/research-init
Output type (review/proposal/both). All modes produce research-question-card.md; references.bib is produced only when reliable citation metadata exists; review adds literature-review.md only when evidence is sufficient; proposal adds research-proposal.md only when the selected
> /plugin marketplace add Galaxy-Dawn/claude-scholar > /plugin install claude-scholar@claude-scholar
How it fires
How this command gets triggered: by you, by Claude, or both.
- Fires itselfClaude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
- Slash command
/research-init
Context preview
What this command does when you run it.
Output type (review/proposal/both). All modes produce research-question-card.md; references.bib is produced only when reliable citation metadata exists; review adds literature-review.md only when evidence is sufficient; proposal adds research-proposal.md only when the selected
Command definition
research-init.mdname: research-init
description: Initialize a research project with Zotero-integrated literature review. Creates or audits project-scoped sources, generates research question cards, and only writes a research proposal when the evidence gate passes.
args:
- name: topic
description: Research topic or keywords
required: true
- name: scope
description: Review scope (focused/broad)
required: false
default: focused
- name: output_type
description: Output type (review/proposal/both). All modes produce research-question-card.md; references.bib is produced only when reliable citation metadata exists; review adds literature-review.md only when evidence is sufficient; proposal adds research-proposal.md only when the selected card passes the proposal readiness gate.
required: false
default: both
tags: [Research, Literature Review, Zotero, Paper Search]/research-init - Zotero-Integrated Research Startup Workflow
Launch a project-scoped literature startup workflow for the research topic "$topic", with scope "$scope" and output type "$output_type".
Default behavior is evidence-first: if Zotero is unavailable, if full-paper evidence is insufficient, or if the selected Research Question Card is not ready, produce an intake/audit result instead of forcing a polished proposal.
Usage
Basic Usage
/research-init "transformer interpretability"
Specify Scope
/research-init "few-shot learning" focused
Specify All Parameters
/research-init "neural architecture search" broad both
Workflow
Execute the following steps in order:
Step 0: Intake and Capability Gate
Before creating collections or writing files:
1. Confirm the practical purpose: new project intake, literature review, proposal draft, or source audit. 2. Check whether Zotero MCP is configured and writable. 3. If Zotero MCP is unavailable, read-only, or the user asks for dry-run mode:
- do **not** create collections,
- do **not** import papers,
- produce `research-question-card.md` and a source candidate/audit section,
- either skip `references.bib` or create a stub that clearly says canonical BibTeX is unavailable unless reliable BibTeX can be generated from existing sources,
- stop before `literature-review.md` or `research-proposal.md` unless the user explicitly provides sufficient local evidence.
4. If the topic, target venue/audience, or project boundary is ambiguous enough to change the search strategy, ask a short clarifying question before acting.
Step 1: Create Zotero Research Collection
1. Call the Zotero MCP tool `zotero_create_collection` to create the main collection, named `Research-{Topic}-{YYYY-MM}` (extract a short PascalCase keyword from the topic, use the current year and month) 2. Create sub-collections under the main collection:
- `Core Papers`
- `Methods`
- `Applications`
- `Baselines`
- `To-Read`
3. Record the `collection_key` for each sub-collection (needed for import in Step 2)
Step 2: Literature Search and Import
1. Use WebSearch to find papers related to "$topic"
- Search strategy: use the topic directly, plus variant combinations of key terms
- Target sources: arXiv, DOI-backed publisher landing pages, conference proceedings with full-paper pages, direct PDF pages
- Time range: focused mode searches the last 3 years, broad mode searches the last 5 years
- Target paper count: 20-50 papers for focused scope, 50-100 for broad scope
2. **Source quality filter before extraction**:
- Prefer candidates that expose at least one of: DOI, arXiv ID, direct PDF URL, or clear citation metadata for a full paper
- **Explicitly avoid abstract-only pages as primary sources** when a better source exists for the same paper (for example conference abstract listings, event schedule pages, teaser pages, or pages that only contain a short abstract with no DOI/arXiv/PDF)
- For the same title, source preference should be:
1. DOI-backed publisher page 2. arXiv abs/pdf page 3. direct PDF URL 4. full-paper proceedings landing page 5. abstract-only page (last resort only)
- If the discovered page is clearly abstract-only and no DOI/arXiv/PDF can be extracted, do **not** prioritize it for import; keep searching for a better source first
- Abstract-only pages should **not** be counted toward the target paper quota unless all better identifier-bearing/full-paper sources for that title have been exhausted
3. Extract candidate DOI / arXiv ID / landing-page URL from filtered search results 4. **Classify before import**: For each paper, determine which sub-collection it belongs to (Core Papers, Methods, Applications, Baselines, or To-Read) based on its title, abstract, and venue 5. **Pre-import deduplication (two-step)**:
- Call the Zotero MCP tool `zotero_search_items` with the DOI string when available to find potential matches
- Call `zotero_get_item_metadata` on results to confirm the DOI field matches exactly
- If confirmed match → skip import, log ("Already exists: {DOI} → {item_key}")
- For papers without DOI → search by title using token overlap ratio (lowercase both titles, remove punctuation, compute intersection of words / union of words). Ratio > 0.8 = duplicate
6. **Abstract-only page guardrail (mandatory)**:
- Before calling `zotero_add_items_by_identifier`, check whether the chosen URL is likely an abstract-only page
- Strong signals include: URL/path contains `abstract`, page title/heading is an abstract listing, page body lacks PDF/full-text links, and no DOI/arXiv identifier is visible
- If it is abstract-only **and** no DOI/arXiv/PDF can be recovered, prefer one of:
- keep searching for a better source for the same title, or
- skip this candidate for now
- Do **not** eagerly import abstract-only pages into analytical sub-collections just to satisfy paper count
- If an abstract-only page is imported
Read more
name: research-init
description: Initialize a research project with Zotero-integrated literature review. Creates or audits project-scoped sources, generates research question cards, and only writes a research proposal when the evidence gate passes.
