Comparison
awesome-evals vs brain-in-the-fish
Verdict
Pick awesome-evals if curated resources for AI agent evaluation with BenchFlow backing its maintenance; pick brain-in-the-fish if brain-in-the-fish is an ontology-based document evaluation tool that verifies claims using RDF, OWL, SPARQL, and supports anti-hallucination.
Markdown twin · awesome-evals alternatives · brain-in-the-fish alternatives
GraphCanon updated Sep 20, 2026
9views this month
vs
Trust & integrity
| Signal | awesome-evals | brain-in-the-fish |
|---|---|---|
| Maintenance | Very active (4d since push) As of Sep 20, 2026 · github_public_v1 | Active (28d since push) As of Sep 9, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 | Not a fork · Personal account As of Sep 9, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 2026 · 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
- awesome-evals
- A curated library of resources for building and evaluating AI agents
- brain-in-the-fish
- Score any document. Prove every claim.
Stars
- awesome-evals
- 900
- brain-in-the-fish
- 87
Forks
- awesome-evals
- 104
- brain-in-the-fish
- 15
Open issues
- awesome-evals
- 34
- brain-in-the-fish
- 0
Language
- awesome-evals
- -
- brain-in-the-fish
- Rust
Adopt for
- awesome-evals
- Curated resources for AI agent evaluation with BenchFlow backing its maintenance
- 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.
Persona
- awesome-evals
- -
- brain-in-the-fish
- -
Runtime
- awesome-evals
- -
- brain-in-the-fish
- -
License
- awesome-evals
- Other
- brain-in-the-fish
- MIT
Last pushed
- awesome-evals
- Sep 15, 2026
- brain-in-the-fish
- Aug 11, 2026
Categories
- awesome-evals
- AI Agents, Evaluation & Observability
- brain-in-the-fish
- Evaluation & Observability, Model Training
Trust and health
Maintenance
- awesome-evals
- Very active (96%)
- brain-in-the-fish
- Active (82%)
Days since push
- awesome-evals
- 4d
- brain-in-the-fish
- 28d
Open issues (now)
- awesome-evals
- 34
- brain-in-the-fish
- 0
Stars delta
- awesome-evals
- +139 (30d)
- brain-in-the-fish
- +4 (30d)
Open issues delta
- awesome-evals
- +13 (30d)
- brain-in-the-fish
- 0 (30d)
Owner type
- awesome-evals
- Organization
- brain-in-the-fish
- User
Full report
- awesome-evals
- Trust report
- brain-in-the-fish
- Trust report
Choose awesome-evals if…
- License: awesome-evals is Other, brain-in-the-fish is MIT.
- Tags unique to awesome-evals: agent-evaluation, ai-agents, awesome-list, benchmarks.
- Also covers AI Agents.
- Need diverse resources encompassing papers, blogs, talks, tools, and benchmarks specifically curated for AI agent evaluation
When NOT to use awesome-evals
- Require real-time interactive support or direct tool integrations not covered by a static resource list
- Seeking proprietary tools from specific vendors rather than open resources and community content
Choose brain-in-the-fish if…
- License: brain-in-the-fish is MIT, awesome-evals 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
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (benchflow-ai/awesome-evals) · observed Sep 20, 2026
- GitHub forks (benchflow-ai/awesome-evals) · observed Sep 20, 2026
- Last push (benchflow-ai/awesome-evals) · observed Sep 15, 2026
- License file (Other) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (fabio-rovai/brain-in-the-fish) · observed Sep 20, 2026
- GitHub forks (fabio-rovai/brain-in-the-fish) · observed Sep 20, 2026
- Last push (fabio-rovai/brain-in-the-fish) · observed Aug 11, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: awesome-evals 900 · brain-in-the-fish 87 (synced Sep 20, 2026).
Common questions
- What is the difference between awesome-evals and brain-in-the-fish?
- awesome-evals: A curated library of resources for building and evaluating AI agents. brain-in-the-fish: Score any document. Prove every claim.. See the comparison table for live GitHub stats and shared categories.
- When should I choose awesome-evals over brain-in-the-fish?
- Choose awesome-evals over brain-in-the-fish when License: awesome-evals is Other, brain-in-the-fish is MIT; Tags unique to awesome-evals: agent-evaluation, ai-agents, awesome-list, benchmarks; Also covers AI Agents; Need diverse resources encompassing papers, blogs, talks, tools, and benchmarks specifically curated for AI agent evaluation.
- When should I choose brain-in-the-fish over awesome-evals?
- Choose brain-in-the-fish over awesome-evals when License: brain-in-the-fish is MIT, awesome-evals 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 avoid awesome-evals?
- Require real-time interactive support or direct tool integrations not covered by a static resource list Seeking proprietary tools from specific vendors rather than open resources and community content
- 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
- Is awesome-evals or brain-in-the-fish more popular on GitHub?
- awesome-evals has more GitHub stars (900 vs 87). Stars measure visibility, not whether either tool fits your constraints.
- Are awesome-evals and brain-in-the-fish open source?
- Yes - both are open-source projects on GitHub (awesome-evals: Other, brain-in-the-fish: MIT).
- Where can I find alternatives to awesome-evals or brain-in-the-fish?
- GraphCanon lists graph-backed alternatives at awesome-evals alternatives and brain-in-the-fish alternatives (awesome-evals markdown twin, brain-in-the-fish 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, awesome-evals or brain-in-the-fish?
- awesome-evals: Very active. brain-in-the-fish: Active. 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 awesome-evals and brain-in-the-fish?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: awesome-evals trust report; brain-in-the-fish trust report.