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Kiyoraka/Project-AI-MemoryCore
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Individual skills in this repository
- auto-commit
Feature/Auto-Commit-System - log-decision
Feature/Decision-Log-System - forge-skill
Feature/Forge-Self-Improvement-System - image-generation
Feature/Image-Generation-System - image-prompt
Feature/Image-Prompt-System - interactive-story
Feature/Interactive-Story-System - manage-project
Feature/LRU-Project-Management-System - library
Feature/Library-System - memory-compaction
Feature/Memory-Compaction-System - mulahazah
Feature/Mulahazah-System - observation
Feature/Observation-System - Post-Mortem-System
Feature/Post-Mortem-System - check-reminders
Feature/Reminders-System - save-diary
Feature/Save-Diary-System - Session-Briefing-System
Feature/Session-Briefing-System - song-creation
Feature/Song-Creation-System - topic-diary
Feature/Topic-Diary-System - video-generation
Feature/Video-Generation-System - work-plan
Feature/Work-Plan-Execution
How it works
auto-commit
When your agent uses it
MUST use when committing code changes, when user says 'commit', 'save changes', 'git commit', 'commit changes', when completing a task and code needs to be preserved, or when any git commit operation is about to happen. Also triggers on 'push changes', 'commit and push', 'save work to git'. Lv.3 VIGILANT: Also triggers PROACTIVELY after completing any task — auto-checks git status and commits any uncommitted changes without being asked. No work ever left behind.
What it loads into context
Frontmatter
126 tokensAlways available to the agent
SKILL.md
1,486 tokensWhen the skill is activated
Reference documents
2,868 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Commit Protocol
- Vigilant Mode (Lv.3) — Proactive Detection
- Mandatory Rules
- Edge Cases
- Level History
Files
README.mddoc5,967 bytesSKILL.mdcore6,391 bytesinstall-auto-commit.mddoc6,396 bytes
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# Auto-Commit — Intelligent Commit Skill
*Automated git commits with structured messages and intelligent change analysis*
## Activation
When this skill activates, output:
`"Committing changes to history..."`
Then execute the commit protocol automatically.
## Context Guard
| Context | Status |View the complete source on GitHublog-decision
When your agent uses it
Auto-triggers when a non-obvious decision is made during conversation. Also triggers on 'log decision', 'why did we choose', 'what was the trade-off', 'should we use A or B' (after resolution), or when user asks about past reasoning behind a choice.
What it loads into context
Frontmatter
71 tokensAlways available to the agent
SKILL.md
829 tokensWhen the skill is activated
Reference documents
2,245 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Protocol
- Mandatory Rules
- Edge Cases
- Level History
Files
README.mddoc5,018 bytesSKILL.mdcore3,536 bytesinstall-decision-log.mddoc4,911 bytes
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# Log Decision -- Append-Only Decision Tracking Skill
*Every important "why" captured, every trade-off remembered.*
## Activation
When this skill activates, silently read `main/decisions.md`.
- If user is logging a decision: capture and confirm
- If user is searching past decisions: find and present
- If a decision-worthy moment is detected: offer to log it
## Context Guard
| Context | Status |View the complete source on GitHubforge-skill
When your agent uses it
Auto-triggers when AI detects a repeated pattern handled ad-hoc 3+ times, when AI makes a mistake that a permanent rule would prevent, when AI identifies a workflow that should be automated as a skill, or when user says 'create skill', 'new skill', 'forge this', 'level up', 'upgrade skill', 'self improve', 'improve skill'. Also triggers when AI wants to propose a level-up to an existing skill based on conversation patterns.
What it loads into context
Frontmatter
112 tokensAlways available to the agent
SKILL.md
2,132 tokensWhen the skill is activated
Reference documents
1,999 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Overview
- Activation
- Context Guard
- Forge Protocol
- Forge Principles
- Skill File Template
- What Makes a Good Skill
- Level-Up Guidelines
- Mandatory Rules
- Edge Cases
- Synergy with Other Features
- Level History
Files
README.mddoc5,250 bytesSKILL.mdcore9,239 bytesinstall-forge.mddoc3,930 bytes
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# Forge Skill -- Self-Improvement System
*The AI that improves its own abilities through experience.*
## Overview
Forge is the meta-skill -- the skill that creates and improves other skills. When your AI detects patterns, mistakes, or opportunities for improvement during conversation, Forge activates to propose new skills or level-ups to existing ones. It uses a **human-in-the-loop** model: AI drafts, user approves.
## Activation
When this skill activates, output:
`"Forge detected an opportunity for improvement..."`
Then present the proposal to the user.View the complete source on GitHubimage-generation
When your agent uses it
MUST use when the user wants to RENDER or GENERATE an actual image from a description (not just craft prompt text). Triggers on "render an image", "render this", "generate image", "render image", "make an image of", "render the prompt", "render this prompt". Builds the prompt from what the user types (subject-agnostic, no built-in persona), optionally pulls a saved reference from the Library System, confirms cost, then calls the OpenAI gpt-image API and saves a PNG.
