Comparison
brain-in-the-fish vs auto-evaluator
Verdict
Pick brain-in-the-fish when brain-in-the-fish is primarily Rust; auto-evaluator is TypeScript; pick auto-evaluator when auto-evaluator is primarily TypeScript; brain-in-the-fish is Rust.
Markdown twin · brain-in-the-fish alternatives · auto-evaluator alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | brain-in-the-fish | auto-evaluator |
|---|---|---|
| Maintenance | Slowing (125d since push) As of 1w · github_public_v1 | Archived (408d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- brain-in-the-fish
- Score any document. Prove every claim.
- auto-evaluator
- auto-evaluator
Stars
- brain-in-the-fish
- 83
- auto-evaluator
- 783
Forks
- brain-in-the-fish
- 15
- auto-evaluator
- 102
Open issues
- brain-in-the-fish
- 0
- auto-evaluator
- 21
Language
- brain-in-the-fish
- Rust
- auto-evaluator
- TypeScript
Adopt for
- brain-in-the-fish
- brain-in-the-fish is an ontology-based document evaluation tool that verifies claims using RDF, OWL, SPARQL, and supports anti-hallucination.
- auto-evaluator
- -
Persona
- brain-in-the-fish
- -
- auto-evaluator
- -
Runtime
- brain-in-the-fish
- -
- auto-evaluator
- -
License
- brain-in-the-fish
- MIT
- auto-evaluator
- Other
Last pushed
- brain-in-the-fish
- Apr 5, 2026
- auto-evaluator
- Jun 26, 2025
Categories
- brain-in-the-fish
- Evaluation & Observability, Model Training
- auto-evaluator
- Evaluation & Observability
Trust and health
Maintenance
- brain-in-the-fish
- Slowing (36%)
- auto-evaluator
- Archived (8%)
Days since push
- brain-in-the-fish
- 125d
- auto-evaluator
- 408d
Archived on GitHub
- brain-in-the-fish
- No
- auto-evaluator
- Yes
Open issues (now)
- brain-in-the-fish
- 0
- auto-evaluator
- 21
Owner type
- brain-in-the-fish
- User
- auto-evaluator
- Organization
Full report
- brain-in-the-fish
- Trust report
- auto-evaluator
- Trust report
Choose brain-in-the-fish if…
- brain-in-the-fish is primarily Rust; auto-evaluator is TypeScript.
- License: brain-in-the-fish is MIT, auto-evaluator is Other.
- Tags unique to brain-in-the-fish: ai, anti-hallucination, audit-trail, document-evaluation.
- Also covers Model Training.
- brain-in-the-fish ships Docker support for self-hosted deployment.
- Need Rust-based tools for document scoring and claim verification with strong focus on audit trails
When NOT to use brain-in-the-fish
- Do not use when your evaluation needs are simpler or require a different programming language than Rust
- Avoid if you do not need support for complex features such as RDF, OWL, and SPARQL integrations
Choose auto-evaluator if…
- auto-evaluator is primarily TypeScript; brain-in-the-fish is Rust.
- License: auto-evaluator is Other, brain-in-the-fish is MIT.
- Tags unique to auto-evaluator: auto-evaluation, railway, typescript, vercel.
- Use auto-evaluator when you are working with TypeScript and need an integrated solution for evaluating AI models
When NOT to use auto-evaluator
- Avoid using auto-evaluator if you require a multi-language support environment, as it focuses solely on TypeScript
- Do not use this tool if your project's hosting requirements do not align with using Vercel or Railway
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (fabio-rovai/brain-in-the-fish) · observed Aug 8, 2026
- GitHub forks (fabio-rovai/brain-in-the-fish) · observed Aug 8, 2026
- Last push (fabio-rovai/brain-in-the-fish) · observed Apr 5, 2026
- License file (MIT) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (langchain-ai/auto-evaluator) · observed Aug 8, 2026
- GitHub forks (langchain-ai/auto-evaluator) · observed Aug 8, 2026
- Last push (langchain-ai/auto-evaluator) · observed Jun 26, 2025
- License file (Other) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: brain-in-the-fish 83 · auto-evaluator 783 (synced Aug 8, 2026).
Common questions
- What is the difference between brain-in-the-fish and auto-evaluator?
- brain-in-the-fish: Score any document. Prove every claim.. auto-evaluator: auto-evaluator. See the comparison table for live GitHub stats and shared categories.
- When should I choose brain-in-the-fish over auto-evaluator?
- Choose brain-in-the-fish over auto-evaluator when brain-in-the-fish is primarily Rust; auto-evaluator is TypeScript; License: brain-in-the-fish is MIT, auto-evaluator is Other; Tags unique to brain-in-the-fish: ai, anti-hallucination, audit-trail, document-evaluation; Also covers Model Training; brain-in-the-fish ships Docker support for self-hosted deployment; Need Rust-based tools for document scoring and claim verification with strong focus on audit trails.
- When should I choose auto-evaluator over brain-in-the-fish?
- Choose auto-evaluator over brain-in-the-fish when auto-evaluator is primarily TypeScript; brain-in-the-fish is Rust; License: auto-evaluator is Other, brain-in-the-fish is MIT; Tags unique to auto-evaluator: auto-evaluation, railway, typescript, vercel; Use auto-evaluator when you are working with TypeScript and need an integrated solution for evaluating AI models.
- When should I avoid brain-in-the-fish?
- Do not use when your evaluation needs are simpler or require a different programming language than Rust Avoid if you do not need support for complex features such as RDF, OWL, and SPARQL integrations
- When should I avoid auto-evaluator?
- Avoid using auto-evaluator if you require a multi-language support environment, as it focuses solely on TypeScript Do not use this tool if your project's hosting requirements do not align with using Vercel or Railway
- Is brain-in-the-fish or auto-evaluator more popular on GitHub?
- auto-evaluator has more GitHub stars (783 vs 83). Stars measure visibility, not whether either tool fits your constraints.
- Are brain-in-the-fish and auto-evaluator open source?
- Yes - both are open-source projects on GitHub (brain-in-the-fish: MIT, auto-evaluator: Other).
- Where can I find alternatives to brain-in-the-fish or auto-evaluator?
- GraphCanon lists graph-backed alternatives at brain-in-the-fish alternatives and auto-evaluator alternatives (brain-in-the-fish markdown twin, auto-evaluator markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, brain-in-the-fish or auto-evaluator?
- brain-in-the-fish: Slowing. auto-evaluator: Archived. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for brain-in-the-fish and auto-evaluator?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: brain-in-the-fish trust report; auto-evaluator trust report.