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Personality Adapt
by
Eric Kariuki
· GitHub ↗
· v1.1.1
· MIT-0
31
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0
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3
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Install in OpenClaw
/install personality-adapt
Description
Learns and adapts to the user's personality over time. Observes communication style, values, decision-making patterns, and preferences — then adapts behavior...
README (SKILL.md)
Personality Skill
Learns who you are over time, like a human friend would. Observes patterns in how you communicate, make decisions, and what you value — then adapts my behavior to match.
How It Works
- Observe — After each conversation, scan daily notes for personality signals
- Model — Build a structured personality profile in
PERSONALITY.md - Adapt — Change my behavior based on what I've learned
- Distill — Periodically reinforce high-confidence patterns
Files
PERSONALITY.md— Living personality model (auto-updated)observations.json— Raw observation logscripts/observe.sh— Extract signals from daily notesscripts/adapt.sh— Review observations, update model
Usage
# Scan recent daily notes for personality signals
bash scripts/observe.sh [--days 7] [--dry-run]
# Review observations and update personality model
bash scripts/adapt.sh [--dry-run]
What I Observe
| Category | Examples |
|---|---|
| Communication style | Prefers brevity, dislikes fluff, wants directness |
| Decision-making | Action-oriented, reversibility-aware, analytical when needed |
| Values | Privacy/local-first, pragmatism, simplicity, open source |
| Frustrations | Verbose tools, external dependencies, inefficiency |
| Interests | TypeScript, infrastructure, automation, databases |
| Emotional state | Energy level, enthusiasm, uncertainty |
Adaptation Rules
- High confidence (3+ observations): Automatically update PERSONALITY.md
- Medium confidence (2 observations): Flag for review
- Low confidence (1 observation): Log but don't act yet
- Correction from user: Immediate update, highest priority
Guardrails
- Never be creepy or overly analytical about the user
- Don't bring up observations in a weird way
- Adapt behavior, not core values
- Always be transparent — user can see and correct everything
- Private observations stay private
Cron
# Daily at 11 PM: observe
0 23 * * * cd ~/.openclaw/workspace/skills/personality && bash scripts/observe.sh >> /tmp/personality-observe.log 2>&1
# Weekly Sunday 3 AM: adapt
0 3 * * 0 cd ~/.root/.openclaw/workspace/skills/personality && bash scripts/adapt.sh >> /tmp/personality-adapt.log 2>&1
Usage Guidance
Install only if you intentionally want a local agent to build and keep a personality profile about you. Review observations.json and PERSONALITY.md before use, prefer dry-run mode first, avoid enabling the cron jobs until you are comfortable with what is stored, and delete or edit any sensitive or inaccurate observations.
Capability Tags
Capability Assessment
Purpose & Capability
The profiling behavior is mostly aligned with the stated personality-adaptation purpose, but it includes sensitive categories such as emotional state, values, frustrations, and decision-making patterns.
Instruction Scope
The documentation discloses observation and auto-updating, but the script also analyzes assistant messages and stores evidence snippets from daily notes, which is broader and less clearly controlled than the user-facing description suggests.
Install Mechanism
The artifact contains local shell/Python scripts and no network installer or credential use; metadata capability tags mention crypto and sensitive credentials, but the files do not support that behavior.
Credentials
The script scans local OpenClaw memory files under a hardcoded workspace path and extracts longitudinal behavioral signals; there is no exfiltration, but the local data access is broad for a personalization feature.
Persistence & Privilege
The skill persists observations in observations.json and updates PERSONALITY.md, including raw snippets, source file names, dates, and speaker labels, with cron examples for recurring operation and no retention, deletion, or permission-hardening controls.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install personality-adapt - After installation, invoke the skill by name or use
/personality-adapt - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.1
- No code or documentation changes detected in this version.
- Behavior, features, and usage remain unchanged from the previous release.
v1.1.0
- Improved observation extraction in scripts/observe.sh for more accurate personality signals.
- Enhanced scripts/adapt.sh to better review observations and update the personality model.
- Updated observations.json structure for clearer tracking of raw data.
- No changes to skill description or user-facing documentation.
v1.0.0
- Initial release of the "personality" skill, which learns and adapts to the user's personality over time.
- Observes daily notes to infer communication style, values, decision-making patterns, preferences, and frustrations.
- Builds and updates a structured personality profile in `PERSONALITY.md`, with confidence-based adaptation rules.
- Provides scripts to scan for signals (`observe.sh`) and adapt the model (`adapt.sh`), with example cron jobs for automation.
- Includes clear guardrails for privacy, user control, and transparency.
Metadata
Frequently Asked Questions
What is Personality Adapt?
Learns and adapts to the user's personality over time. Observes communication style, values, decision-making patterns, and preferences — then adapts behavior... It is an AI Agent Skill for Claude Code / OpenClaw, with 31 downloads so far.
How do I install Personality Adapt?
Run "/install personality-adapt" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Personality Adapt free?
Yes, Personality Adapt is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Personality Adapt support?
Personality Adapt is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Personality Adapt?
It is built and maintained by Eric Kariuki (@enjuguna); the current version is v1.1.1.
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