Open Source
wobbly
Metamorphic testing for AI outputs — find wrong LLM answers without an answer key
Our verdict
We have not reviewed wobbly yet
No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.
From the listing
About wobbly
Metamorphic testing for AI outputs. It finds wrong LLM answers without an answer key by checking consistency across related inputs. Written in Python.
Best for
Developers testing LLM outputs without labeled data or answer keys
Use cases
- Detect inconsistent LLM responses across paraphrased prompts
- Validate AI outputs when no ground truth labels exist
- Test model behavior under input transformations
Notes
6 stars on GitHub. Last updated 2026-10-03. Licensed MIT.
Pros
- No answer key or labeled data required
- Catches subtle logical inconsistencies
- Open source with a simple Python interface
Cons
- Very low community adoption (6 stars)
- Limited documentation and examples
- Python only, no language bindings
Key facts
What we have checked
- Days since the last commit
- 8
- GitHub forks
- 0
- GitHub stars
- 6
- Open issues
- 0
- Releases in the last 90 days
- 0
Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.
Stars and usage
How wobbly is growing
6 to 6
Health and security
Is wobbly looked after, and what do its setup files show
Health score
50 out of 100
| Part | Points | What we saw |
|---|---|---|
| Recent activity | 30 of 30 | Last push 8 days ago |
| Releases | 0 of 15 | 0 releases in 90 days |
| Issue replies | Not counted | The latest check has no issue response reading (fewer than 3 measured issues, or issues switched off) |
| Maintainer | 0 of 15 | Owned by a single user |
| Official source | Not counted | MCP servers only |
Sources
Where this comes from
- GitHubRegistry
A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.
Changelog
What changed
No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.
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