Summary
This is the citation-hunting workhorse from the PaperOrchestra paper. It takes your outline, runs 10-15 search queries across intro directions and related work clusters, then drags every candidate through Semantic Scholar with a 70% fuzzy title match and a temporal cutoff tied to your submission deadline. The cache layer and pre-dedup step are mandatory because verification runs at 1 QPS and duplicate papers eat 30-40% of your quota otherwise. You get a verified pool in citation_pool.json, a clean refs.bib, and drafted intro plus related work sections that use 90% of what survived. Runs in parallel with the plotting agent. Expect 20-30 LLM calls and real wall time if you're verifying 100+ candidates sequentially.
Install to Claude Code
npx -y skills add ar9av/paperorchestra --skill literature-review-agent --agent claude-codeInstalls into .claude/skills of the current project.
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
Files
SKILL.md
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Featured
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
