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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
The project lists 2 contributors on GitHub.
Use Cases & Benefits
- Provides tools to detect procedural hallucinations and evaluate language model reliability through mathematical and information-theoretic methods.
- Enables precise identification of when models know information but fail to use it correctly, improving trustworthiness of AI outputs.
- Use for detecting retrieval-augmented generation failures where models retrieve but do not properly read or use evidence.
- Use for probing language models offline with permutation-mixture evaluations to assess token-level confidence and reasoning consistency.
- Use for integrating with Thea Mini Reasoning API to perform unified question answering across multiple backend models efficiently.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
MIT
Permissive: commercial use, modification and redistribution are allowed with attribution.
Community files
- README: present
Watch-outs
- Owned by an individual account with only 2 contributors on GitHub; plan for bus-factor risk.
General guidance from repository metadata, not legal advice. How we score
From the README
LLM reliability research from Hassana Labs.
Three tools, one goal: catch models that know but don't use.
Ask Claude to count the r's in "strawberry." It writes "s-t-r-a-w-b-e-r-r-y," identifies each r, gets to 3. Then outputs "2."
The model didn't lack information. The answer was right there—in text it generated moments earlier. The computation worked. The routing failed.
This toolkit detects those failures mathematically.
How: Scrub the cited evidence, measure confidence change. No change? The model was confabulating.
Lightweight client for the Thea Mini Reasoning API.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
161-2
Open issues
15+3
Compared with peers in Backend
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| Repository | Stars | +7d | Health | Last release |
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| anthropics/skills | 187.8K | +2.9K | 15 | — |
| DuarteSantos8/openGym | 19.7K | +2.4K | 60 | 2 days ago |
| shiyu-coder/Kronos | 47.0K | +2.3K | 16 | — |
| NationalSecurityAgency/ghidra | 98.2K | +2.3K | 64 | 14 days ago |
| microsoft/VibeVoice | 56.0K | +1.1K | 29 | — |
| leochlon/hallbayes | 1.7K | — | 6 | — |
| Category median | 56.0K | +2.3K | 29 | — |
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