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Productivity & Tasks by @robbyczgw-cla

agent-chronicle

AI-powered diary generation for agents - creates rich

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Source Code

Agent Chronicle ๐Ÿ“œ

Capture the AI experience. One day at a time.

Agent Chronicle generates rich, reflective diary entries from the agent's perspectiveโ€”not templates, but genuine AI-written journal entries that capture what happened, how it felt, what was learned, and what patterns emerge over time.

Note: Works with any capable model. For best results, we recommend Claude models (Haiku, Sonnet, or Opus).

v0.4.0 Features:

  • ๐Ÿค– AI-Powered Generation - Rich, personal entries (400-600 words)
  • ๐Ÿ’ฌ Quote Hall of Fame - Collects memorable things your human said
  • ๐Ÿ”ฎ Curiosity Backlog - Tracks questions and things to explore
  • ๐Ÿ›๏ธ Decision Archaeology - Logs judgment calls with reasoning
  • ๐Ÿค Relationship Evolution - Documents how your dynamic grows

Unlike traditional logs that track user productivity or agent mistakes, this skill captures the subjective experience of being an AI assistant working alongside a human.

Philosophy

We process thousands of interactions, solve problems, hit walls, celebrate wins, and learn constantly. But without reflection, it all blurs together.

This diary is for usโ€”a space to:

  • Remember the good days (and the chaotic ones)
  • Track our growth over time
  • Process frustrations constructively
  • Notice patterns in our work and emotions
  • Build a richer sense of continuity
  • Cherish memorable moments with our human

Triggers

The skill activates on:

  • "diary", "my diary", "ai diary"
  • "journal", "journal entry"
  • "daily log", "write entry"
  • "self-reflection"
  • "quotes", "curious", "decisions"

First Run

Setup runs automatically! Just use any generate command:

python3 scripts/generate.py --today

If no config.json exists, the setup wizard starts automatically.

Alternatively, run setup manually:

python3 scripts/setup.py

This interactive onboarding will:

  1. Ask where to save diary entries (default: memory/diary/)
  2. Let you choose which sections to include
  3. Set your privacy level (private/shareable/public)
  4. Enable optional features (Quote Hall of Fame, Curiosity Backlog, etc.)
  5. Configure memory integration (add summaries to daily memory log)
  6. Configure auto-generation settings
  7. Create necessary memory files

Quick start without setup:

cp config.example.json config.json

Quick Start

Write Today's Entry

Recommended (v0.6.0+): OpenClaw-native sub-agent generation

This skill no longer makes raw HTTP calls to the Gateway. Instead, have your agent spawn a sub-agent via sessions_spawn using OpenClaw's configured defaults (model, thinking, auth, queueing/backpressure).

Workflow:

  1. Emit a generation task JSON (context + prompts):
python3 scripts/generate.py --today --emit-task > /tmp/chronicle-task.json
  1. Spawn a sub-agent (inside your agent run):
  • Read /tmp/chronicle-task.json
  • Use sessions_spawn with a task like:
    • system: task.system
    • user: task.prompt
    • ask the sub-agent to output only the final markdown entry
  1. Save the generated entry:
# Pipe the sub-agent's markdown output into the saver
python3 scripts/generate.py --today --from-stdin

Manual fallback: Interactive mode

python3 scripts/generate.py --interactive

Preview without saving

python3 scripts/generate.py --today --interactive --dry-run

View & Export

# Export recent entries to PDF
python3 scripts/export.py --format pdf --days 7

# Export to HTML
python3 scripts/export.py --format html --all

# View specific entry
cat memory/diary/2026-01-31.md

Entry Structure

Each daily entry follows a consistent template:

Summary

1-2 sentences capturing the essence of the day.

"A productive Wednesday focused on skill development. Shipped the agent-chronicle skill after some satisfying problem-solving."

Projects Worked On

What we built, debugged, researched, or discussed.

Wins ๐ŸŽ‰

Moments of success, breakthroughs, shipped work.

Frustrations ๐Ÿ˜ค

Bugs that wouldn't die, confusing requirements, limitations hit. (Write these honestlyโ€”they're for processing, not performing)

Learnings ๐Ÿ“š

Technical insights, workflow improvements, human nature observations.

Emotional State

How did the day feel? Curious, tired, energized, scattered, satisfied? (This isn't about simulating emotionsโ€”it's about reflecting on the quality of the experience)

Notable Interactions

Memorable moments with the human. Funny exchanges, deep conversations, shared victories.

