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Get Started Free →Literature meta-analysis exemplar — multi-engine retrieval, dedup, full-text, bibliometrics, embeddings, optional knowledge graph. Default term: modafinil.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -33% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -11% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -9% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -17% | 0% |
Project-scoped skill for the in-repo exemplar at projects/templates/template_literature_meta_analysis/. Load this when working inside the project.
template_literature_meta_analysis exemplar — running scripts, editing source,or regenerating outputs.
no-mocks testing) still hold after changes.
bash# From the repository root # Canonical fresh-clone gate: provisions the project's isolated dependencies. uv run python scripts/pipeline/stage_01_test.py --project templates/template_literature_meta_analysis --project-only uv run python scripts/pipeline/stage_02_analysis.py --project templates/template_literature_meta_analysis uv run python scripts/pipeline/stage_03_render.py --project templates/template_literature_meta_analysis uv run python scripts/pipeline/stage_04_validate.py --project templates/template_literature_meta_analysis uv run python scripts/pipeline/stage_05_copy.py --project templates/template_literature_meta_analysis
src/ or sharedinfrastructure/, not in scripts/.
computation.
pytest invocation does not provision this exemplar's scientific dependencies.
output/ — regenerate fromsource and config.
as working directory unless the child AGENTS.md states otherwise.
AGENTS.mdREADME.mdTODO.mdprojects/AGENTS.mdOther measured skills in the registry, with their headline benchmark lift.