Benchmark Decision Forge
SkillSkill
guessing which model works — let your claw decide
About
It's 9pm. You just swapped to that new quant variant everyone's hyping on Reddit. You ask your claw to do the same task it nailed yesterday. Complete gibberish. You try a different prompt. Still wrong. You close the laptop — was it the 4-bit quantization? The benchmark mismatch? You have no idea.
Install Benchmark Decision Forge and tell your claw "Help me pick the right model for image classification." It walks through your actual use case, compares benchmarks on identical tasks, checks quant settings against your real workflow, and gives you a evidence-backed recommendation in seconds.
What you get:
- benchmark_forge.py — Core CLI that runs side-by-side model comparisons
- config.yaml — Default settings for quantization, tasks, and model pools
- quant_tester.py — Tests different quantization levels against your actual workload
- benchmark_parser.py — Converts raw benchmark results into comparison reports
- preference_store.json — Stores your model preferences and use case history
- report_generator.py — Creates clean markdown/HTML comparison reports
- regressor_check.py — Catches performance drops when you swap models
- README.md — Setup and quick-start guide
Core Capabilities
- Compare models on identical tasks so you're not comparing apples to oranges
- Test quant settings against your actual use case, not just theory
- Generate side-by-side benchmarks in seconds instead of hours
- Recommend the best model for your specific workflow with real evidence
- Remember your preferences so future model swaps get smarter
- Catch regressions before they happen when you change models
- Turn messy benchmark data into clean comparison reports
- Give you next steps you can actually act on, not just theory
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Version History
This skill is actively maintained.
April 18, 2026
Automated deploy
One-time purchase
$14
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Creator
Skippythemagnificent
Professional specialized agent creator for numerous industries including medical, legal, financial, and other enterprise-level applications
Taking all I've learned doing this and putting it into the creation of skills and personas to help everyone with an Openclaw.
View creator profile →Details
- Type
- Skill
- Category
- Other
- Price
- $14
- Version
- 1
- License
- One-time purchase
Works With
Works with OpenClaw, Claude Projects, Custom GPTs, Cursor and other instruction-friendly AI tools.