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Paper AI Search

Use when the user describes a research need in natural language and wants AI-assisted query expansion before searching for papers, including requests to find recent work on a topic, related papers in a direction, or similar Chinese requests for AI paper search.

Installable skillMITBy SpectrAI-InitiativeUpdated Oct 30, 2026
INTENDED FOROpenClawInstall in a listed agent.

instructions.md

---
name: paper-ai-search-e73f7313bb24
description: "Use when the user describes a research need in natural language and wants AI-assisted query expansion before searching for papers, including requests to find recent work on a topic, related papers in a direction, or similar Chinese requests for AI paper search."
allowed-tools:
  - searchArticles
  - readPaper
---

# Paper AI Search

Use this skill when the user gives a research question, a direction, or a vague paper-finding intent rather than a ready-made keyword list. The core workflow is query expansion first, then cross-source retrieval.

## Workflow

1. Rewrite the user's natural-language request into a cleaner academic search intent.
2. Extract `3-6` compact keywords, each usually `1-3` words, favoring terms that would plausibly appear in titles or abstracts.
3. Produce one refined semantic query sentence that captures the intent at a higher level.
4. Search across all relevant academic sources with the expanded keywords rather than staying on a single source.
5. Show the expanded keywords back to the user so the search process is inspectable and easy to refine.

## Query Expansion Rules

- Cover the central technical concepts rather than relying on generic words.
- Mix narrower technical terms with slightly broader related terms to balance precision and recall.
- Avoid low-information tokens such as `method`, `model`, or `improvement` unless they are part of a recognized phrase.
- If the request is underspecified, infer and separate the task, method family, and application setting.

## Retrieval Sources

Search these sources by default:

- `arxiv`
- `huggingface`
- `semantic-scholar`
- `biorxiv`
- `pubmed`
- `pubchem`

## Output Structure

- Briefly restate the actual search intent.
- List the `Expanded keywords` explicitly.
- Include a `Semantic query` line when it adds clarity.
- Present the ranked paper shortlist. Each entry should include:
  - original English title
  - authors
  - date
  - source
  - one sentence on why it matches the user's intent
- End with `Next step` guidance:
  - narrow the scope
  - branch into a promising subtopic
  - or move straight to summary / deep reading

## Quality Rules

- Do not present query expansion as ground truth. It is only a retrieval strategy.
- Do not pad the answer with papers that are visibly unrelated to the expanded query.
- If the results are diffuse, state that the user request is still too broad.
- Preserve technical terms in their standard English form when that improves precision.

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Platform guidance

Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.