install
source · Clone the upstream repo
git clone https://github.com/jmagly/aiwg
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/jmagly/aiwg "$T" && mkdir -p ~/.claude/skills && cp -r "$T/agentic/code/frameworks/research-complete/skills/research-cite" ~/.claude/skills/jmagly-aiwg-research-cite-6a0746 && rm -rf "$T"
manifest:
agentic/code/frameworks/research-complete/skills/research-cite/SKILL.mdsource content
Research Cite Command
Generate properly formatted, policy-compliant citations from the research corpus.
Instructions
When invoked, generate correct citations:
-
Locate Source
- Search
and.aiwg/research/sources/
for specified reference.aiwg/research/findings/ - Match by REF-XXX identifier, author name, or keyword
- If multiple matches, present options for user selection
- Search
-
Load Metadata
- Extract frontmatter: ref_id, title, authors, year, DOI, source_type
- Load quality assessment if available
- Determine GRADE level
-
Generate Citation
- Format @-mention citation with full path
- Include page numbers if specified
- Apply GRADE-appropriate hedging language
- Include quality level annotation
-
Output Formats
- Ready to paste into markdown with GRADE-appropriate languageinline
- BibTeX format for reference managementbibtex
- Full reference section entryreference
- APA 7th edition formatapa
- Chicago Manual of Style formatchicago
Arguments
- REF-XXX identifier or search keyword (required)[ref-id or keyword]
- Output format (default: inline)--format [inline|bibtex|reference|apa|chicago]
- Include page reference--page [n]
- Include direct quote with citation--quote "[text]"
- Include hedging language suggestions (default: suggest)--hedging [suggest|none]
Examples
# Basic inline citation /research-cite REF-022 # Citation with page reference /research-cite REF-022 --page 4 # Citation with quote /research-cite REF-022 --page 4 --quote "deliberate decision making" # BibTeX format for bibliography /research-cite REF-022 --format bibtex # Search by keyword /research-cite "autogen multi-agent" --format inline # Multiple citations for bibliography /research-cite REF-022 REF-001 REF-013 --format reference
Expected Output
Inline Format (Default)
/research-cite REF-022 --page 4 Output: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Citation (inline format): According to @.aiwg/research/findings/REF-022-autogen.md (p. 4), AutoGen enables "flexible conversation patterns" through multi-agent collaboration. GRADE Assessment: MODERATE Source: arXiv preprint (peer-reviewed conference version available) Quality: Moderate (single study, not systematic review) Recommended Hedging Language: ✓ APPROPRIATE: "Research suggests...", "Evidence indicates..." ✗ TOO STRONG: "Research proves...", "Evidence demonstrates..." ✗ TOO WEAK: "Some sources claim...", "Anecdotal reports suggest..." Usage Example: Multi-agent conversation patterns suggest flexible agent orchestration is feasible for complex workflows (@.aiwg/research/findings/REF-022-autogen.md, p. 4), though scalability limits require further investigation (GRADE: MODERATE).
BibTeX Format
/research-cite REF-022 --format bibtex Output: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ @article{wu2023autogen, title={AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation}, author={Wu, Qingyun and Bansal, Gagan and Zhang, Jieyu and Wu, Yiran and Zhang, Shaokun and Zhu, Erkang and Li, Beibin and Jiang, Li and Zhang, Xiaoyun and Wang, Chi}, journal={arXiv preprint arXiv:2308.08155}, year={2023}, doi={10.48550/arXiv.2308.08155}, note={GRADE: MODERATE - arXiv preprint} }
Reference Format
/research-cite REF-022 --format reference Output: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Wu, Q., Bansal, G., Zhang, J., Wu, Y., Zhang, S., Zhu, E., Li, B., Jiang, L., Zhang, X., & Wang, C. (2023). AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation. *arXiv preprint* arXiv:2308.08155. https://doi.org/10.48550/arXiv.2308.08155 GRADE: MODERATE Internal Reference: @.aiwg/research/findings/REF-022-autogen.md PDF: @.aiwg/research/sources/REF-022.pdf
GRADE-Based Hedging
Citations automatically include hedging guidance based on evidence quality:
| GRADE Level | Appropriate Language | Avoid |
|---|---|---|
| HIGH | "demonstrates", "shows", "confirms" | Uncertainty language |
| MODERATE | "suggests", "indicates", "supports" | Definitive claims |
| LOW | "limited evidence", "preliminary findings" | Strong claims |
| VERY LOW | "anecdotal", "exploratory", "reports suggest" | Confident claims |
Batch Citation
Generate bibliography for multiple sources:
/research-cite REF-001 REF-013 REF-022 REF-057 --format reference Output: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ## References Feng, Y., et al. (2024). The Landscape of Emerging AI Agent Architectures... GRADE: MODERATE - @.aiwg/research/findings/REF-001-production-agentic.md Hong, S., et al. (2023). MetaGPT: Meta Programming for Multi-Agent Systems... GRADE: HIGH - @.aiwg/research/findings/REF-013-metagpt.md Wu, Q., et al. (2023). AutoGen: Enabling Next-Gen LLM Applications... GRADE: MODERATE - @.aiwg/research/findings/REF-022-autogen.md Schmidgall, S., et al. (2024). Agent Laboratory: Using LLM Agents... GRADE: HIGH - @.aiwg/research/findings/REF-057-agent-laboratory.md
Citation Validation
All citations are validated against:
- Source exists in
.aiwg/research/ - Metadata is complete (title, authors, year)
- DOI/identifier is valid
- GRADE level is assessed
- Hedging language matches quality level
- Page references are within paper bounds (if PDF available)
- Quotes are exact (if --quote provided)
Integration with Writing
When writing documentation:
- Use
to get citation/research-cite REF-XXX - Copy inline format into document
- Use suggested hedging language
- Add @-mention for traceability
- Include GRADE level in internal notes
References
- @$AIWG_ROOT/agentic/code/frameworks/research-complete/agents/citation-agent.md - Citation Agent
- @$AIWG_ROOT/src/research/services/citation-service.ts - Citation formatting
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/rules/citation-policy.md - Citation policy requirements
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/schemas/research/frontmatter-schema.yaml - Source metadata
- @.aiwg/research/docs/grade-assessment-guide.md - GRADE levels