Fuzzy Spaghetti

D 52 completed
Other
cli / python · tiny
23
Files
3,540
LOC
1
Frameworks
4
Languages

Pipeline State

completed
Run ID
#1546132
Phase
done
Progress
0%
Started
2026-04-16 23:47:54
Finished
2026-04-16 23:47:54
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
30.69
Framework unique
Isolation
Last stage change
2026-05-10 03:35:02
Deduplication group #47298
Member of a group with 2,078 similar repo(s) — canonical #187349 view group →
Provenance: Repobility (https://repobility.com) — every score reproducible from /scan/

AI Prompt

Create a command-line tool in Python for searching a personal research paper library. The tool should support multiple full-text search algorithms, including BM25, TF-IDF, and semantic search using LanceDB. It needs to be structured as a CLI application, and I'd like to use pytest for testing. Please ensure the project structure is clean and includes necessary configuration files like `pyproject.toml`.
python cli search full-text research bm25 tfidf lancedb pytest
Generated by gemma4:latest

Catalog Information

Create a command-line tool in Python for searching a personal research paper library. The tool should support multiple full-text search algorithms, including BM25, TF-IDF, and semantic search using LanceDB. It needs to be structured as a CLI application, and I'd like to use pytest for testing. Please ensure the project structure is clean and includes necessary configuration files like pyproject.toml.

Tags

python cli search full-text research bm25 tfidf lancedb pytest

Quality Score

D
52.2/100
Structure
62
Code Quality
44
Documentation
74
Testing
0
Practices
58
Security
90
Dependencies
90

Strengths

  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Good security practices — no major issues detected
  • Properly licensed project

Weaknesses

  • No tests found — high risk of regressions
  • No CI/CD configuration — manual testing and deployment
  • 632 duplicate lines detected — consider DRY refactoring
  • 2 'god files' with >500 LOC need decomposition

Recommendations

  • Add a test suite — start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment

Languages

python
95.3%
markdown
3.6%
toml
0.8%
json
0.3%

Frameworks

pytest

Symbols

function37
constant35
variable2

Quality Timeline

1 quality score recorded.

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BinComp Dependency Hardening

All packages →
4 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.
Nrequests2.33.1 · 0 gadgets · risk 3687.0Nmcp1.27.0 · 0 gadgets · risk 971.5Fnumpy2.4.4 · 6,596 gadgets · risk 0.0Fpyarrow23.0.1 · 8,505 gadgets · risk 0.0