← ClaudeAtlas

research-surveylisted

Deep literature survey pipeline: semantic search via local vec-db, web search for arXiv papers, download PDFs, parallel subagent reading, and structured report generation. Use this skill whenever the user asks to survey, research, or find related papers on a topic, especially when they mention vec-db, arXiv, literature review, paper search, or updating an idea/survey note. Also trigger when the user says things like "调研", "查论文", "找相关工作", "literature survey", "related work", "search papers", or "read papers and summarize". This skill orchestrates the full pipeline from search to structured markdown report.
Gonglitian/agent-skills · ★ 0 · Data & Documents · score 62
Install: claude install-skill Gonglitian/agent-skills
# Research Survey Pipeline Orchestrate a full literature survey: vec-db semantic search → web search → download → parallel subagent reading → structured report. ## Overview This skill automates the research paper discovery-and-analysis workflow. It combines a local vector database of ~60K+ indexed top-venue papers with web search for broader coverage, then deploys **parallel subagents** to deep-read each paper and produce a structured comparative analysis anchored to the user's research idea. The goal is not just to list papers, but to produce actionable competitive intelligence: how does each paper relate to the user's proposed work, what can be borrowed, what differentiates the user's approach. ## Prerequisites - **Vec-db**: LanceDB semantic search database at `/home/vla-reasoning/proj/litian-research/vec-db/` - Query: `cd /home/vla-reasoning/proj/litian-research/vec-db && npx tsx src/cli.ts search "<query>" --top <N>` - Status: `cd /home/vla-reasoning/proj/litian-research/vec-db && npx tsx src/cli.ts status` - **arXiv access**: For downloading PDFs (`wget https://arxiv.org/pdf/<id> -O <id>.pdf`) - **Subagents**: Agent tool — **MUST launch all reading agents in ONE message for true parallelism** - **Target note**: A markdown file to update with findings (user specifies path) ## Workflow ### Step 1: Understand the Research Context Before searching, gather from the conversation or by asking: 1. **Research topic/idea** — Read the user's idea note if it exists 2. *