Individual skill
optim-agent
Use when the user wants to optimize configurable system parameters against a measurable scalar objective, especially for model training, inference, quantitative strategies, reinforcement learning, scientific workflows, or other expensive black-box evaluations where reading the project can improve trial selection.
SKILL.md
Source commit 39e5f94b5e19d041a9175407ac0ea41c101d100e
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 4, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 798
- Repository last updated
- Aug 14, 2026
- License
- MIT
Observed agent integration: claude-code
- agent-skills Repository topic
- claude-code Repository topic
- codex-cli Repository topic
- hyperparameter-optimization Repository topic
- machine-learning Repository topic
- skill Repository topic
- ai-agents Repository topic
- automl Repository topic
- developer-tools Repository topic
- optimization Repository topic
- research Derived category
- education Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
.agents/plugins/marketplace.jsonasset · 374 bytes.claude-plugin/marketplace.jsonasset · 438 bytes.github/ISSUE_TEMPLATE/bug_report.mddoc · 279 bytes.github/ISSUE_TEMPLATE/feature_request.mddoc · 193 bytes.github/dependabot.ymlasset · 269 bytes.github/pull_request_template.mddoc · 199 bytes.github/workflows/ci.ymlasset · 1,202 bytes.github/workflows/docs.ymlasset · 710 bytes.gitignoreasset · 746 bytes.pre-commit-config.yamlasset · 262 bytesCHANGELOG.mddoc · 1,719 bytesCITATION.cffasset · 630 bytesCODE_OF_CONDUCT.mddoc · 1,013 bytesCONTRIBUTING.mddoc · 1,631 bytesLICENSEasset · 1,079 bytesREADME.mddoc · 24,776 bytesROADMAP.mddoc · 1,500 bytesSECURITY.mddoc · 1,319 bytesSKILL.mdcore · 5,088 bytesSKILL.mdcore · 5,088 bytesSKILL.mdcore · 5,088 bytesSKILL.mdcore · 5,088 bytesSKILL.mdcore · 5,088 bytesSKILL.mdcore · 5,088 bytesbenchmarks/README.mddoc · 3,789 bytesbenchmarks/manifest.jsonasset · 2,125 bytesdocs/assets/cifar10_curves_GPT-5.5-medium-no-context_s0.jsonasset · 10,787 bytesdocs/assets/cifar10_curves_GPT-5.5-medium-no-context_s1.jsonasset · 10,726 bytesdocs/assets/cifar10_curves_GPT-5.5-medium-no-context_s2.jsonasset · 10,652 bytesdocs/assets/cifar10_curves_GPT-5.5-medium-no-context_s3.jsonasset · 10,785 bytesdocs/assets/cifar10_curves_GPT-5.5-medium-no-context_s4.jsonasset · 10,919 bytesdocs/assets/cifar10_curves_GPT-5.5-medium_s0.jsonasset · 10,094 bytesdocs/assets/cifar10_curves_GPT-5.5-medium_s1.jsonasset · 10,018 bytesdocs/assets/cifar10_curves_GPT-5.5-medium_s2.jsonasset · 10,061 bytesdocs/assets/cifar10_curves_GPT-5.5-medium_s3.jsonasset · 10,098 bytesdocs/assets/cifar10_curves_GPT-5.5-medium_s4.jsonasset · 10,005 bytesdocs/assets/cifar10_curves_Random_s0.jsonasset · 11,022 bytesdocs/assets/cifar10_curves_Random_s1.jsonasset · 11,017 bytesdocs/assets/cifar10_curves_Random_s2.jsonasset · 11,077 bytesdocs/assets/cifar10_curves_Random_s3.jsonasset · 10,965 bytesdocs/assets/cifar10_curves_Random_s4.jsonasset · 11,124 bytesdocs/assets/cifar10_curves_TPE_s0.jsonasset · 10,965 bytesdocs/assets/cifar10_curves_TPE_s1.jsonasset · 11,082 bytesdocs/assets/cifar10_curves_TPE_s2.jsonasset · 11,082 bytesdocs/assets/cifar10_curves_TPE_s3.jsonasset · 10,939 bytesdocs/assets/cifar10_curves_TPE_s4.jsonasset · 11,097 bytesdocs/assets/classification_benchmarks.pngasset · 104,836 bytesdocs/assets/credit_card.pngasset · 95,446 bytesdocs/assets/credit_default_GP-BO_s0.jsonasset · 7,115 bytesdocs/assets/credit_default_GP-BO_s1.jsonasset · 7,117 bytesdocs/assets/credit_default_GP-BO_s2.jsonasset · 7,104 bytesdocs/assets/credit_default_GP-BO_s3.jsonasset · 7,093 bytesdocs/assets/credit_default_GP-BO_s4.jsonasset · 7,098 bytesdocs/assets/credit_default_GPT-5.5-no-context_s0.jsonasset · 6,161 bytesdocs/assets/credit_default_GPT-5.5-no-context_s1.jsonasset · 6,211 bytesdocs/assets/credit_default_GPT-5.5-no-context_s2.jsonasset · 6,280 bytesdocs/assets/credit_default_GPT-5.5-no-context_s3.jsonasset · 6,075 bytesdocs/assets/credit_default_GPT-5.5-no-context_s4.jsonasset · 6,167 bytesdocs/assets/credit_default_GPT-5.5_s0.jsonasset · 6,700 bytesdocs/assets/credit_default_GPT-5.5_s1.jsonasset · 6,768 bytesdocs/assets/credit_default_GPT-5.5_s2.jsonasset · 6,772 bytesdocs/assets/credit_default_GPT-5.5_s3.jsonasset · 6,655 bytesdocs/assets/credit_default_GPT-5.5_s4.jsonasset · 6,724 bytesdocs/assets/credit_default_Random_s0.jsonasset · 6,862 bytesdocs/assets/credit_default_Random_s1.jsonasset · 6,863 bytesdocs/assets/credit_default_Random_s2.jsonasset · 6,862 bytesdocs/assets/credit_default_Random_s3.jsonasset · 6,881 bytesdocs/assets/credit_default_Random_s4.jsonasset · 6,859 bytesdocs/assets/credit_default_TPE_s0.jsonasset · 6,868 bytesdocs/assets/credit_default_TPE_s1.jsonasset · 6,889 bytesdocs/assets/credit_default_TPE_s2.jsonasset · 6,871 bytesdocs/assets/credit_default_TPE_s3.jsonasset · 6,865 bytesdocs/assets/credit_default_TPE_s4.jsonasset · 6,847 bytesdocs/assets/hard_benchmarks_free.pngasset · 130,006 bytesdocs/assets/hard_benchmarks_tier.pngasset · 152,272 bytesdocs/assets/hard_curves_Big-pickle_s0.jsonasset · 2,468 bytesdocs/assets/hard_curves_Big-pickle_s1.jsonasset · 2,495 bytesdocs/assets/hard_curves_Big-pickle_s2.jsonasset · 2,440 bytesdocs/assets/hard_curves_Big-pickle_s3.jsonasset · 2,454 bytesdocs/assets/hard_curves_Big-pickle_s4.jsonasset · 2,504 bytesdocs/assets/hard_curves_DeepSeek-V4-Flash_s0.jsonasset · 2,470 bytesdocs/assets/hard_curves_DeepSeek-V4-Flash_s1.jsonasset · 2,504 bytesdocs/assets/hard_curves_DeepSeek-V4-Flash_s2.jsonasset · 2,547 bytesdocs/assets/hard_curves_DeepSeek-V4-Flash_s3.jsonasset · 2,478 bytesdocs/assets/hard_curves_DeepSeek-V4-Flash_s4.jsonasset · 2,520 bytesdocs/assets/hard_curves_GLM-5.2_s0.jsonasset · 2,465 bytesdocs/assets/hard_curves_GLM-5.2_s1.jsonasset · 2,488 bytesdocs/assets/hard_curves_GLM-5.2_s2.jsonasset · 2,462 bytesdocs/assets/hard_curves_GLM-5.2_s3.jsonasset · 2,537 bytesdocs/assets/hard_curves_GLM-5.2_s4.jsonasset · 2,496 bytesdocs/assets/hard_curves_GP-BO_s0.jsonasset · 2,868 bytesdocs/assets/hard_curves_GP-BO_s1.jsonasset · 2,909 bytesdocs/assets/hard_curves_GP-BO_s2.jsonasset · 2,891 bytesdocs/assets/hard_curves_GP-BO_s3.jsonasset · 2,890 bytesdocs/assets/hard_curves_GP-BO_s4.jsonasset · 2,891 bytesdocs/assets/hard_curves_GPT-5.5_s0.jsonasset · 2,579 bytesdocs/assets/hard_curves_GPT-5.5_s1.jsonasset · 2,564 bytesdocs/assets/hard_curves_GPT-5.5_s2.jsonasset · 2,505 bytesdocs/assets/hard_curves_GPT-5.5_s3.jsonasset · 2,509 bytesdocs/assets/hard_curves_GPT-5.5_s4.jsonasset · 2,534 bytesdocs/assets/hard_curves_Kimi-K3_s0.jsonasset · 2,508 bytesdocs/assets/hard_curves_Kimi-K3_s1.jsonasset · 2,516 bytesdocs/assets/hard_curves_Kimi-K3_s2.jsonasset · 2,443 bytesdocs/assets/hard_curves_Kimi-K3_s3.jsonasset · 2,511 bytesdocs/assets/hard_curves_Kimi-K3_s4.jsonasset · 2,545 bytesdocs/assets/hard_curves_MiMo-v2.5_s0.jsonasset · 2,472 bytesdocs/assets/hard_curves_MiMo-v2.5_s1.jsonasset · 2,494 bytesdocs/assets/hard_curves_MiMo-v2.5_s2.jsonasset · 2,457 bytesdocs/assets/hard_curves_MiMo-v2.5_s3.jsonasset · 2,470 bytesdocs/assets/hard_curves_MiMo-v2.5_s4.jsonasset · 2,513 bytesdocs/assets/hard_curves_Minimax-M3_s0.jsonasset · 2,482 bytesdocs/assets/hard_curves_Minimax-M3_s1.jsonasset · 2,485 bytesdocs/assets/hard_curves_Minimax-M3_s2.jsonasset · 2,447 bytesdocs/assets/hard_curves_Minimax-M3_s3.jsonasset · 2,503 bytesdocs/assets/hard_curves_Minimax-M3_s4.jsonasset · 2,496 bytesdocs/assets/hard_curves_Nemotron-3-Ultra_s0.jsonasset · 2,481 bytesdocs/assets/hard_curves_Nemotron-3-Ultra_s1.jsonasset · 2,507 bytesdocs/assets/hard_curves_Nemotron-3-Ultra_s2.jsonasset · 2,552 bytesdocs/assets/hard_curves_Nemotron-3-Ultra_s3.jsonasset · 2,523 bytesdocs/assets/hard_curves_Nemotron-3-Ultra_s4.jsonasset · 2,530 bytesdocs/assets/hard_curves_Opus-4.8_s0.jsonasset · 2,524 bytesdocs/assets/hard_curves_Opus-4.8_s1.jsonasset · 2,587 bytesdocs/assets/hard_curves_Opus-4.8_s2.jsonasset · 2,521 bytesdocs/assets/hard_curves_Opus-4.8_s3.jsonasset · 2,530 bytesdocs/assets/hard_curves_Opus-4.8_s4.jsonasset · 2,492 bytesdocs/assets/hard_curves_Random_s0.jsonasset · 3,125 bytesdocs/assets/hard_curves_Random_s1.jsonasset · 3,145 bytesdocs/assets/hard_curves_Random_s2.jsonasset · 3,121 bytesdocs/assets/hard_curves_Random_s3.jsonasset · 3,123 bytesdocs/assets/hard_curves_Random_s4.jsonasset · 3,135 bytesdocs/assets/hard_curves_Sonnet-5_s0.jsonasset · 2,470 bytesdocs/assets/hard_curves_Sonnet-5_s1.jsonasset · 2,505 bytesdocs/assets/hard_curves_Sonnet-5_s2.jsonasset · 2,444 bytesdocs/assets/hard_curves_Sonnet-5_s3.jsonasset · 2,459 bytesdocs/assets/hard_curves_Sonnet-5_s4.jsonasset · 2,489 bytesdocs/assets/hard_curves_TPE_s0.jsonasset · 3,133 bytesdocs/assets/hard_curves_TPE_s1.jsonasset · 3,120 bytesdocs/assets/hard_curves_TPE_s2.jsonasset · 3,133 bytesdocs/assets/hard_curves_TPE_s3.jsonasset · 3,135 bytesdocs/assets/hard_curves_TPE_s4.jsonasset · 3,117 bytesdocs/assets/lunarlander_landing.jsonasset · 1,386 bytesdocs/assets/lunarlander_policy.gifasset · 473,780 bytesdocs/assets/mnist_curves_GPT-5.5-medium-no-context_s0.jsonasset · 11,048 bytesdocs/assets/mnist_curves_GPT-5.5-medium-no-context_s1.jsonasset · 11,110 bytesdocs/assets/mnist_curves_GPT-5.5-medium-no-context_s2.jsonasset · 11,001 bytesdocs/assets/mnist_curves_GPT-5.5-medium-no-context_s3.jsonasset · 10,925 bytesdocs/assets/mnist_curves_GPT-5.5-medium-no-context_s4.jsonasset · 11,047 bytesdocs/assets/mnist_curves_GPT-5.5-medium_s0.jsonasset · 10,229 bytesdocs/assets/mnist_curves_GPT-5.5-medium_s1.jsonasset · 10,286 bytesdocs/assets/mnist_curves_GPT-5.5-medium_s2.jsonasset · 10,248 bytesdocs/assets/mnist_curves_GPT-5.5-medium_s3.jsonasset · 10,291 bytesdocs/assets/mnist_curves_GPT-5.5-medium_s4.jsonasset · 10,242 bytesdocs/assets/mnist_curves_Random_s0.jsonasset · 11,255 bytesdocs/assets/mnist_curves_Random_s1.jsonasset · 11,351 bytesdocs/assets/mnist_curves_Random_s2.jsonasset · 11,372 bytesdocs/assets/mnist_curves_Random_s3.jsonasset · 11,302 bytesdocs/assets/mnist_curves_Random_s4.jsonasset · 11,245 bytesdocs/assets/mnist_curves_TPE_s0.jsonasset · 11,262 bytesdocs/assets/mnist_curves_TPE_s1.jsonasset · 11,300 bytesdocs/assets/mnist_curves_TPE_s2.jsonasset · 11,199 bytesdocs/assets/mnist_curves_TPE_s3.jsonasset · 11,316 bytesdocs/assets/mnist_curves_TPE_s4.jsonasset · 11,296 bytesdocs/assets/optim-agent-logo-dark.svgasset · 4,584 bytesdocs/assets/optim-agent-logo-light.svgasset · 4,584 bytesdocs/assets/optim-agent-mark.svgasset · 633 bytesdocs/assets/optim-agent-overview.pngasset · 92,724 bytesdocs/assets/optimization_trajectory.gifasset · 505,540 bytesdocs/assets/rl_control.pngasset · 79,694 bytesdocs/assets/rl_control_GPT-5.5-no-context_s0.jsonasset · 5,012 bytesdocs/assets/rl_control_GPT-5.5-no-context_s1.jsonasset · 5,117 bytesdocs/assets/rl_control_GPT-5.5-no-context_s2.jsonasset · 4,963 bytesdocs/assets/rl_control_GPT-5.5-no-context_s3.jsonasset · 5,032 bytesdocs/assets/rl_control_GPT-5.5-no-context_s4.jsonasset · 4,996 bytesdocs/assets/rl_control_GPT-5.5_s0.jsonasset · 7,022 bytesdocs/assets/rl_control_GPT-5.5_s1.jsonasset · 7,108 bytesdocs/assets/rl_control_GPT-5.5_s2.jsonasset · 7,067 bytesdocs/assets/rl_control_GPT-5.5_s3.jsonasset · 7,072 bytesdocs/assets/rl_control_GPT-5.5_s4.jsonasset · 7,117 bytesdocs/assets/rl_control_Random_s0.jsonasset · 5,868 bytesdocs/assets/rl_control_Random_s1.jsonasset · 5,886 bytesdocs/assets/rl_control_Random_s2.jsonasset · 5,866 bytesdocs/assets/rl_control_Random_s3.jsonasset · 5,897 bytesdocs/assets/rl_control_Random_s4.jsonasset · 5,880 bytesdocs/assets/rl_control_TPE_s0.jsonasset · 5,876 bytesdocs/assets/rl_control_TPE_s1.jsonasset · 5,868 bytesdocs/assets/rl_control_TPE_s2.jsonasset · 5,876 bytesdocs/assets/rl_control_TPE_s3.jsonasset · 5,891 bytesdocs/assets/rl_control_TPE_s4.jsonasset · 5,886 bytesdocs/assets/social-preview.pngasset · 95,808 bytesdocs/i18n/README_DE.mddoc · 22,867 bytesdocs/i18n/README_ES.mddoc · 22,985 bytesdocs/i18n/README_FR.mddoc · 23,457 bytesdocs/i18n/README_JA.mddoc · 24,116 bytesdocs/i18n/README_KO.mddoc · 23,063 bytesdocs/i18n/README_PT.mddoc · 22,716 bytesdocs/i18n/README_RU.mddoc · 27,737 bytesdocs/i18n/README_ZH.mddoc · 21,315 bytesdocs/index.htmlasset · 38,030 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging-retry/ABORTED_RUN_MANIFEST.40b13e0d.jsonasset · 5,050 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging-retry/EXECUTION_MANIFEST.jsonasset · 5,199 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging-retry/WORKER_BLOCKED.TASK-001.jsonasset · 520 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging-retry/WORKER_BLOCKED.TASK-001.reporting.pyruns · 4,324 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging-retry2/EXECUTION_MANIFEST.jsonasset · 5,712 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging-retry3/EXECUTION_MANIFEST.jsonasset · 6,401 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging-retry4/EXECUTION_MANIFEST.jsonasset · 6,031 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging/PLAN_v1.mddoc · 9,845 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging/PLAN_v1_reviewer_comments.mddoc · 3,106 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging/PLAN_v2.mddoc · 12,722 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging/PLAN_v2_reviewer_comments.mddoc · 2,873 bytesdocs/optim-plans/2026-07-27-summary-agent-and-table-logging/PLAN_v3.mddoc · 14,877 bytesdocs/privacy.htmlasset · 2,802 bytesdocs/superpowers/plans/2026-07-13-paper-novelty-framing.mddoc · 10,805 bytesdocs/superpowers/plans/2026-07-14-claude-codex-plugin-wrappers.mddoc · 7,916 bytesdocs/superpowers/plans/2026-07-14-credit-benchmark-single-config.mddoc · 5,979 bytesdocs/superpowers/plans/2026-07-14-lunarlander-gif-provenance.mddoc · 6,100 bytesdocs/superpowers/plans/2026-07-14-paper-overview-diagram.mddoc · 5,083 bytesdocs/superpowers/plans/2026-07-14-skill-hub-distribution.mddoc · 4,759 bytesdocs/superpowers/specs/2026-07-13-paper-novelty-framing-design.mddoc · 5,333 bytesdocs/superpowers/specs/2026-07-13-rl-control-benchmark-design.mddoc · 3,137 bytesdocs/superpowers/specs/2026-07-14-claude-codex-plugin-wrappers-design.mddoc · 2,731 bytesdocs/superpowers/specs/2026-07-14-credit-benchmark-single-config-design.mddoc · 1,210 bytesdocs/superpowers/specs/2026-07-14-lunarlander-gif-provenance-design.mddoc · 3,114 bytesdocs/superpowers/specs/2026-07-14-paper-overview-diagram-design.mddoc · 4,060 bytesdocs/superpowers/specs/2026-07-14-skill-hub-distribution-design.mddoc · 2,261 bytesdocs/superpowers/specs/2026-07-21-conclusion-expansion-design.mddoc · 2,074 bytesexamples/cifar10.pyruns · 26,114 bytesexamples/credit_card.pyruns · 30,950 bytesexamples/hard_functions.pyruns · 15,390 bytesexamples/inference_tuning.pyruns · 4,620 bytesexamples/mnist.pyruns · 26,387 bytesexamples/quickstart.pyruns · 2,120 bytesexamples/rl_control.pyruns · 33,478 bytesexamples/sklearn_tuning.pyruns · 3,416 bytesoptim_agent/__init__.pyruns · 370 bytesoptim_agent/agent.pyruns · 2,921 bytesoptim_agent/pruners.pyruns · 3,446 bytesoptim_agent/reporting.pyruns · 4,939 bytesoptim_agent/samplers.pyruns · 14,341 bytesoptim_agent/space.pyruns · 3,044 bytesoptim_agent/study.pyruns · 17,212 bytesoptim_agent/summarizer.pyruns · 5,819 bytespaper/main.pdfasset · 504,903 bytespyproject.tomlasset · 1,611 bytesscripts/check_public_readiness.pyruns · 6,835 bytesscripts/render_classification_benchmarks.pyruns · 7,619 bytesscripts/render_credit_paper_figure.pyruns · 2,419 bytesscripts/render_trajectory.pyruns · 6,993 bytesscripts/run_gpbo_credit.pyruns · 5,117 bytesscripts/run_gpbo_hard_functions.pyruns · 2,632 bytesscripts/verify_classification_cumulative_error.pyruns · 7,501 bytestests/test_lunarlander_animation.pyruns · 728 bytestests/test_metric_terminology.pyruns · 1,945 bytestests/test_optim_agent.pyruns · 76,933 bytestests/test_plugin_manifests.pyruns · 2,476 bytestests/test_public_readiness.pyruns · 7,723 bytestests/test_reporting.pyruns · 7,211 bytestutorials/README.mddoc · 741 bytestutorials/quickstart.ipynbruns · 7,835 bytes
Read excerpt
# optim-agent
Act as the sampler inside any coding-agent session: Claude Code, Codex,
OpenCode/OpenClaw, or another agent that can read project files and run shell
commands. Read the project to understand parameter meaning and interactions,
propose one configuration, run the real evaluator, and record the result
through optim-agent's ask/tell API. Let the measured objective, not the agent's
intuition, decide what works.
## Load the workflow
Use this file as the operating guide for the active coding agent. In Codex, it
can be installed directly from GitHub: