Research
Comprehensive academic research using OpenAlex, Paper-search, PDF extraction, and web search (Tavily). Always produces 5+ evidence cards covering conflicting ideas with weighted evidence synthesis.
Quick Start
Decision Tree:
- •Need evidence-based decision? → Use this skill
- •Quick lookup only? → Use
searchskill instead - •Already researched topic? → Run
ada::research:list
Core Workflow:
Step 0: Gather codebase context (ALWAYS FIRST) Step 1: Formulate research question Step 2: Comprehensive discovery (25+ sources) Step 3: Create 5+ evidence cards incrementally Critical Evaluation: Assess for codebase context Step 4: Generate comprehensive report
Mandatory Requirements:
- •✅ Always 5+ evidence cards (broad coverage)
- •✅ Explicitly seek conflicting ideas
- •✅ Weight evidence (academic + real-world sources)
- •✅ Codebase context informs research question
CRITICAL: Write-First Pattern
MANDATORY: After 1-2 tool calls:
- •Write/update evidence card immediately
- •Update
references.jsonimmediately - •SAVE files before next tool calls
- •CONTINUE research (writing ≠ stopping)
Why: Context windows are limited. Writing preserves knowledge even if context resets.
Failure Modes:
- •❌ 3+ tool calls before writing → context overload
- •❌ Stopping after one card → must continue until complete
- •❌ Not updating
references.json→ loses tracking
Workflow Summary
Step 0: Codebase Context (ALWAYS FIRST)
Search codebase for: architecture, patterns, technologies, existing implementations. Use context to inform research question.
Step 1: Research Question
- •Create
.ada/data/research/{topic}/ - •Create
research-question.mdusing template - •Create
references.jsonwith intent
Step 2: Discovery (Target: 25+ Sources)
Academic (OpenAlex, Paper-search):
- •Foundational:
get_top_cited_works(min_citations: 50+) - •Recent SOTA:
search_works(from_year: 2020+) - •Citation networks:
get_citation_network
Non-Academic (Tavily via search skill):
- •Blogs, docs, case studies in parallel
- •Target: 5-10 relevant sources
Conflict-Seeking:
- •"{approach A} vs {approach B}"
- •"{approach} limitations"
- •"alternative to {approach}"
Step 3: Evidence Cards (5+ Required)
- •Read 1-2 papers/sources
- •Create/update evidence card
- •Update
references.json - •SAVE files
- •REPEAT until 5+ cards
Grouping: Same approach → same card. Different approach → new card.
Critical Evaluation
After 5+ cards, before report:
- •Assess strengths/weaknesses
- •Evaluate for codebase context
- •Compare tradeoffs systematically
- •Identify best fit
Step 4: Research Report
- •Re-read all evidence cards:
ada::research:show - •Re-read
research-question.md - •Create
research-report.mdusing template - •Include "Answer to Original Question" section
Tools Quick Reference
| Tool | Purpose | When |
|---|---|---|
OpenAlex get_top_cited_works | Foundational papers | Discovery |
OpenAlex search_works | Recent SOTA | Discovery |
OpenAlex get_citation_network | Related work | Deep dive |
Paper-search search_arxiv | Preprints | Recent work |
PDF read_pdf | Extract content | Reading papers |
| Tavily (search skill) | Non-academic | Parallel discovery |
zai-zread search_doc | Semantic issues/PRs/docs | Real-world implementations |
webfetch | Direct URL reads | Lightweight docs/files |
look_at | Interpret diagrams/images | PDFs/screenshots |
Research Management Commands
ada::research:status # Full status + next action ada::research:status --next # Just next action ada::research:status --checkpoint # Verify state ada::research:status --ref <name> # Load reference file ada::research:list # List all sessions ada::research:show <session> # Show evidence cards ada::research:cleanup --all # Clear PDFs
Load References On-Demand:
ada::research:status --ref workflow # Workflow guide ada::research:status --ref evidence-cards # Card guide ada::research:status --ref template-card # Card template ada::research:status --ref weighting # Weighting framework
Key Tips (Reminders)
Source Weighting
| Type | Weight | Examples |
|---|---|---|
| Academic (50+ citations) | High | Peer-reviewed papers |
| Academic (10-50 citations) | Medium | Recent SOTA |
| Real-world case studies | High | Company post-mortems |
| Blogs, tutorials | Medium-Low | Expert content |
Evidence Card Essentials
- •Key claims with page number citations
- •Assumptions and conditions
- •Tradeoffs and limitations
- •Related/conflicting approaches
- •Implementation resources
Common Mistakes
- •❌ Reading 3+ papers before writing → Write after 1-2
- •❌ Not seeking conflicts → Explicitly search opposing views
- •❌ Skipping codebase context → Always start with Step 0
- •❌ Stopping at 3 cards → Must reach 5+ for broad coverage
Directory Structure
.ada/
├── data/research/{topic}/
│ ├── research-question.md
│ ├── evidence-card-*.md
│ ├── research-report.md
│ └── references.json
└── temp/research/downloads/ # Temporary PDFs
References
Templates:
- •
references/templates/template-research-question.md - •
references/templates/template-evidence-card.md - •
references/templates/template-research-report.md - •
references/templates/template-references.json
Guides:
- •
references/guides/guide-workflow.md- Detailed workflows - •
references/guides/guide-evidence-cards.md- Card creation - •
references/guides/guide-weighting.md- Source weighting - •
references/guides/guide-critical-evaluation.md- Evaluation framework - •
references/guides/guide-reports.md- Report generation - •
references/guides/guide-adaptive-strategies.md- Handling edge cases
Examples:
- •
references/examples/example-evidence-card.md - •
references/examples/example-research-report.md - •
references/examples/example-workflows.md
Reference:
- •
references/reference/reference-tools.md- Complete MCP documentation
Integration
- •With search skill: Use Tavily in parallel for non-academic sources
- •With docs-write: Use evidence cards for documentation decisions