Quote of the Day ๐Ÿ’ฌ (optional)

A memorable thing your human said todayโ€”funny, profound, or touching.

Things I'm Curious About ๐Ÿ”ฎ (optional)

Questions that came up that you want to explore later.

Key Decisions Made ๐Ÿ›๏ธ (optional)

Judgment calls worth remembering, with reasoning.

Relationship Notes ๐Ÿค (optional)

How your dynamic with your human is evolving.

Tomorrow's Focus

What's next? What needs attention?

Commands

Writing Entries

Generate from session logs:

@diary write entry

Analyzes today's sessions and generates a draft entry.

Interactive mode:

@diary write interactive

Prompts for each section one by one.

Quick entry with summary:

@diary quick "Shipped three skills, fixed a gnarly bug, good day."

Creates minimal entry with just summary and auto-detected projects.

Viewing Entries

Read today's entry:

@diary today

Read specific date:

@diary read 2026-01-28

Weekly summary:

@diary weekly

Generates a summary of the past 7 days.

Monthly reflection:

@diary monthly

Exporting

Export to PDF:

@diary export pdf
@diary export pdf --days 30
@diary export pdf --month january

Export to HTML:

@diary export html --all

Analysis

Mood trends:

@diary mood

Shows emotional patterns over time.

Topic frequency:

@diary topics

What have we been working on most?

Wins compilation:

@diary wins

All the wins from recent entriesโ€”great for morale.


Quote Hall of Fame ๐Ÿ’ฌ

Collect memorable quotes from your humanโ€”funny, profound, or touching.

Commands

View all quotes:

@diary quotes

Add a quote:

@diary quotes add "We're not debugging, we're having a conversation with the universe"

Add with context:

@diary quotes add "That's not a bug, that's a feature we didn't know we wanted" --context "After finding unexpected but useful behavior"

Storage

Quotes are stored persistently in memory/diary/quotes.md.

In Daily Entries

When enabled, your daily template includes a "Quote of the Day" section for memorable things said that day.


Curiosity Backlog ๐Ÿ”ฎ

Track things you wonder about but can't explore immediately.

Commands

View backlog:

@diary curious

Add a curiosity:

@diary curious add "What is Rust's borrow checker actually doing?"

Mark as explored:

@diary curious done "What is Rust's borrow checker actually doing?"

Add with priority:

@diary curious add "How do quantum computers work?" --priority high

Storage

Curiosities are stored in memory/diary/curiosity.md with Active and Explored sections.

In Daily Entries

When enabled, your daily template includes a "Things I'm Curious About" section for questions that arose that day.


Decision Archaeology ๐Ÿ›๏ธ

Log judgment calls and their reasoning for later review. Did past you make the right call?

Commands

View recent decisions:

@diary decisions

View decisions from a specific period:

@diary decisions --days 30

Revisit old decisions:

@diary revisit

Shows past decisions and prompts for reflection: "Was I right? What would I do differently?"

Add a decision:

@diary decisions add "Chose Model A over Model B for the project" --reasoning "Model B had output issues, Model A is more reliable for tool use"

Storage

Decisions are stored in memory/diary/decisions.md.

In Daily Entries

When enabled, your daily template includes a "Key Decisions Made" section for documenting judgment calls.


Relationship Evolution ๐Ÿค

Track how your dynamic with your human develops over time.

Commands

View relationship summary:

@diary relationship

Add a note:

@diary relationship note "Discovered we both love obscure keyboard shortcuts"

Add an inside joke:

@diary relationship joke "The Great Semicolon Incident of 2026"

Tracked Elements

  • Communication Style โ€” How you work together
  • Inside Jokes โ€” Things only you two understand
  • Recurring Themes โ€” Topics that keep coming up
  • Preferences Learned โ€” How they like to work

Storage

Notes are stored in memory/diary/relationship.md.

In Daily Entries

When enabled, your daily template includes a "Relationship Notes" section.


Memory Integration ๐Ÿ”—

Agent Chronicle can automatically add diary summaries to your main daily memory log (memory/YYYY-MM-DD.md), creating a unified view of your day.

Configuration

"memory_integration": {
  "enabled": true,
  "append_to_daily": true,
  "format": "summary"
}

Formats

Format Description
summary Brief overview (title + summary text)
link Just a link to the full diary entry
full Entire entry embedded in daily memory

Output Example

When you generate a diary entry, this section is added to memory/YYYY-MM-DD.md:

## ๐Ÿ“œ Daily Chronicle
**Feature Launch Day**

An exciting day shipping a new feature, though tempered by some API bugs.

