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evolution-toolkit

Use this skill when you need portable agent self-improvement tooling: capture session handoffs, measure reasoning style, scan guidance for contradictions, log predictions, optimize playbooks, run Socratic questioning, or analyze cross-session coherence.

作者: admin | 来源: ClawHub
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ClawHub
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V 1.0.0
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evolution-toolkit

# Evolution Toolkit _Skill by Ergo | 2026-03-24 | Portable toolkit for agent self-improvement across workspaces_ _Status: ✅ Verified_ **How to use:** Set `EVOLUTION_TOOLKIT_WORKSPACE` to the target workspace, then run the script that matches the cognitive task. Load `protocols/session-continuity.md` or `protocols/thinking-partner.md` when the task is about handoffs or problem framing. ## Triggers Use this skill when the request is about any of these: - Session end, handoff, continuity, preserving context between runs - "How am I reasoning?" or "compare these sessions/documents" - Contradictions, drift, conflicting instructions, stale guidance - Prediction logging, confidence calibration, decision audits - Improving a prompt/playbook through repeated eval loops - Switching into Socratic questioning instead of direct advice - Cross-session consistency, identity drift, recurring themes ## Workspace Export a writable workspace before running any script that writes state: ```bash export EVOLUTION_TOOLKIT_WORKSPACE=/path/to/workspace ``` Expected layout: - `memory/` - `memory/imprints/` for session imprints - `memory/research/` for coherence reports - `CURRENT.md` if you want session-imprint context - `memory/prediction-log.md` if you want prediction logging ## Scripts `scripts/session-imprint.js` - Interactive session-end handoff. - Use `--read`, `--list`, or `--diff` to inspect existing imprints. `scripts/cognitive-fingerprint.js` - Measures reasoning style across 14 dimensions. - Useful for one file, today's log, all imprints, or historical comparisons. `scripts/contradiction-scanner.js` - Scans guidance files in the workspace for conflicting directives, stale references, and drift. `scripts/predict.js` - Logs predictions and audits calibration. - Requires `memory/prediction-log.md` with `## Log` and `## Calibration` sections. `scripts/skill-optimizer.js` - Runs an iterative generate -> evaluate -> improve loop for a configurable playbook. - Requires a config file; see `config.example.json`. `scripts/socratic-mode.js` - Classifies a problem into thinking phase and outputs friction-injecting questions. `scripts/session-coherence.js` - Analyzes daily logs for persistent themes, energy, and drift. - Writes a report to `memory/research/` by default. ## Quick Commands ```bash node scripts/session-imprint.js node scripts/cognitive-fingerprint.js --daily node scripts/contradiction-scanner.js --verbose node scripts/predict.js add node scripts/socratic-mode.js "Should I launch now or keep polishing?" node scripts/session-coherence.js --days 14 --portrait node scripts/skill-optimizer.js --config ./config.json --skill customer-support --iterations 3 ``` ## Protocols Read these only when relevant: - `protocols/session-continuity.md`: how to end and resume sessions cleanly - `protocols/thinking-partner.md`: how to add useful friction instead of reflexive answers ## Notes - Write-capable scripts exit early with a clear warning if the target workspace is not writable. - `skill-optimizer.js` is intentionally config-driven so the package stays product-neutral. - The toolkit does not ship credentials. API keys must come from env vars or your own workspace secrets.

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skill ai

通过对话安装

该技能支持在以下平台通过对话安装:

OpenClaw WorkBuddy QClaw Kimi Claude

方式一:安装 SkillHub 和技能

帮我安装 SkillHub 和 evolution-toolkit-1776061743 技能

方式二:设置 SkillHub 为优先技能安装源

设置 SkillHub 为我的优先技能安装源,然后帮我安装 evolution-toolkit-1776061743 技能

通过命令行安装

skillhub install evolution-toolkit-1776061743

下载 Zip 包

⬇ 下载 evolution-toolkit v1.0.0

文件大小: 43.96 KB | 发布时间: 2026-4-14 13:00

v1.0.0 最新 2026-4-14 13:00
v1.0 — 7 tools for AI agent self-improvement: session imprints, cognitive fingerprinting, contradiction scanning, prediction calibration, Socratic thinking partner, session coherence.

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