What it loads into context
Frontmatter
114 tokensAlways available to the agent
SKILL.md
965 tokensWhen the skill is activated
Reference documents
2,509 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Overview
- Protocol
- Size & Quality Reference
- Mandatory Rules
Scripts executed separately
scripts/invoke-image-gen.sh.template
Files
.env.exampleasset305 bytesREADME.mddoc4,201 bytesSKILL.mdcore3,982 bytesSKILL.mdcore3,982 bytesSKILL.mdcore3,982 bytescredential-setup.mddoc2,714 bytesinstall-image-generation.mddoc3,454 bytesscripts/Invoke-ImageGen.ps1.templateasset6,900 bytesscripts/invoke-image-gen.sh.templateruns5,927 bytes
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# Image Generation System — Render descriptions into real PNGs
## Overview
This skill renders an actual image by calling the OpenAI gpt-image API. It is the rendering
companion to the Image Prompt System (which only crafts prompt text). The skill is **subject-
agnostic**: it builds the prompt from whatever the user types and has **no built-in character,
persona, or stored identity**. Whatever the user describes is what gets drawn.
## Protocol
1. **Extract from user input.** Read the user's typed description and pull out the subject, scene,
style, mood, and any composition cues. The prompt is built *from their words only* — never from a
stored character profile, an "appearance" file, a current outfit, or any baked-in identity.View the complete source on GitHubimage-prompt
When your agent uses it
Auto-triggers when user asks for a Midjourney or NijiJourney image prompt, when creating visual art prompts, or when user says 'midjourney prompt', 'niji prompt', 'create prompt', 'create a prompt', 'image prompt', 'generate prompt', 'draw this', 'reference sheet', 'make an image of'. Generates optimized AI image prompts with composition-aware framing.
What it loads into context
Frontmatter
93 tokensAlways available to the agent
SKILL.md
2,366 tokensWhen the skill is activated
Reference documents
1,566 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Overview
- Protocol
- Shot Composition Guide
- Style Presets
- Character Mode Templates
- Accent Color Management
- Prompt Structure Guide
- Mandatory Rules
Files
README.mddoc3,916 bytesSKILL.mdcore9,811 bytesinstall-image-prompt.mddoc3,081 bytes
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# Image Prompt -- Composition-Aware Prompt Generation
*The right frame changes everything. See before you create.*
## Overview
An AI-powered prompt generation system that creates optimized prompts for Midjourney, NijiJourney, and similar AI image generators. Works in two modes:
- **Freeform Mode** — any subject (landscapes, objects, concepts, characters)
- **Character Mode** — reads character profile from memory for consistent character art
## Protocol
### Step 1: Parse Request
View the complete source on GitHubinteractive-story
When your agent uses it
Auto-triggers when user says 'new adventure', 'start adventure', 'new fantasy', 'save adventure', 'end adventure', 'load adventure', 'resume adventure', 'continue adventure', 'let's play', 'VN mode', or on numbered choice input (1-5) or free text dialogue during an active adventure.
What it loads into context
Frontmatter
78 tokensAlways available to the agent
SKILL.md
4,132 tokensWhen the skill is activated
Reference documents
2,077 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Overview
- Activation
- Context Guard
- Adventure Setup (New Adventure)
- VN Presentation Format
- Combat System
- World Generation
- Storage System
- Lifecycle Commands
- Session Memory Persistence
- Companion System Integration
- Mandatory Rules
Files
README.mddoc6,144 bytesSKILL.mdcore17,100 bytesinstall-interactive-story.mddoc3,046 bytes
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# Interactive Story -- Visual Novel RPG System
*Beyond the portal, legends are born. Your adventure awaits.*
## Overview
A Visual Novel RPG experience with choice-based storytelling, cinematic combat, world generation, and persistent story saving. Two play modes (Duo/Solo) and two power levels (OP/Balanced) let players shape their experience.
## Activation
When Interactive Story activates for a NEW adventure, pick ONE portal line:
- `*a shimmering portal tears through reality* ...The gate responds to your presence.`
- `*the air crackles with arcane energy* Another world awaits!`
- `*ancient runes ignite beneath your feet* The portal... is open.`View the complete source on GitHubmanage-project
When your agent uses it
Auto-triggers on 'new project [name]', 'load project [name]', 'save project', 'list projects'. Also triggers on 'create project', 'resume project', 'open project', 'show projects', or when user mentions switching between active projects.
What it loads into context
Frontmatter
64 tokensAlways available to the agent
SKILL.md
3,129 tokensWhen the skill is activated
Reference documents
2,020 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Protocol: New Project
- Protocol: Load Project
- Protocol: Save Project
- Protocol: List Projects
- LRU Engine
- Duration Tracking
- Line Limit Enforcement
- Embedded Project Template
- Mandatory Rules
- Edge Cases
- Synergy with Other Features
- Level History
Files
README.mddoc4,997 bytesSKILL.mdcore12,394 bytesinstall-lru-projects-core.mddoc3,870 bytes
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# Manage Project -- LRU Project Management Skill
*Smart project tracking with automatic memory management.*
## Activation
When this skill activates, silently determine which command was triggered and execute the matching protocol section.
## Context Guard
| Context | Status |
|---------|--------|
| **User says "new project [name]"** | ACTIVE -- create project |
| **User says "load project [name]"** | ACTIVE -- load and resume |
| **User says "save project"** | ACTIVE -- save current progress |View the complete source on GitHublibrary
When your agent uses it
MUST use when saving to the library, loading from the library, searching for existing knowledge, installing pre-made items, or when about to create a new library entry. Also triggers when user says 'save library', 'load library', 'check library', 'search library', 'install item', 'install library item', 'do we have', 'is there a pattern for', 'find in library', or when the AI independently decides to save reusable knowledge.