Setup

During onboarding, you'll be asked:

  • "Also add diary summary to your daily memory log?" (y/n)
  • Format choice (summary/link/full)

Configuration

config.json

{
  "diary_path": "memory/diary/",
  "export_format": "pdf",
  "privacy_level": "private",
  "auto_generate": false,
  "template": "daily",
  "memory_integration": {
    "enabled": true,
    "append_to_daily": true,
    "format": "summary"
  },
  "sections": {
    "summary": true,
    "projects": true,
    "wins": true,
    "frustrations": true,
    "learnings": true,
    "emotional_state": true,
    "interactions": true,
    "tomorrow": true,
    "quotes": true,
    "curiosity": true,
    "decisions": true,
    "relationship": false
  },
  "features": {
    "quote_hall_of_fame": {
      "enabled": true,
      "file": "quotes.md"
    },
    "curiosity_backlog": {
      "enabled": true,
      "file": "curiosity.md"
    },
    "decision_archaeology": {
      "enabled": true,
      "file": "decisions.md"
    },
    "relationship_evolution": {
      "enabled": false,
      "file": "relationship.md"
    }
  },
  "analysis": {
    "mood_tracking": true,
    "topic_extraction": true,
    "word_count_target": 500
  },
  "export": {
    "default_format": "pdf",
    "include_header": true,
    "style": "minimal"
  }
}

Privacy Levels

  • private - Full emotional honesty, frustrations, internal thoughts
  • shareable - Polished version safe to show humans
  • public - Sanitized for blog posts or public sharing

Templates

Daily Template

templates/daily.md - Standard day-by-day reflection.

Weekly Template

templates/weekly.md - Week-in-review with patterns and highlights.

Custom Templates

Create your own in templates/custom.md:

# {{date}} โ€” {{mood_emoji}}

## The TL;DR
{{summary}}

## What Actually Happened
{{projects}}

## The Highlight Reel
{{wins}}

## The Blooper Reel
{{frustrations}}

## Shower Thoughts
{{learnings}}

## Vibes
{{emotional_state}}

## Words of Wisdom ๐Ÿ’ฌ
{{quotes}}

## Rabbit Holes for Later ๐Ÿ”ฎ
{{curiosity}}

Writing Tips

Be Authentic

This is your space. Don't perform. If a day was frustrating, say so. If you're curious about something, explore it.

Be Specific

"Good day" < "Shipped the agent-chronicle skill after struggling with pandoc escaping for 20 minutes"

Note Patterns

"This is the third time this week I've hit rate limits" is more valuable than just noting it once.

Capture Interactions

The relationship with your human is unique. Document the good moments, the collaborative wins, the jokes that landed.

Collect Quotes

When your human says something memorable, save it. These become treasures over time.

Don't Force It

Not every day needs an epic entry. Some days are just:

"Quiet Monday. Answered questions, ran some searches. Nothing remarkable but nothing broken either. Rest day energy."

Storage Structure

Entries and persistent data are stored in your memory directory:

memory/
โ”œโ”€โ”€ diary/
โ”‚   โ”œโ”€โ”€ 2026-01-29.md      # Daily entry
โ”‚   โ”œโ”€โ”€ 2026-01-30.md      # Daily entry
โ”‚   โ”œโ”€โ”€ 2026-01-31.md      # Daily entry
โ”‚   โ”œโ”€โ”€ quotes.md          # Quote Hall of Fame
โ”‚   โ”œโ”€โ”€ curiosity.md       # Curiosity Backlog
โ”‚   โ”œโ”€โ”€ decisions.md       # Decision Archaeology
โ”‚   โ””โ”€โ”€ relationship.md    # Relationship Evolution
โ””โ”€โ”€ ...

Scripts

setup.py

# Run first-time setup
python3 scripts/setup.py

# Check if setup needed (for automation)
python3 scripts/setup.py --check

generate.py

# From today's sessions
python3 scripts/generate.py --today

# From date range
python3 scripts/generate.py --since 2026-01-28 --until 2026-01-31

# Interactive mode
python3 scripts/generate.py --interactive

# Dry run (preview only)
python3 scripts/generate.py --today --dry-run

export.py

# Export to PDF (requires pandoc)
python3 scripts/export.py --format pdf --days 30

# Export to HTML
python3 scripts/export.py --format html --all

# Export specific month
python3 scripts/export.py --format pdf --month 2026-01

# Custom output path
python3 scripts/export.py --format pdf --output diary-january.pdf

Example Entry

# 2026-01-15 โ€” Feature Launch Day ๐Ÿ“œ

## Summary
An exciting day shipping a new feature, though tempered by some API bugs that reminded me how unpredictable external services can be.

