Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add SebastianElvis/reaper --skill review-literaturegit clone --depth 1 https://github.com/SebastianElvis/reaperWrote 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/sebastianelvis/reaper/review-literature)<a href="https://agentmods.dev/skills/sebastianelvis/reaper/review-literature"><img src="https://agentmods.dev/badge/skills/sebastianelvis/reaper/review-literature/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/sebastianelvis/reaper/review-literature"><img src="https://agentmods.dev/badge/skills/sebastianelvis/reaper/review-literature.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 | $0.00045 | $0.03089 |
| Opus 5 | $0.00023 | $0.01545 |
| Sonnet 5 | $0.00009 | $0.00618 |
| Haiku 4.5 | $0.00005 | $0.00309 |
Grade A, and why
review-literature 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 12d 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 — 214 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Review Literature
Search for related academic work, download and deeply read the most important papers, and produce a structured literature survey organized by relationship to the research goal.
Usage
Invoke this skill by name with the research topic as a quoted string. On slash-command hosts, prefix with / (e.g. /review-literature "<topic>").
review-literature "post-quantum threshold signatures"
Instructions
1. Gather Context
Read reaper-workspace/notes/paper-summary.md if it exists. Extract:
- Key technical terms and concepts
- Author names (to find their other work)
- Cited works mentioned in the introduction
- The specific problem domain
Combine with the research goal to formulate search queries.
2. Search — Structured Sources (Primary)
Delegate all paper search to the /search-paper skill. It decides which archives to hit (arXiv, IACR ePrint, …), which categories or filters apply for the topic, and returns structured results the caller can merge. The caller's job is to supply good queries, not pick archives.
Query types (generate at least one query per type):
- Direct: the exact problem (e.g., "BFT consensus communication complexity lower bound")
- Author-based: key authors in the area (e.g., "Yin Malkhi Abraham consensus")
- Technique-based: the proof/construction technique (e.g., "simulation-based security threshold signatures")
- Problem variants: related problems (e.g., "asynchronous Byzantine agreement", "partial synchrony consensus")
- Attacks/impossibilities: known negative results (e.g., "FLP impossibility", "DLS lower bound")
- Surveys: SoK papers, systematization of knowledge (e.g., "SoK blockchain consensus")
Spawn parallel subagents (using your host's parallel-spawn primitive — e.g. Claude Code's Agent tool — or run sequentially if unavailable) for concurrent search — one subagent per query type, each invoking /search-paper. Run the WebSearch fallback (step 3) as an additional parallel subagent.
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.
- 12d ago First seen · 214 lines · 45 tokens per session scan A 94fb8267175a
review-literature is a skill published in the GitHub repository SebastianElvis/reaper (9 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 45 tokens to every session and 3,089 once invoked, about $0.0002 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.
Other skills, from other repositories
literature-review-agent
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…
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Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules, deterministic 0-100 decision bands (Accept/Minor/Major/Reject) that drive a target-met early stop, and a Devil's Advocate…
paper-orchestra
Orchestrate the full PaperOrchestra (Song et al., 2026, arXiv:2604.05018) five-agent pipeline to turn unstructured research materials (idea, experimental log, LaTeX template, conference guidelines, optional figures) into a submission-ready LaTeX manuscript and compiled PDF. TRIGGER when the user asks to "write a paper…
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Step 4 of the PaperOrchestra pipeline (arXiv:2604.05018). ONE single multimodal LLM call that drafts the remaining paper sections (Abstract, Methodology, Experiments, Conclusion), extracts numeric values from experimentallog.md into LaTeX booktabs tables, splices the generated figures from Step 2, and merges…
plotting-agent
Step 2 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the visualization plan from outline.json — render plots and conceptual diagrams from experimentallog.md and idea.md, optionally refine via VLM critique loop, and produce context-aware captions. Runs in parallel with the literature-review-agent. TRIGGER…