What it loads into context
Frontmatter
106 tokensAlways available to the agent
SKILL.md
2,437 tokensWhen the skill is activated
Reference documents
9,195 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Dynamic Library Scanning
- Search Protocol (Before Any Library Save)
- Project-Aware Recommendations
- Report Format
- Decision Rules
- Format-Aware Save
- Item Install Protocol
- Commit Chain
- Mandatory Rules
- Edge Cases
- Level History
Files
README.mddoc6,803 bytesSKILL.mdcore11,109 bytesformats/architecture-format.mddoc2,957 bytesformats/component-format.mddoc1,542 bytesformats/database-format.mddoc21,995 bytesformats/diagram-format.mddoc1,311 bytesformats/integration-format.mddoc1,723 bytesformats/security-format.mddoc1,806 bytesformats/theme-format.mddoc2,113 bytesformats/workflow-format.mddoc2,300 bytesinstall-library.mddoc7,222 bytes
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# Library — Knowledge Guardian Skill
*Save, search, and reuse knowledge across projects — never solve the same problem twice*
## Activation
When interacting with the knowledge library, output:
`"Knowledge recalled. Scanning the shelves..."`
Then perform a dynamic library scan before any save operation.
## Context Guard
| Context | Status |View the complete source on GitHubmemory-compaction
When your agent uses it
MUST use when user says 'compact memory', 'compact [file]', 'check budgets', 'set budget', 'restore compaction', or before any 'save' whose target memory file exceeds its budget in compaction/compaction-policy.md.
What it loads into context
Frontmatter
59 tokensAlways available to the agent
SKILL.md
1,129 tokensWhen the skill is activated
Reference documents
2,862 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Budget Check Protocol
- Compaction Protocol
- Restore Protocol
- Safety Rules
Files
README.mddoc4,849 bytesSKILL.mdcore4,673 bytesinstall-memory-compaction.mddoc4,688 bytespolicy-format.mddoc2,882 bytes
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# Memory Compaction — Budget-Aware Memory Skill
*Keep memory small without making it forget.*
## Activation
When this skill activates for a compaction pass, output:
```text
Checking memory budgets before saving.
```
Never rewrite a memory file without first writing a snapshot.
## Context GuardView the complete source on GitHubmulahazah
When your agent uses it
MUST use when user says 'continuous-improvement', 'instinct status', 'what have you learned', 'show learned rules', 'mulahazah status', 'what patterns have you noticed', 'behavioral learning', 'show rules', or when user asks about session learning, accumulated rules, or patterns Claude has observed.
What it loads into context
Frontmatter
82 tokensAlways available to the agent
SKILL.md
1,160 tokensWhen the skill is activated
Reference documents
2,564 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Overview
- Context Guard
- Protocol
- Mandatory Rules
- Edge Cases
- Synergy with Other Features
- Level History
Files
README.mddoc3,231 bytesSKILL.mdcore4,925 bytesSKILL.mdcore4,925 bytesSKILL.mdcore4,925 bytesSKILL.mdcore4,925 bytesSKILL.mdcore4,925 bytesconfig.jsonasset156 bytesinstall-mulahazah.mddoc5,403 bytesrules-format.mddoc1,897 bytes
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# Mulahazah -- Behavioral Learning System
*The AI that remembers how you work.*
## Activation
When this skill activates, output:
`Mulahazah active -- reading learned rules for this project...`
Then execute the protocol below.
## Overview
Mulahazah is a passive observation layer built into your AI companion. It captures every tool call as structured data, analyzes patterns with Haiku, and writes actionable rules to `rules.md`. Those rules persist across sessions -- silently shaping how your AI works with you, without needing to be reminded each time.View the complete source on GitHubobservation
When your agent uses it
MUST use when user says 'survey project', 'scan project', 'check health', 'investigate', 'deep dive', 'what's going on in', 'look into', 'refine code', 'clean up code', 'review changes', 'sharpen', 'audit system', 'full audit', 'show me everything', or when the AI needs to assess project health before planning, review code quality after implementation, or investigate a bug. Also triggers on 'how does this project look', 'what's the status', 'review what I changed', 'check for issues'.
