skills/skills-codex-gemini-review/novelty-check/SKILL.md
Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.
npx skillsauth add wanshuiyin/Auto-claude-code-research-in-sleep novelty-checkInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
Override for Codex users who want Gemini, not a second Codex agent, to act as the reviewer. Install this package after
skills/skills-codex/*.
Gemini overlay assurance:
review_independence: cross-familyandacceptance_status: accepted.
Check whether a proposed method/idea has already been done in the literature: $ARGUMENTS
gemini-review — Gemini reviewer invoked through the local gemini-review MCP bridge. Set GEMINI_REVIEW_MODEL if you need a specific Gemini model override.Given a method description, systematically verify its novelty:
For EACH core claim, search using ALL available sources:
Web Search (via WebSearch):
Known paper databases: Check against:
Read abstracts: For each potentially overlapping paper, WebFetch its abstract and related work section
Call REVIEWER_MODEL via mcp__gemini-review__review_start with high-rigor review:
mcp__gemini-review__review_start:
prompt: |
[Full novelty briefing + prior work list + specific novelty questions]
After this start call, immediately save the returned jobId and poll mcp__gemini-review__review_status with a bounded waitSeconds until done=true. Treat the completed status payload's response as the reviewer output, and save the completed threadId for any follow-up round.
Prompt should include:
Copy this block verbatim into the reviewer's briefing; the report in Phase D is judged under it too.
=== NOVELTY VERDICT LIMITS (these bound how you judge, never how widely you search) ===
Search exhaustively; judge calibrated. Two failures waste months equally:
passing an idea a published paper already contains, and killing a viable idea
because the territory has neighbors.
1. Proximity is information, not a verdict. Someone working nearby goes in the
report; it is not by itself a reason to reject.
2. ABANDON has exactly one qualification: a specific published paper already
contains this result — name that paper. No named paper, no ABANDON.
3. Crowded-but-deltaed is PROCEED: state the delta in one sentence a reviewer
could verify. Thin or contested delta is PROCEED WITH CAUTION — say what
would make it carry, not why it should die. CAUTION is not a safe middle:
if you cannot name the specific thing that makes the delta thin, the
verdict is PROCEED.
4. Concurrent or competing work is not a veto. That is a race — report it and
let the user decide whether to run it.
5. A direct attack on a central problem is legitimate novelty when nobody has
executed it well. "This area is hot" does not mean "this area is taken."
6. This check is an early gate, never the last one — more triage, pilots, or
external review still stand between any idea and a paper, whatever order
this run uses. A wrongly passed idea dies cheaply at one of them; a wrongly
killed idea is never seen again. When torn between two verdicts, choose the
more permissive one.
Say plainly when an idea clears the check. Do not manufacture overlap.
Output a structured report:
## Novelty Check Report
### Proposed Method
[1-2 sentence description]
### Core Claims
1. [Claim 1] — Closest: [paper] — What stays unknown or different: [delta]
2. [Claim 2] — Closest: [paper] — What stays unknown or different: [delta]
...
### Closest Prior Work
| Paper | Year | Venue | Overlap | Key Difference |
|-------|------|-------|---------|----------------|
### Overall Novelty Assessment
- Score: X/10 (anchor: 5/10 = has clear neighbors but a defensible delta worth
a pilot; reserve 1-3 for results a named published paper already contains)
- Recommendation: PROCEED / PROCEED WITH CAUTION / ABANDON (per the verdict
limits: crowded-but-deltaed ground is PROCEED; ABANDON must name the paper)
- Key differentiator: [what makes this unique, if anything]
- Risk: [what a reviewer would cite as prior work]
### Suggested Positioning
[State the delta honestly in one sentence a reviewer could verify]
tools
Get a deep critical review of research from Gemini via gemini-review MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.
development
Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says \"找idea全流程\", \"idea discovery pipeline\", \"从零开始找方向\", or wants the complete idea exploration workflow.
data-ai
Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.
testing
Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.