Comparison
bigcode-evaluation-harness vs DevEval
Verdict
Pick bigcode-evaluation-harness if bigcode-evaluation-harness is tailored towards evaluating autoregressive code generation models via Python and Docker containers for secure and reproducible execution environments; pick DevEval if devEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Markdown twin · bigcode-evaluation-harness alternatives · DevEval alternatives
GraphCanon updated Oct 8, 2026
5views this month
vs
Trust & integrity
| Signal | bigcode-evaluation-harness | DevEval |
|---|---|---|
| Maintenance | Dormant (440d since push) As of Oct 6, 2026 · github_public_v1 | Dormant (860d since push) As of Oct 8, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Oct 6, 2026 · github_public_v1 | Not a fork · Organization account As of Oct 8, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 11, 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
- bigcode-evaluation-harness
- A framework for evaluating autoregressive code generation language models.
- DevEval
- A Comprehensive Benchmark for Software Development
Stars
- bigcode-evaluation-harness
- 1.1k
- DevEval
- 138
Forks
- bigcode-evaluation-harness
- 262
- DevEval
- 13
Open issues
- bigcode-evaluation-harness
- 99
- DevEval
- 0
Language
- bigcode-evaluation-harness
- Python
- DevEval
- Python
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.
- DevEval
- DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Persona
- bigcode-evaluation-harness
- -
- DevEval
- -
Runtime
- bigcode-evaluation-harness
- -
- DevEval
- -
License
- bigcode-evaluation-harness
- bigcode-evaluation-harness is distributed under the Apache-2.0 license.
- DevEval
- Apache-2.0
Last pushed
- bigcode-evaluation-harness
- Jul 22, 2025
- DevEval
- May 30, 2024
Categories
- bigcode-evaluation-harness
- Evaluation & Observability
- DevEval
- Evaluation & Observability
Trust and health
Days since push
- bigcode-evaluation-harness
- 440d
- DevEval
- 860d
Open issues (now)
- bigcode-evaluation-harness
- 99
- DevEval
- 0
Stars delta
- bigcode-evaluation-harness
- +4 (30d)
- DevEval
- 0 (30d)
Open issues delta
- bigcode-evaluation-harness
- +3 (30d)
- DevEval
- 0 (30d)
OSV dependency advisories
- bigcode-evaluation-harness
- Published findings
- DevEval
- No lockfile (source not queried)
Full report
- bigcode-evaluation-harness
- Trust report
- DevEval
- Trust report
Choose bigcode-evaluation-harness if…
- 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.
- 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 DevEval if…
- Tags unique to DevEval: benchmark, docker-supported, software-development.
- Choose DevEval when you require comprehensive benchmarking specifically for software development using Python.
- Leaner open-issue backlog (0).
When NOT to use DevEval
- Avoid DevEval if your software projects heavily rely on languages other than Python.
- Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences.
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 Oct 6, 2026
- GitHub forks (bigcode-project/bigcode-evaluation-harness) · observed Oct 6, 2026
- Last push (bigcode-project/bigcode-evaluation-harness) · observed Jul 22, 2025
- License file (Apache-2.0) · observed Oct 6, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (open-compass/DevEval) · observed Oct 8, 2026
- GitHub forks (open-compass/DevEval) · observed Oct 8, 2026
- Last push (open-compass/DevEval) · observed May 30, 2024
- License file (Apache-2.0) · observed Oct 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: bigcode-evaluation-harness 1.1k · DevEval 138 (synced Oct 6, 2026).
Common questions
- What is the difference between bigcode-evaluation-harness and DevEval?
- bigcode-evaluation-harness: A framework for evaluating autoregressive code generation language models.. DevEval: A Comprehensive Benchmark for Software Development. See the comparison table for live GitHub stats and shared categories.
- When should I choose bigcode-evaluation-harness over DevEval?
- Choose bigcode-evaluation-harness over DevEval when 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; 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 DevEval over bigcode-evaluation-harness?
- Choose DevEval over bigcode-evaluation-harness when Tags unique to DevEval: benchmark, docker-supported, software-development; Choose DevEval when you require comprehensive benchmarking specifically for software development using Python; Leaner open-issue backlog (0).
- 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 DevEval?
- Avoid DevEval if your software projects heavily rely on languages other than Python. Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences.
- Is bigcode-evaluation-harness or DevEval more popular on GitHub?
- bigcode-evaluation-harness has more GitHub stars (1,062 vs 138). Stars measure visibility, not whether either tool fits your constraints.
- Are bigcode-evaluation-harness and DevEval open source?
- Yes - both are open-source projects on GitHub (bigcode-evaluation-harness: Apache-2.0, DevEval: Apache-2.0).
- Where can I find alternatives to bigcode-evaluation-harness or DevEval?
- GraphCanon lists graph-backed alternatives at bigcode-evaluation-harness alternatives and DevEval alternatives (bigcode-evaluation-harness markdown twin, DevEval 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 DevEval?
- bigcode-evaluation-harness: Dormant. DevEval: Dormant. 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 DevEval?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: bigcode-evaluation-harness trust report; DevEval trust report.