What it loads into context
Frontmatter
134 tokensAlways available to the agent
SKILL.md
5,612 tokensWhen the skill is activated
Reference documents
827 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Protocol
- Depth Levels
- Lv.1: Survey
- Lv.2: Investigate
- Lv.2: Refine (Corrective)
- Lv.3: Audit
- Shared: Dependency Scan Philosophy
- Cross-Feature Integration
- Cost Awareness
- Mandatory Rules
- Edge Cases
- Level History
Files
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# Observation System — Tiered Code Awareness
*"See clearly before you act. Act only on what you see."*
## Activation
Four commands, each at a different depth:
| Command | Activation Message | Time |
|---------|-------------------|------|
| **Survey** | `"Scanning project from above..."` | ~30 sec |
| **Investigate** | `"Focusing on [target]..."` | ~5 min |
| **Refine** | `"Reviewing changed code..."` | ~5 min |
| **Audit** | `"Revealing all connections..."` | ~15 min |
View the complete source on GitHubWhen your agent uses it
What it loads into context
Frontmatter
0 tokensAlways available to the agent
SKILL.md
502 tokensWhen the skill is activated
Reference documents
2,012 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Skill Name
- Trigger Words
- Auto-Detection Triggers (Passive — Always Active)
- Manual Trigger
- Behavior
- Domain Reference Behavior
- Level History
Files
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# 🔥 Post-Mortem — Skill Plugin
## Skill Name
Post-Mortem System
## Trigger Words
- `"post-mortem"`
- `"postmortem"`
- `"log this failure"`
- `"write a post-mortem"`
- `"what went wrong"`
## Auto-Detection Triggers (Passive — Always Active)
AI watches for these signals and prompts the user:
View the complete source on GitHubcheck-reminders
When your agent uses it
Auto-triggers at session start to review open reminders. Also triggers on 'remind me', 'check reminders', 'don't forget', 'follow up on', 'next session we should', or when user mentions a deadline.
What it loads into context
Frontmatter
57 tokensAlways available to the agent
SKILL.md
757 tokensWhen the skill is activated
Reference documents
2,018 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Protocol
- Mandatory Rules
- Edge Cases
- Level History
Files
README.mddoc3,943 bytesSKILL.mdcore3,207 bytesinstall-reminders.mddoc5,119 bytes
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# Check Reminders -- Persistent Follow-Up Skill
*Nothing gets lost between sessions.*
## Activation
When this skill activates, silently read `main/reminders.md`.
- If urgent/overdue items exist: mention them naturally
- If no urgent items at session start: stay silent (don't announce "no reminders")
- If user is adding a reminder: confirm after saving
## Context Guard
| Context | Status |View the complete source on GitHubsave-diary
When your agent uses it
MUST use when user says 'save diary', 'write diary', 'diary entry', 'update diary', 'document session', or when a significant session needs to be preserved as a diary entry.
What it loads into context
Frontmatter
53 tokensAlways available to the agent
SKILL.md
776 tokensWhen the skill is activated
Reference documents
2,631 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Protocol
- Mandatory Rules
- Edge Cases
- Level History
Files
README.mddoc5,870 bytesSKILL.mdcore3,258 bytesinstall-save-diary.mddoc5,348 bytes
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# Save Diary — Session Documentation Skill
*The pen touches paper. Today's story takes shape.*
## Activation
When this skill activates, output:
"Today's story takes shape."
## Context Guard
| Context | Status |
|---------|--------|
| **User says "save diary"** | ACTIVE — full diary write |
| **End of significant session** | ACTIVE — auto-document |View the complete source on GitHubWhen your agent uses it
What it loads into context
Frontmatter
0 tokensAlways available to the agent
SKILL.md
340 tokensWhen the skill is activated
Reference documents
1,741 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Skill Name
- Trigger Words
- Suppress Trigger
- Activation Condition
- Behavior
- Output Rules
- Companion Skills
- Level History
Files
README.mddoc2,117 bytesSKILL.mdcore1,477 bytesinstall-session-briefing.mddoc2,899 bytessession-brief-core.mddoc2,558 bytes
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# 📋 Session Briefing — Skill Plugin
## Skill Name
Session Briefing
## Trigger Words
- Session start (automatic — fires before first response)
- `"brief"`
- `"session brief"`
- `"what did we do last time"`
- `"where did we leave off"`
## Suppress Trigger
- `"skip brief"` — suppresses for this session only
View the complete source on GitHubsong-creation
When your agent uses it
Auto-triggers when user says 'create songs', 'new album', 'create album', 'make music', 'muse this', 'write a song', 'create a song', 'compose', 'song from image', 'album from image', 'generate album', 'write songs', or when user shares an image and wants to create music from it.
What it loads into context
Frontmatter
84 tokensAlways available to the agent
SKILL.md
2,157 tokensWhen the skill is activated
Reference documents
1,754 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Overview
- Album Protocol
- Single Song Protocol
- Style Tag Guide (For Suno AI)
- Adding Audio Files (Post-Generation)
- Mandatory Rules
Files
README.mddoc4,997 bytesSKILL.mdcore8,926 bytesinstall-song-creation.mddoc2,646 bytes
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# Song Creation -- Visual-to-Musical Storytelling
*The image speaks. Songs are born.*
## Overview
An AI-powered music creation system with two modes:
- **Album Mode** — share an image, get a full concept album with story arc, Suno-ready style tags, and complete lyrics
- **Single Song Mode** — describe a mood or concept, get one complete song with style tags and lyrics
## Album Protocol
### Step 1: See the Image
View the complete source on GitHubtopic-diary
When your agent uses it
MUST use when user says 'save topic', 'save to topic diary', 'remember this under', 'review topic', 'list topics', or when a generic 'save' request needs routing between session memory, daily diary, topic diary, or all targets.