args:
- name: topic
description: Research topic or keywords
required: true
- name: scope
description: Review scope (focused/broad)
required: false
default: focused
- name: output_type
description: Output type (review/proposal/both). All modes produce research-question-card.md; references.bib is produced only when reliable citation metadata exists; review adds literature-review.md only when evidence is sufficient; proposal adds research-proposal.md only when the selected card passes the proposal readiness gate.
required: false
default: both
tags: [Research, Literature Review, Zotero, Paper Search]/research-init - Zotero-Integrated Research Startup Workflow
Launch a project-scoped literature startup workflow for the research topic "$topic", with scope "$scope" and output type "$output_type".
Default behavior is evidence-first: if Zotero is unavailable, if full-paper evidence is insufficient, or if the selected Research Question Card is not ready, produce an intake/audit result instead of forcing a polished proposal.
Usage
Basic Usage
/research-init "transformer interpretability"
Specify Scope
/research-init "few-shot learning" focused
Specify All Parameters
/research-init "neural architecture search" broad both
Workflow
Execute the following steps in order:
Step 0: Intake and Capability Gate
Before creating collections or writing files:
1. Confirm the practical purpose: new project intake, literature review, proposal draft, or source audit. 2. Check whether Zotero MCP is configured and writable. 3. If Zotero MCP is unavailable, read-only, or the user asks for dry-run mode:
- do **not** create collections,
- do **not** import papers,
- produce `research-question-card.md` and a source candidate/audit section,
- either skip `references.bib` or create a stub that clearly says canonical BibTeX is unavailable unless reliable BibTeX can be generated from existing sources,
- stop before `literature-review.md` or `research-proposal.md` unless the user explicitly provides sufficient local evidence.
4. If the topic, target venue/audience, or project boundary is ambiguous enough to change the search strategy, ask a short clarifying question before acting.
Step 1: Create Zotero Research Collection
1. Call the Zotero MCP tool `zotero_create_collection` to create the main collection, named `Research-{Topic}-{YYYY-MM}` (extract a short PascalCase keyword from the topic, use the current year and month) 2. Create sub-collections under the main collection:
- `Core Papers`
- `Methods`
- `Applications`
- `Baselines`
- `To-Read`
3. Record the `collection_key` for each sub-collection (needed for import in Step 2)
Step 2: Literature Search and Import
1. Use WebSearch to find papers related to "$topic"
- Search strategy: use the topic directly, plus variant combinations of key terms
- Target sources: arXiv, DOI-backed publisher landing pages, conference proceedings with full-paper pages, direct PDF pages
- Time range: focused mode searches the last 3 years, broad mode searches the last 5 years
- Target paper count: 20-50 papers for focused scope, 50-100 for broad scope
2. **Source quality filter before extraction**:
- Prefer candidates that expose at least one of: DOI, arXiv ID, direct PDF URL, or clear citation metadata for a full paper
- **Explicitly avoid abstract-only pages as primary sources** when a better source exists for the same paper (for example conference abstract listings, event schedule pages, teaser pages, or pages that only contain a short abstract with no DOI/arXiv/PDF)
- For the same title, source preference should be:
1. DOI-backed publisher page 2. arXiv abs/pdf page 3. direct PDF URL 4. full-paper proceedings landing page 5. abstract-only page (last resort only)
- If the discovered page is clearly abstract-only and no DOI/arXiv/PDF can be extracted, do **not** prioritize it for import; keep searching for a better source first
- Abstract-only pages should **not** be counted toward the target paper quota unless all better identifier-bearing/full-paper sources for that title have been exhausted
3. Extract candidate DOI / arXiv ID / landing-page URL from filtered search results 4. **Classify before import**: For each paper, determine which sub-collection it belongs to (Core Papers, Methods, Applications, Baselines, or To-Read) based on its title, abstract, and venue 5. **Pre-import deduplication (two-step)**:
- Call the Zotero MCP tool `zotero_search_items` with the DOI string when available to find potential matches
- Call `zotero_get_item_metadata` on results to confirm the DOI field matches exactly
- If confirmed match → skip import, log ("Already exists: {DOI} → {item_key}")
- For papers without DOI → search by title using token overlap ratio (lowercase both titles, remove punctuation, compute intersection of words / union of words). Ratio > 0.8 = duplicate
6. **Abstract-only page guardrail (mandatory)**:
- Before calling `zotero_add_items_by_identifier`, check whether the chosen URL is likely an abstract-only page
- Strong signals include: URL/path contains `abstract`, page title/heading is an abstract listing, page body lacks PDF/full-text links, and no DOI/arXiv identifier is visible
- If it is abstract-only **and** no DOI/arXiv/PDF can be recovered, prefer one of:
- keep searching for a better source for the same title, or
- skip this candidate for now
- Do **not** eagerly import abstract-only pages into analytical sub-collections just to satisfy paper count
- If an abstract-only page is imported
Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.
Repo: Galaxy-Dawn/claude-scholar
Other commands on claude-scholar.
- /analyze-results
Optional experiment line slug for report naming
Open command - /build-fix
Incrementally fix Python type and lint errors:
Open command - /checkpoint
Create or verify a checkpoint in your workflow.
Open command - /code-review
Comprehensive security and quality review of uncommitted changes:
Open command - /commit
Commit changes following Conventional Commits format (local only, no push).
Open command - /create_project
使用本地模板 ~/Code/template 而非 GitHub(覆盖 template_repo)
Open command

