Comparison
bigcode-evaluation-harness vs auto-evaluator
Verdict
Pick bigcode-evaluation-harness when bigcode-evaluation-harness is primarily Python; auto-evaluator is TypeScript; pick auto-evaluator when auto-evaluator is primarily TypeScript; bigcode-evaluation-harness is Python.
Markdown twin · bigcode-evaluation-harness alternatives · auto-evaluator alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | bigcode-evaluation-harness | auto-evaluator |
|---|---|---|
| Maintenance | Dormant (378d since push) As of 2w · github_public_v1 | Archived (408d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | Published findings 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
- bigcode-evaluation-harness
- A framework for evaluating autoregressive code generation language models.
- auto-evaluator
- auto-evaluator
Stars
- bigcode-evaluation-harness
- 1.1k
- auto-evaluator
- 783
Forks
- bigcode-evaluation-harness
- 261
- auto-evaluator
- 102
Open issues
- bigcode-evaluation-harness
- 96
- auto-evaluator
- 21
Language
- bigcode-evaluation-harness
- Python
- auto-evaluator
- TypeScript
Adopt for
- bigcode-evaluation-harness
- bigcode-evaluation-harness is tailored towards evaluating autoregressive code generation models via Python and Docker containers for secure and reproducible execution environments.
- auto-evaluator
- -
Persona
- bigcode-evaluation-harness
- -
- auto-evaluator
- -
Runtime
- bigcode-evaluation-harness
- -
- auto-evaluator
- -
License
- bigcode-evaluation-harness
- bigcode-evaluation-harness is distributed under the Apache-2.0 license.
- auto-evaluator
- Other
Last pushed
- bigcode-evaluation-harness
- Jul 22, 2025
- auto-evaluator
- Jun 26, 2025
Categories
- bigcode-evaluation-harness
- Evaluation & Observability
- auto-evaluator
- Evaluation & Observability
Trust and health
Maintenance
- bigcode-evaluation-harness
- Dormant (18%)
- auto-evaluator
- Archived (8%)
Days since push
- bigcode-evaluation-harness
- 378d
- auto-evaluator
- 408d
Archived on GitHub
- bigcode-evaluation-harness
- No
- auto-evaluator
- Yes
Open issues (now)
- bigcode-evaluation-harness
- 96
- auto-evaluator
- 21
OSV dependency advisories
- bigcode-evaluation-harness
- Published findings
- auto-evaluator
- No lockfile (source not queried)
Full report
- bigcode-evaluation-harness
- Trust report
- auto-evaluator
- Trust report
Choose bigcode-evaluation-harness if…
- bigcode-evaluation-harness is primarily Python; auto-evaluator is TypeScript.
- License: bigcode-evaluation-harness is Apache-2.0, auto-evaluator is Other.
- Requirements: Users must have Docker installed to leverage the isolated execution environments for model output evaluation..
- Tags unique to bigcode-evaluation-harness: autoregressive models, code generation, docker, python.
- bigcode-evaluation-harness ships Docker support for self-hosted deployment.
- When you need to isolate the evaluation environment from your local development setup, ensuring that no external variables affect the outcomes of model performance assessments.
When NOT to use bigcode-evaluation-harness
- When you require real-time evaluation without the overhead of generating outputs locally and then evaluating them within isolated environments via Docker.
- If your model's evaluation process does not necessitate autoregressive setup or the security features provided by Docker, using bigcode-evaluation-harness might introduce unnecessary complexity.
Choose auto-evaluator if…
- auto-evaluator is primarily TypeScript; bigcode-evaluation-harness is Python.
- License: auto-evaluator is Other, bigcode-evaluation-harness is Apache-2.0.
- 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 (bigcode-project/bigcode-evaluation-harness) · observed Aug 5, 2026
- GitHub forks (bigcode-project/bigcode-evaluation-harness) · observed Aug 5, 2026
- Last push (bigcode-project/bigcode-evaluation-harness) · observed Jul 22, 2025
- License file (Apache-2.0) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 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: bigcode-evaluation-harness 1.1k · auto-evaluator 783 (synced Aug 5, 2026).
Common questions
- What is the difference between bigcode-evaluation-harness and auto-evaluator?
- bigcode-evaluation-harness: A framework for evaluating autoregressive code generation language models.. auto-evaluator: auto-evaluator. See the comparison table for live GitHub stats and shared categories.
- When should I choose bigcode-evaluation-harness over auto-evaluator?
- Choose bigcode-evaluation-harness over auto-evaluator when bigcode-evaluation-harness is primarily Python; auto-evaluator is TypeScript; License: bigcode-evaluation-harness is Apache-2.0, auto-evaluator is Other; Requirements: Users must have Docker installed to leverage the isolated execution environments for model output evaluation.; Tags unique to bigcode-evaluation-harness: autoregressive models, code generation, docker, python; bigcode-evaluation-harness ships Docker support for self-hosted deployment; When you need to isolate the evaluation environment from your local development setup, ensuring that no external variables affect the outcomes of model performance assessments.
- When should I choose auto-evaluator over bigcode-evaluation-harness?
- Choose auto-evaluator over bigcode-evaluation-harness when auto-evaluator is primarily TypeScript; bigcode-evaluation-harness is Python; License: auto-evaluator is Other, bigcode-evaluation-harness is Apache-2.0; 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 bigcode-evaluation-harness?
- When you require real-time evaluation without the overhead of generating outputs locally and then evaluating them within isolated environments via Docker. If your model's evaluation process does not necessitate autoregressive setup or the security features provided by Docker, using bigcode-evaluation-harness might introduce unnecessary complexity.
- 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 bigcode-evaluation-harness or auto-evaluator more popular on GitHub?
- bigcode-evaluation-harness has more GitHub stars (1,055 vs 783). Stars measure visibility, not whether either tool fits your constraints.
- Are bigcode-evaluation-harness and auto-evaluator open source?
- Yes - both are open-source projects on GitHub (bigcode-evaluation-harness: Apache-2.0, auto-evaluator: Other).
- Where can I find alternatives to bigcode-evaluation-harness or auto-evaluator?
- GraphCanon lists graph-backed alternatives at bigcode-evaluation-harness alternatives and auto-evaluator alternatives (bigcode-evaluation-harness 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, bigcode-evaluation-harness or auto-evaluator?
- bigcode-evaluation-harness: Dormant. 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 bigcode-evaluation-harness and auto-evaluator?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: bigcode-evaluation-harness trust report; auto-evaluator trust report.