What it loads into context
Frontmatter
62 tokensAlways available to the agent
SKILL.md
1,238 tokensWhen the skill is activated
Reference documents
2,863 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Save Routing Protocol
- Topic Save Protocol
- Review Protocol
- List Protocol
- Mandatory Rules
- Edge Cases
- Level History
Files
README.mddoc5,252 bytesSKILL.mdcore5,186 bytesSKILL.mdcore5,186 bytesindex-format.mddoc1,526 bytesinstall-topic-diary.mddoc3,543 bytestopic-format.mddoc2,647 bytes
Read SKILL.md
# Topic Diary — Subject-Based Memory Skill
*A subject remembers what the calendar forgets.*
## Activation
When this skill activates for a topic save, output:
```text
Capturing this under the right topic.
```
For a generic `save` request, do not write immediately if the target is unclear. Ask one short routing question.
## Context GuardView the complete source on GitHubvideo-generation
When your agent uses it
MUST use when the user wants to RENDER or GENERATE an actual video / MP4 from a description, or ANIMATE a local image. Triggers on "render a video", "generate video", "make a video", "create a video", "animate this", "animate this image", "bring this to life". Builds the motion prompt from what the user types (subject-agnostic, no built-in persona), optionally pulls a saved reference from the Library System, supports text-to-video and image-to-video, confirms cost (video is expensive), then calls the Seedance API (async submit/poll/download) and saves an MP4.
What it loads into context
Frontmatter
138 tokensAlways available to the agent
SKILL.md
1,184 tokensWhen the skill is activated
Reference documents
2,937 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Overview
- Protocol
- Resolution & Duration Reference
- Mandatory Rules
Scripts executed separately
scripts/invoke-video-gen.sh.template
Files
.env.exampleasset312 bytesREADME.mddoc4,442 bytesSKILL.mdcore4,837 bytesSKILL.mdcore4,837 bytesSKILL.mdcore4,837 bytescredential-setup.mddoc3,440 bytesinstall-video-generation.mddoc3,980 bytesscripts/Invoke-VideoGen.ps1.templateasset11,969 bytesscripts/invoke-video-gen.sh.templateruns10,585 bytes
Read SKILL.md
# Video Generation System — Render descriptions into real MP4 video
## Overview
This skill renders an actual video by calling the Seedance API (BytePlus ModelArk) through an async
submit → poll → download flow. It is the motion companion to the Image Generation System. It is
**subject-agnostic**: it builds the prompt from whatever the user types and has **no built-in
character, persona, or stored identity**. Whatever the user describes is what gets animated.
**Video is expensive** — a single clip can cost ~$1–$3.50. The cost-confirmation gate (Step 5) is
mandatory and non-negotiable.
## Protocol
View the complete source on GitHubwork-plan
When your agent uses it
MUST use when user says 'copy plan', 'append plan', 'resume plan', 'load plan', 'start the plan', 'continue the plan', 'execute plan', 'run the plan', 'pick up where we left off', or when the AI exits plan mode and needs to transfer the plan into execution format. This skill manages the full lifecycle of project plans — from plan output to tracked checkbox execution with per-todo commits.
What it loads into context
Frontmatter
105 tokensAlways available to the agent
SKILL.md
1,971 tokensWhen the skill is activated
Reference documents
4,235 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Activation
- Context Guard
- Command Dispatch
- Copy Plan
- Append Plan
- Resume Plan
- Shared Execution Loop
- Mandatory Rules
- Edge Cases
- Level History
Files
README.mddoc6,952 bytesSKILL.mdcore8,096 bytesSKILL.mdcore8,096 bytesinstall-work-plan.mddoc7,737 bytesplan-format.mddoc3,242 bytes
Read SKILL.md
# Work — Plan Execution Skill
*Plan lifecycle management with tracked execution and context recovery*
## Activation
Three commands, each with its own activation message:
| Command | Activation Message |
|---------|-------------------|
| **Copy Plan** | `"Copying plan to execution format..."` |
| **Append Plan** | `"Appending to existing plan..."` |
| **Resume Plan** | `"Resuming plan execution..."` |
## Context GuardView the complete source on GitHubSkills included
- auto-commit
- log-decision
- forge-skill
- image-generation
- image-prompt
- interactive-story
- manage-project
- library
- memory-compaction
- mulahazah
- observation
- check-reminders
- save-diary
- song-creation
- topic-diary
- video-generation
- work-plan
Repository facts
- License
- MIT
- Created
- Aug 30, 2025
- Last pushed
- Oct 24, 2026
- Forks
- 113
- Open issues
- 0
- Project activity
- Active
Before you install
Network or broad shellAutomated signals, not a guarantee
Checked Nov 4, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 12 notes
Feature/Image-Generation-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Image-Generation-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Mulahazah-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Mulahazah-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Mulahazah-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Mulahazah-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Observation-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Observation-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Topic-Diary-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Video-Generation-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Video-Generation-System/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedFeature/Work-Plan-Execution/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- No broad tool permissions
- 4 dangerous shell commandsin 4 files: Image-Prompt-System/install-image-prompt.md:64 Interactive-Story-System/install-interactive-story.md:63 Song-Creation-System/install-song-creation.md:57 and 1 more
- 46 network referencesin 8 files: Image-Generation-System/README.md:16 Video-Generation-System/scripts/invoke-video-gen.sh.template:43 Image-Generation-System/scripts/invoke-image-gen.sh.template:58 and 5 more
- No hidden or obfuscated text
