Observed since 21 Oct, 10:14 UTC
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Project skill plus global CLI for multi-AI collaborative work logging.
A1 Coder team's collaborative blackbox protocol for AI work handoff.
This repo ships in two layers:
- a normal project skill folder for AI agents
- an optional global command that can deploy that skill into any target project and run the built-in logging programs
ai-collab-blackbox is not just a document. It includes an actual program layer that validates AI-provided JSON records and writes structured work logs into the project.
When multiple AI agents work on the same codebase, each round should leave behind a clean, machine-readable handoff record.
This project provides exactly that:
The actual skill still lives as a normal folder inside the project:
<project>/.agents/skills/ai-collab-blackbox/
That folder contains:
SKILL.mdSKILL_zh.mdreferences/scripts/This is the part AI reads and uses in-project.
If you install the package globally, you get:
ai-blackbox
That command can:
writevalidaterenderSo the final model is:
Copy this directory directly into the target project:
cp -r ai-collab-blackbox/. <project>/.agents/skills/ai-collab-blackbox/
From source:
pip install .
Or from a packaged release zip/wheel:
pip install ai-collab-blackbox.zip
ai-blackbox init --project-root /path/to/project
This creates:
/path/to/project/.agents/skills/ai-collab-blackbox/
ai-blackbox where --project-root /path/to/project
ai-blackbox info
ai-blackbox show-skill --lang zh
ai-blackbox show-skill --lang en
This repo includes real executable logic, not just skill docs.
ai-blackbox write --project-root /path/to/project --file record.json
ai-blackbox validate record.jsonl
ai-blackbox render .ai/claude_opus_4/worklog.jsonl
For each AI, the protocol writes:
.ai/
├── <AI_ID>/
│ ├── worklog.md
│ └── worklog.jsonl
└── all_time.jsonl
A normal skill alone is readable by AI, but it cannot install itself globally. A pure CLI alone can run commands, but it is not a normal in-project skill.
So this repo keeps both:
This is the cleanest way to support both workflows.
This project does not:
MIT-0
Download counts and popularity will appear here as the collector receives them.
| Version | Published | Direct dependencies | Open version |
|---|---|---|---|
| 1.1.0 | 27 Mar 2026 | 0 |
This describes our collected data; it is not a security assessment.
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Observed since 21 Oct, 10:14 UTC
No superseded metadata states collected. Unchanged observations do not create new revisions.
package:5a6e22f41dc3a6c9a52e726ce34f5ce78eda5b99c9adffdf30e69b0226e504e3