hsmodel
Train and serialize allowlisted hscredit models, run AutoTuner, inspect losses, calibrate probabilities, and generate model explanation tables.
Skill by hengshu-credit
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/hengshu-credit-hsmodel
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: documents, spreadsheets, productivity
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/hsmodel
What's inside
- Skill name
hsmodel- Description
- Train and serialize allowlisted hscredit models, run AutoTuner, inspect losses, calibrate probabilities, and generate model explanation tables. Use when the task is model lifecycle work rather than a complete Excel report.
- License
- MIT
- Instructions
- 9 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Files (7)
- .gitkeep
- SKILL.md
- openai.yaml · agents/
- operations.md · references/
- runtime.json
- request.schema.json · schemas/
- run.py · scripts/
SKILL.md (first lines)
# HSCredit 模型 登记操作:`model_fit`、`model_predict`、`model_evaluate`、`compare_models`、`model_tune`、`model_calibrate`、`model_explain`、`component_create`、`loss_info`。 `model_fit` 使用 `parameters.model` 和 `model_params` 选择当前公开模型;训练数据来自 `inputs.data`,目标字段由 `target` 指定。`model_tune` 使用 `AutoTuner.create`,需要 `n_trials`,缺少 Optuna 时使用隔离 `tune` extra。`model_calibrate` 和 `model_explain` 使用 `inputs.model` 的可信制品或同进程对象。 模型制品只在用户明确确认来源后用 `trusted=true` 载入。大表结果保存为 Excel,模型和 tuner 保存为 hscredit artifact。
From hengshu-credit/hscredit, MIT.
More from hengshu-credit/hscredit
- 0.649score
hsreport
hengshu-credit
Generate complete hscredit Excel deliverables for feature analysis, trained-model evaluation, or rule-strategy iteration.
SkillAFreshness: A★ 21Claude Code +9 - 0.649score
hsbin
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Use hscredit to bin credit-risk variables, calculate bin statistics and efficiency, compare methods, fit reusable one- or two-dimensional binners, and render…
SkillAFreshness: A★ 21Claude Code +9 - 0.644score
hscredit
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Inspect the currently implemented hscredit Agent Skills and route a request to the correct domain Skill.
SkillAFreshness: A★ 21Claude Code +9 - 0.641score
hsexcel
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Export hscredit DataFrames and named tables to styled Excel workbooks with the current ExcelWriter and dataframe2excel contracts.
SkillAFreshness: A★ 21Claude Code +9 - 0.641score
hsrule
hengshu-credit
Build and evaluate hscredit Rule expressions and RuleFlow objects, then generate rule, ruleset, and rule swap analysis tables.
SkillAFreshness: A★ 21Claude Code +9 - 0.641score
hsselect
hengshu-credit
Fit an allowlisted hscredit feature selector, transform a dataset, and export selected features plus the selector's Chinese report.
SkillAFreshness: A★ 21Claude Code +9 - 0.641score
hsviz
hengshu-credit
Render allowlisted hscredit model, score, strategy, drift, tree, and binning visualizations to PNG or SVG.
SkillAFreshness: A★ 21Claude Code +9
Signals
- Stars
- 21
- Forks
- 6
- Open issues
- 2
- Last commit (this folder)
- Oct 20, 2026 (9 days ago)
- Last release
- Oct 9, 2026 (20 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/hengshu-credit/hscredit
- Website
- hscredit.hengshucredit.com
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from hengshu-credit
- 0.649score
hsbin
hengshu-credit
Use hscredit to bin credit-risk variables, calculate bin statistics and efficiency, compare methods, fit reusable one- or two-dimensional binners, and render…
SkillAFreshness: A★ 21Claude Code +9 - 0.649score
hsreport
hengshu-credit
Generate complete hscredit Excel deliverables for feature analysis, trained-model evaluation, or rule-strategy iteration.
SkillAFreshness: A★ 21Claude Code +9 - 0.644score
hscredit
hengshu-credit
Inspect the currently implemented hscredit Agent Skills and route a request to the correct domain Skill.
SkillAFreshness: A★ 21Claude Code +9 - 0.641score
hsexcel
hengshu-credit
Export hscredit DataFrames and named tables to styled Excel workbooks with the current ExcelWriter and dataframe2excel contracts.
SkillAFreshness: A★ 21Claude Code +9 - 0.641score
hsrule
hengshu-credit
Build and evaluate hscredit Rule expressions and RuleFlow objects, then generate rule, ruleset, and rule swap analysis tables.
SkillAFreshness: A★ 21Claude Code +9 - 0.641score
hsselect
hengshu-credit
Fit an allowlisted hscredit feature selector, transform a dataset, and export selected features plus the selector's Chinese report.
SkillAFreshness: A★ 21Claude Code +9
Cite this page
hsmodel skill. Agent Mart. https://agentmart.dev/skills/hengshu-credit-hsmodel (last updated 2026-10-24)