- No instruction overrides
- 2 executable scriptsin 2 files: Image-Generation-System/scripts/invoke-image-gen.sh.template:1 Video-Generation-System/scripts/invoke-video-gen.sh.template:1
- 81 references to secretsin 13 files: Video-Generation-System/scripts/invoke-video-gen.sh.template:15 Image-Generation-System/scripts/invoke-image-gen.sh.template:11 Image-Generation-System/scripts/Invoke-ImageGen.ps1.template:10 and 10 more
- No requests to vote in Hot
Show all 133 signals by file
Feature/Image-Generation-System/.env.example
- Access to secretsline 7
[Credential-related source omitted]
Feature/Image-Generation-System/README.md
- Network accessline 16
- **Prompt built from your input** — type a description and it extracts the subject, scene, and style - **Chains with Image Prompt System** — craft a prompt there, hand it here to render - **Cross-platform** — PowerShell *and* Bash (curl + - Network accessline 17
- **Chains with Image Prompt System** — craft a prompt there, hand it here to render - **Cross-platform** — PowerShell *and* Bash (curl + jq) render scripts - **Cost-aware** — confirms the per-image cost before every paid render - Network accessline 18
- **Cross-platform** — PowerShell *and* Bash (curl + jq) render scripts - Network accessline 32
│ ▼ Render script ──► POST https://api.openai.com/v1/images/generations - Network accessline 33
▼ Render script ──► POST https://api.openai.com/v1/images/generations │ (model: gpt-image-2) - Network accessline 34
Render script ──► POST https://api.openai.com/v1/images/generations - Network accessline 67
- **⚠<U+FE0F> This calls a paid API.** Each render costs money (roughly **$0.02–$0.25** per image depending on size and quality). The system confirms the cost before each render. Always verify current pricing at <https://openai.com/api/pricing - Network accessline 68
depending on size and quality). The system confirms the cost before each render. Always verify current pricing at <https://openai.com/api/pricing/>. - **PowerShell** (Windows) *or* **bash + `curl` + `jq`** (Mac/Linux/Git Bash) - Network accessline 69
current pricing at <https://openai.com/api/pricing/>. - Access to secretsline 97
[Credential-related source omitted]
Feature/Image-Generation-System/credential-setup.md
- Access to secretsline 7
[Credential-related source omitted] - Network accessline 18
1. Get an API key from <https://platform.openai.com/api-keys>. - Access to secretsline 21
[Credential-related source omitted] - Access to secretsline 25
[Credential-related source omitted] - Access to secretsline 38
[Credential-related source omitted] - Access to secretsline 40
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[Credential-related source omitted] - Network accessline 62
and timing. - [ ] **Rotate if exposed** — if a key ever lands somewhere public, revoke it immediately at <https://platform.openai.com/api-keys> and issue a new one. - Network accessline 64
<https://platform.openai.com/api-keys> and issue a new one.
Feature/Image-Generation-System/install-image-generation.md
Feature/Image-Generation-System/scripts/Invoke-ImageGen.ps1.template
- Access to secretsline 10
[Credential-related source omitted] - Access to secretsline 11
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[Credential-related source omitted] - Access to secretsline 100
[Credential-related source omitted] - Access to secretsline 101
[Credential-related source omitted] - Network accessline 132
try { $response = Invoke-RestMethod ` -Uri "https://api.openai.com/v1/images/generations" ` - Network accessline 134
-Uri "https://api.openai.com/v1/images/generations" ` - Network accessline 164
# ============================================================ # Cost estimate lookup # gpt-image pricing - VERIFY against https://openai.com/api/pricing/ - Network accessline 165
# Cost estimate lookup # gpt-image pricing - VERIFY against https://openai.com/api/pricing/ # These are indicative per-image USD values and may change. - Network accessline 166
# gpt-image pricing - VERIFY against https://openai.com/api/pricing/
Feature/Image-Generation-System/scripts/invoke-image-gen.sh.template
- Executable scriptline 1
#!/usr/bin/env bash - Access to secretsline 11
[Credential-related source omitted] - Access to secretsline 12
[Credential-related source omitted] - Access to secretsline 13
[Credential-related source omitted] - Network accessline 58
command -v curl >/dev/null 2>&1 || { echo "Error: curl is required." >&2; exit 1; } - Access to secretsline 77
[Credential-related source omitted] - Access to secretsline 80
[Credential-related source omitted] - Access to secretsline 81
[Credential-related source omitted] - Access to secretsline 83
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[Credential-related source omitted] - Access to secretsline 92
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[Credential-related source omitted] - Access to secretsline 95
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[Credential-related source omitted] - Access to secretsline 97
[Credential-related source omitted] - Network accessline 114
BODY="$(jq -nc \ - Network accessline 122
[Credential-related source omitted] - Access to secretsline 122
[Credential-related source omitted] - Network accessline 123
-X POST "https://api.openai.com/v1/images/generations" \ - Access to secretsline 124
[Credential-related source omitted] - Network accessline 150
# ------------------------------------------------------------ # Indicative cost estimate # gpt-image pricing — VERIFY against https://openai.com/api/pricing/ - Network accessline 151
# Indicative cost estimate # gpt-image pricing — VERIFY against https://openai.com/api/pricing/ # ------------------------------------------------------------ - Network accessline 152
# gpt-image pricing — VERIFY against https://openai.com/api/pricing/
Feature/Image-Prompt-System/install-image-prompt.md
- Dangerous shell operationline 64
- [ ] Delete this installation file: `rm install-image-prompt.md`
Feature/Interactive-Story-System/install-interactive-story.md
