Comparison
caveman vs qa_metrics
Verdict
Pick caveman when caveman is primarily JavaScript; qa_metrics is Python; pick qa_metrics when qa_metrics is primarily Python; caveman is JavaScript.
Markdown twin · caveman alternatives · qa_metrics alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | caveman | qa_metrics |
|---|---|---|
| Maintenance | Active (7d since push) As of 4d · github_public_v1 | Slowing (361d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of 4d · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 4d · osv@v1 | No lockfile (source not queried) As of today · 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
- caveman
- Reduce token usage with concise 'caveman'-style prompts.
- qa_metrics
- An easy python package to run quick basic QA evaluations. This package includes standardized QA evaluation metrics and semantic evaluation metrics: Black-box and Open-Source large language model promp
Stars
- caveman
- 88k
- qa_metrics
- 61
Forks
- caveman
- 5.1k
- qa_metrics
- 6
Open issues
- caveman
- 392
- qa_metrics
- 0
Language
- caveman
- JavaScript
- qa_metrics
- Python
Adopt for
- caveman
- The **caveman** tool is designed for developers and AI users who aim to optimize their token usage through the generation of more concise prompts, thereby potentially reducing costs and improving efficiency. However, it犺
- qa_metrics
- -
Persona
- caveman
- -
- qa_metrics
- -
Runtime
- caveman
- -
- qa_metrics
- -
License
- caveman
- MIT
- qa_metrics
- MIT
Last pushed
- caveman
- Jul 3, 2026
- qa_metrics
- Jul 18, 2025
Categories
- caveman
- Developer Tools, LLM Frameworks
- qa_metrics
- Developer Tools, LLM Frameworks, Model Training
Trust and health
Maintenance
- caveman
- Active (82%)
- qa_metrics
- Slowing (36%)
Days since push
- caveman
- 7d
- qa_metrics
- 361d
Open issues (now)
- caveman
- 392
- qa_metrics
- 0
Full report
- caveman
- Trust report
- qa_metrics
- Trust report
Choose caveman if…
- caveman is primarily JavaScript; qa_metrics is Python.
- Tags unique to caveman: ai, anthropic, caveman, claude code.
- When you need to significantly cut down on token usage in AI interactions, up to 65%, without losing essential information content.
When NOT to use caveman
- When requiring complex and detailed prompts that necessitate more nuanced expression beyond simple, 'caveman'-style sentences.
- For situations where adherence to formal or specific linguistic structures is mandatory for the task's success.
Choose qa_metrics if…
- qa_metrics is primarily Python; caveman is JavaScript.
- Tags unique to qa_metrics: exact-matching, llm, llm-evaluation, llm-evaluation-framework.
- Also covers Model Training.
When NOT to use qa_metrics
- Last GitHub push was 361 days ago (slowing maintenance, Jul 18, 2025). Validate activity before betting a new project on qa_metrics.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (JuliusBrussee/caveman) · observed Jul 11, 2026
- GitHub forks (JuliusBrussee/caveman) · observed Jul 11, 2026
- Last push (JuliusBrussee/caveman) · observed Jul 3, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (zli12321/qa_metrics) · observed Jul 15, 2026
- GitHub forks (zli12321/qa_metrics) · observed Jul 15, 2026
- Last push (zli12321/qa_metrics) · observed Jul 18, 2025
- License file (MIT) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: caveman 88k · qa_metrics 61 (synced Jul 11, 2026).
Common questions
- What is the difference between caveman and qa_metrics?
- caveman: Reduce token usage with concise 'caveman'-style prompts.. qa_metrics: An easy python package to run quick basic QA evaluations. This package includes standardized QA evaluation metrics and semantic evaluation metrics: Black-box and Open-Source large language model promp. See the comparison table for live GitHub stats and shared categories.
- When should I choose caveman over qa_metrics?
- Choose caveman over qa_metrics when caveman is primarily JavaScript; qa_metrics is Python; Tags unique to caveman: ai, anthropic, caveman, claude code; When you need to significantly cut down on token usage in AI interactions, up to 65%, without losing essential information content.
- When should I choose qa_metrics over caveman?
- Choose qa_metrics over caveman when qa_metrics is primarily Python; caveman is JavaScript; Tags unique to qa_metrics: exact-matching, llm, llm-evaluation, llm-evaluation-framework; Also covers Model Training.
- When should I avoid caveman?
- When requiring complex and detailed prompts that necessitate more nuanced expression beyond simple, 'caveman'-style sentences. For situations where adherence to formal or specific linguistic structures is mandatory for the task's success.
- When should I avoid qa_metrics?
- Last GitHub push was 361 days ago (slowing maintenance, Jul 18, 2025). Validate activity before betting a new project on qa_metrics. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is caveman or qa_metrics more popular on GitHub?
- caveman has more GitHub stars (87,950 vs 61). Stars measure visibility, not whether either tool fits your constraints.
- Are caveman and qa_metrics open source?
- Yes - both are open-source projects on GitHub (caveman: MIT, qa_metrics: MIT).
- Where can I find alternatives to caveman or qa_metrics?
- GraphCanon lists graph-backed alternatives at caveman alternatives and qa_metrics alternatives (caveman markdown twin, qa_metrics 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, caveman or qa_metrics?
- caveman: Active. qa_metrics: Slowing. 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 caveman and qa_metrics?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: caveman trust report; qa_metrics trust report.