retrieval"><img src="https://agentmods.dev/badge/skills/sillydaibo/reasflow-dev/autosurvey-paper-retrieval/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/sillydaibo/reasflow-dev/autosurvey-paper-retrieval"><img src="https://agentmods.dev/badge/skills/sillydaibo/reasflow-dev/autosurvey-paper-retrieval.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00021 | $0.01040 |
| Opus 5 | $0.00010 | $0.00520 |
| Sonnet 5 | $0.00004 | $0.00208 |
| Haiku 4.5 | $0.00002 | $0.00104 |
Grade A, and why
autosurvey-paper-retrieval scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Installed Root
Resolve the installed reasflow-dev skills root before running packaged scripts:
REASFLOW_SKILLS_ROOT="${REASFLOW_SKILLS_ROOT:-}"
if [ -z "$REASFLOW_SKILLS_ROOT" ]; then
if [ -d ./.agents/skills ]; then
REASFLOW_SKILLS_ROOT="$(pwd)/.agents/skills"
elif [ -d "$HOME/.agents/skills" ]; then
REASFLOW_SKILLS_ROOT="$HOME/.agents/skills"
else
echo "reasflow shared skills not found in ./.agents/skills or $HOME/.agents/skills" >&2
exit 1
fi
fi
REASFLOW_PRIVATE_SKILLS_ROOT="${REASFLOW_PRIVATE_SKILLS_ROOT:-}"
if [ -z "$REASFLOW_PRIVATE_SKILLS_ROOT" ]; then
if [ -d ./.codex/reasflow-skills ]; then
REASFLOW_PRIVATE_SKILLS_ROOT="$(pwd)/.codex/reasflow-skills"
elif [ -d "$HOME/.codex/reasflow-skills" ]; then
REASFLOW_PRIVATE_SKILLS_ROOT="$HOME/.codex/reasflow-skills"
else
echo "reasflow private skills not found in ./.codex/reasflow-skills or $HOME/.codex/reasflow-skills" >&2
exit 1
fi
fi
AutoSurvey Paper Retrieval
Overview
Build a reusable paper pool before drafting survey prose. Keep retrieval traces in survey/library/ so outline, section writing, and related-work synthesis all cite the same evidence base.
This skill is the executable replacement for the upstream literature_* tool family. Its default source policy is ReaScholar first, with Semantic Scholar as a metadata and graph supplement/fallback:
search~=literature_searchpaper~=literature_get_papercitations~=literature_get_citationsreferences~=literature_get_referencesbibtexturns retrieval JSON intoreferences.bib
Use native Codex web search first when you need broad discovery or freshness. Use this script when you need reproducible paper metadata, citation graphs, reference graphs, or BibTeX output under survey/. Set SEMANTIC_SCHOLAR_API_KEY in the environment when S2 enrichment or citation/reference graph calls are needed; never store the key in generated files.
Installed Paths
Set SKILL_ROOT="$REASFLOW_PRIVATE_SKILLS_ROOT/survey/autosurvey-paper-retrieval" before invoking the packaged helper script.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 11d ago First seen · 73 lines · 21 tokens per session scan A 14eaa9e723e8
autosurvey-paper-retrieval is a skill published in the GitHub repository sillyDaibo/reasflow-dev (2 stars, last pushed 15d ago), licensed MIT. It adds 21 tokens to every session and 1,040 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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