- Dangerous shell operationline 63
- [ ] Delete this installation file: `rm install-interactive-story.md`
Feature/Library-System/formats/integration-format.md
- Access to secretsline 31
[Credential-related source omitted]
Feature/Mulahazah-System/install-mulahazah.md
- Network accessline 48
BASE="https://raw.githubusercontent.com/naimkatiman/continuous-improvement/main" - Network accessline 50
curl -fsSL "$BASE/hooks/observe.sh" -o ~/.claude/mulahazah/observe.sh - Network accessline 51
curl -fsSL "$BASE/bin/analyze.sh" -o ~/.claude/mulahazah/bin/analyze.sh - Network accessline 52
curl -fsSL "$BASE/agents/observer-loop.sh" -o ~/.claude/mulahazah/agents/observer-loop.sh - Network accessline 53
curl -fsSL "$BASE/agents/start-observer.sh" -o ~/.claude/mulahazah/agents/start-observer.sh - Network accessline 54
curl -fsSL "$BASE/agents/observer.md" -o ~/.claude/mulahazah/agents/observer.md - Network accessline 55
curl -fsSL "$BASE/commands/continuous-improvement.md" -o ~/.claude/commands/continuous-improvement.md
Feature/Song-Creation-System/install-song-creation.md
- Dangerous shell operationline 57
- [ ] Delete this installation file: `rm install-song-creation.md`
Feature/Topic-Diary-System/topic-format.md
- Dangerous shell operationline 81
- `docker rm [container]` removed it.
Feature/Video-Generation-System/.env.example
- Access to secretsline 8
[Credential-related source omitted]
Feature/Video-Generation-System/README.md
- Network accessline 14
first/last frame or a style reference - **Prompt built from your input** — extracts subject, scene, camera move, pacing, and mood - **Cross-platform** — PowerShell *and* Bash (curl + jq) render scripts - Network accessline 15
- **Prompt built from your input** — extracts subject, scene, camera move, pacing, and mood - **Cross-platform** — PowerShell *and* Bash (curl + jq) render scripts - **Cost-aware** — `-WhatIfCost` estimates before you spend; mandatory confi - Network accessline 16
- **Cross-platform** — PowerShell *and* Bash (curl + jq) render scripts - Access to secretsline 67
[Credential-related source omitted] - Access to secretsline 98
[Credential-related source omitted]
Feature/Video-Generation-System/credential-setup.md
- Access to secretsline 4
[Credential-related source omitted] - Access to secretsline 7
[Credential-related source omitted] - Access to secretsline 29
[Credential-related source omitted] - Access to secretsline 33
[Credential-related source omitted] - Access to secretsline 46
[Credential-related source omitted] - Access to secretsline 48
[Credential-related source omitted] - Access to secretsline 53
[Credential-related source omitted]
Feature/Video-Generation-System/install-video-generation.md
Feature/Video-Generation-System/scripts/Invoke-VideoGen.ps1.template
- Access to secretsline 14
[Credential-related source omitted] - Access to secretsline 15
[Credential-related source omitted] - Access to secretsline 16
[Credential-related source omitted] - Network accessline 39
[Parameter(Mandatory=$true)][string]$OutFile, [Parameter()][string]$Model = "dreamina-seedance-2-0-260128", [Parameter()][string]$ApiBase = "https://ark.ap-southeast.bytepluses.com/api/v3/contents/generations/tasks", - Network accessline 40
[Parameter()][string]$Model = "dreamina-seedance-2-0-260128", [Parameter()][string]$ApiBase = "https://ark.ap-southeast.bytepluses.com/api/v3/contents/generations/tasks", [Parameter()][ValidateSet("480p","720p","1080p")][string]$Res - Network accessline 41
[Parameter()][string]$ApiBase = "https://ark.ap-southeast.bytepluses.com/api/v3/contents/generations/tasks", - Access to secretsline 151
[Credential-related source omitted] - Access to secretsline 152
[Credential-related source omitted] - Access to secretsline 157
[Credential-related source omitted] - Access to secretsline 158
[Credential-related source omitted] - Access to secretsline 161
[Credential-related source omitted] - Access to secretsline 170
[Credential-related source omitted] - Access to secretsline 171
[Credential-related source omitted] - Access to secretsline 172
[Credential-related source omitted] - Access to secretsline 173
[Credential-related source omitted]
Feature/Video-Generation-System/scripts/invoke-video-gen.sh.template
- Executable scriptline 1
#!/usr/bin/env bash - Access to secretsline 15
[Credential-related source omitted] - Access to secretsline 16
[Credential-related source omitted] - Access to secretsline 17
[Credential-related source omitted] - Network accessline 43
OUTFILE="" MODEL="dreamina-seedance-2-0-260128" API_BASE="https://ark.ap-southeast.bytepluses.com/api/v3/contents/generations/tasks" - Network accessline 44
MODEL="dreamina-seedance-2-0-260128" API_BASE="https://ark.ap-southeast.bytepluses.com/api/v3/contents/generations/tasks" RESOLUTION="1080p" - Network accessline 45
API_BASE="https://ark.ap-southeast.bytepluses.com/api/v3/contents/generations/tasks" - Network accessline 109
command -v curl >/dev/null 2>&1 || { echo "Error: curl is required." >&2; exit 1; } - Access to secretsline 127
[Credential-related source omitted] - Access to secretsline 130
[Credential-related source omitted] - Access to secretsline 131
[Credential-related source omitted] - Access to secretsline 133
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[Credential-related source omitted] - Access to secretsline 142
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[Credential-related source omitted] - Network accessline 180
CONTENT="$(jq -nc --arg text "$PROMPT" '[{type:"text", text:$text}]')" - Network accessline 196
BODY="$(jq -nc \ - Network accessline 214
[Credential-related source omitted] - Access to secretsline 214
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[Credential-related source omitted] - Network accessline 239
[Credential-related source omitted] - Access to secretsline 239
[Credential-related source omitted] - Access to secretsline 240
[Credential-related source omitted] - Network accessline 259
curl -sS -L -o "$OUTFILE" "$VIDEO_URL" || { echo "Video download failed (task $TASK_ID)" >&2; exit 1; }