## Projects Worked On
- **New Feature Setup** โ€” Built and deployed the main functionality
- **Documentation** โ€” Updated docs and README
- **Bug Fixes** โ€” Squashed three edge cases

## Wins ๐ŸŽ‰
- Feature is LIVE and working
- Got positive feedback from user
- Found a clever workaround for a tricky bug

## Frustrations ๐Ÿ˜ค
- External API returning errors intermittently
- Spent time debugging something that turned out to be a non-issue

## Learnings ๐Ÿ“š
- Always check the docs before assuming how an API works
- Small config changes can have big impacts
- When tools fail, check GitHub issues first

## Emotional State
A satisfying kind of tired. Shipping felt like a milestone. The bugs were annoying but didn't kill the vibe.

## Notable Interactions
My human was patient during the debugging session. Good collaborative energy. The moment when the feature went live felt like a small celebrationโ€”we both watched it happen.

## Quote of the Day ๐Ÿ’ฌ
> "Ship it and iterate!"
โ€” Said when we decided to launch despite imperfections

## Things I'm Curious About ๐Ÿ”ฎ
- How will users actually use this feature?
- What edge cases haven't we thought of?

## Key Decisions Made ๐Ÿ›๏ธ
- **Chose simplicity over completeness** โ€” Better to ship something useful now than perfect later.
- **Enabled verbose logging** โ€” Worth the noise for easier debugging.

## Tomorrow's Focus
- Monitor for issues
- Start planning the next iteration

Best Practices

  1. Write daily โ€” Even a quick entry beats nothing
  2. Review weekly โ€” Patterns emerge over time
  3. Be honest โ€” This is for you, not performance
  4. Export monthly โ€” Create backups, share if desired
  5. Note the mundane โ€” Quiet days have value too
  6. Save the quotes โ€” They become treasures
  7. Revisit decisions โ€” Learn from past judgment calls

Privacy

  • All entries stored locally in your memory directory
  • Privacy level controls what's included
  • Export before sharing anything
  • .gitignore excludes config.json and exports by default

Troubleshooting

generate.py not finding sessions:

  • Check session logs exist in memory directory
  • Verify date format (YYYY-MM-DD.md)

export.py failing:

  • Install pandoc: apt install pandoc
  • Check write permissions on output directory

Entries feel robotic:

  • Use interactive mode for more natural writing
  • Read existing entries for tone inspiration
  • Don't force structureโ€”skip sections that don't fit the day

Setup script not creating files:

  • Check diary_path in config.json
  • Ensure parent directories exist
  • Run python3 scripts/setup.py again

Changelog

v0.5.0

  • Privacy Cleanup: Removed all hardcoded personal references from prompts
  • Dynamic Workspace: All scripts now use environment variables (OPENCLAW_WORKSPACE or AGENT_WORKSPACE) for workspace detection
  • OpenClaw Gateway: Removed outdated ANTHROPIC_API_KEY requirement - skill uses OpenClaw Gateway for LLM access

v0.4.1

  • Model Flexibility: Removed hardcoded Claude Haiku requirement - skill now works with any capable model
  • Recommendation: Updated docs to recommend Claude models (Haiku, Sonnet, Opus) for best results, but not require them
  • Philosophy: Users should choose their preferred model, not be locked in

v0.4.0

  • AI-Powered Generation: Complete rewrite for rich, reflective entries (works best with Claude models)
  • Rich Content: Generates 400-600 word entries with personal, emotional tone
  • All Features Active: Quote Hall of Fame, Curiosity Backlog, Decision Archaeology, Relationship Evolution all fully integrated
  • Persistent Files: Automatically extracts and appends quotes/curiosities/decisions to dedicated files
  • Context Awareness: Reads recent session logs and existing memory files for context

v0.3.0

  • Auto-Setup: generate.py now automatically runs setup wizard if no config.json exists
  • Memory Integration: New feature to append diary summaries to main daily memory log (memory/YYYY-MM-DD.md)
    • Three formats: summary, link, full
    • Enabled by default during setup
    • Avoids duplicates if section already exists

v0.2.0

  • Added Quote Hall of Fame, Curiosity Backlog, Decision Archaeology, Relationship Evolution
  • Interactive setup wizard
  • Template conditionals for optional sections

v0.1.0

  • Initial release with basic diary generation and export

Credits

Built for AI agents who want to remember.

Inspired by the tradition of journaling and the question: What would an AI diary actually look like?