systematic-review
- Repo stars 13,134
- Author repo AutoResearchClaw
Systematic Review Best Practice
Follow PRISMA-like methodology for literature search:
- Define clear inclusion/exclusion criteria BEFORE searching
- Use multiple databases (Semantic Scholar, arXiv, OpenAlex)
- Search with both broad and narrow queries
- Screen by title/abstract first, then full text
- Extract: method, dataset, metrics, key findings
- Synthesize gaps and opportunities, not just summaries
- Prioritize recent (last 2-3 years) high-citation papers
- Include at least one seminal/foundational paper per sub-topic
- Fluxly category
- Engineering
- Author-declared agents
- No explicit declaration found; this is not inferred or tested compatibility
- Static check
- 88 / 100 · heuristic scan, not runtime safety proof
- Author / version / license
- @aiming-lab · no license declared
- Fluxly token estimate
- Lean
- Fluxly setup estimate
- Plug-and-play
- External API key
- No requirement detected
- Detected OS requirements
- Unspecified
- Runtime requirements
- Unspecified
- Detected file/system behavior
-
- Read-only
- Detected network behavior
- Local-only
- Install commands
- None (reference only)
Profile is derived at build time from SKILL.md and install vectors. Subject to drift from author intent.
Heads up: 未限定 allowed-tools,默认拥有全部工具权限。
The current SKILL.md does not define a fixed output example. Systematic Review Best Practice
Follow PRISMA-like methodology for literature search: Define clear inclusion/exclusion criteria BEFORE searching Use multiple databases (Semantic Scholar, arXiv, OpenAlex)
## Systematic Review Best Practice
Follow PRISMA-like methodology for literature search:
1. Define clear inclusion/exclusion criteria BEFORE searching
2. Use multiple databases (Semantic Scholar, arXiv, OpenAlex)
3. Search with both broad and narrow queries
4. Screen by title/abstract first, then full text
5. Extract: method, dataset, metrics, key findings
6. Synthesize gaps and opportunities, not just summaries
7. Prioritize recent (last 2-3 years) high-citation papers
8. Include at least one seminal/foundational paper per sub-topic Evidence boundary and execution chain
Author text anchors workflow facts; Fluxly only indexes current sections, terms, files, and commands.
sections -> Systematic Review Best Practice
terms -> no emphasized key terms
files/cmd -> inclusion/exclusion · title/abstract · seminal/foundational
body sha256 -> 8965f50f2953
Decide Fit First
Design Intent
How To Use It
Boundaries And Review