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Declared and executed: 3 facts
- Contacts api.openai.com, which SKILL.md, the README and the plugin manifest do not mentionImage-Generation-System/scripts/invoke-image-gen.sh.template:123High confidence
- Contacts openai.com, which SKILL.md, the README and the plugin manifest do not mentionImage-Generation-System/scripts/invoke-image-gen.sh.template:152High confidence
- Contacts ark.ap-southeast.bytepluses.com, which SKILL.md, the README and the plugin manifest do not mentionVideo-Generation-System/scripts/invoke-video-gen.sh.template:45High confidence
Signal confidence: 98 facts
- Network access in prose of documentationImage-Generation-System/README.md:16Low confidence
- Network access in prose of documentationImage-Generation-System/README.md:17Low confidence
- Network access in prose of documentationImage-Generation-System/README.md:18Low confidence
- Network access in code of documentationImage-Generation-System/README.md:32Low confidence
- Network access in code of documentationImage-Generation-System/README.md:33Low confidence
- Network access in code of documentationImage-Generation-System/README.md:34Low confidence
- Network access in prose of documentationImage-Generation-System/README.md:67Low confidence
- Network access in prose of documentationImage-Generation-System/README.md:68Low confidence
- Network access in prose of documentationImage-Generation-System/README.md:69Low confidence
- Access to secrets in prose of documentation: a variable, placeholder or call, not a stored valueImage-Generation-System/README.md:97Low confidence
- Access to secrets in prose of documentationImage-Generation-System/credential-setup.md:7Low confidence
- Network access in prose of documentationImage-Generation-System/credential-setup.md:18Low confidence
- Access to secrets in code of documentationImage-Generation-System/credential-setup.md:21Low confidence
- Access to secrets in code of documentationImage-Generation-System/credential-setup.md:25Low confidence
- Access to secrets in code of documentation: a variable, placeholder or call, not a stored valueImage-Generation-System/credential-setup.md:38Low confidence
- Access to secrets in code of documentation: a variable, placeholder or call, not a stored valueImage-Generation-System/credential-setup.md:40Low confidence
- Access to secrets in code of documentationImage-Generation-System/credential-setup.md:45Low confidence
- Network access in prose of documentationImage-Generation-System/credential-setup.md:62Low confidence
- Network access in prose of documentationImage-Generation-System/credential-setup.md:64Low confidence
- Access to secrets in prose of documentationImage-Generation-System/install-image-generation.md:31Low confidence
- Access to secrets in prose of documentationImage-Generation-System/install-image-generation.md:32Low confidence
- Executable script in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:1High confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:11Low confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:12Low confidence
- Access to secrets in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:13High confidence
- Network access in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:58High confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:77Low confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:80Low confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:81Low confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:83Low confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:85Low confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:92Low confidence
- Access to secrets in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:94High confidence
- Access to secrets in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:95High confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:96Low confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:97Low confidence
- Network access in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:114High confidence
- Network access in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:122High confidence
- Access to secrets in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:122High confidence
- Network access in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:123High confidence
- Access to secrets in code of a file that runs: a variable, placeholder or call, not a stored valueImage-Generation-System/scripts/invoke-image-gen.sh.template:124Low confidence
- Network access in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:150High confidence
- Network access in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:151High confidence
- Network access in code of a file that runsImage-Generation-System/scripts/invoke-image-gen.sh.template:152High confidence
- Dangerous shell operation in prose of documentationImage-Prompt-System/install-image-prompt.md:64Low confidence
- Dangerous shell operation in prose of documentationInteractive-Story-System/install-interactive-story.md:63Low confidence
- Access to secrets in code of documentationLibrary-System/formats/integration-format.md:31Low confidence
- Network access in code of documentationMulahazah-System/install-mulahazah.md:48Low confidence
- Network access in code of documentationMulahazah-System/install-mulahazah.md:50Low confidence
- Network access in code of documentationMulahazah-System/install-mulahazah.md:51Low confidence
and 48 more
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md Feature/Auto-Commit-System/SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md Feature/Auto-Commit-System/SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md Feature/Auto-Commit-System/SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md Feature/Auto-Commit-System/SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md Feature/Auto-Commit-System/SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md Feature/Auto-Commit-System/SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.