Project Conversation Organizer
Rename vague AI-generated project conversation titles into clear, content-based Category｜Topic names.
This repository packages a ChatGPT-verified conversation-organizing skill as an experimental DeepSeek Harness / DSH Skill and installable plugin.
中文说明
Status
| Environment | Status | Evidence |
|---|
| ChatGPT | Verified by the author | Directly invoking the installed skill renamed all conversations in the selected project. |
| DeepSeek Harness / DSH | Experimental; not yet verified end to end | The repository contains and tests the DSH registration adapter, but the author has not tested live conversation discovery, reading, and renaming in DSH. |
DSH can complete the workflow only if its host environment exposes capabilities to list project conversations, read their contents, rename them, and reread the results. The Skill detects missing capabilities and reports them instead of claiming success.
Origin
This skill began in ChatGPT, not in DSH.
Projects often accumulate many conversations whose titles were generated automatically by AI. Those titles can be vague, repetitive, or disconnected from what the conversation ultimately became, making it difficult to understand a project's contents from the conversation list.
The author created and verified this skill in ChatGPT to solve that specific problem: read each conversation's full content, identify its overall category and concrete topic, then rename it in the form Category｜Topic. The goal is simple—a person should be able to understand what each conversation is for by looking at its title.
This repository is the next step in that history: sharing the method publicly and testing whether the same workflow can be used through DeepSeek Harness.
What the Skill does
Scope → Inventory → Read → Classify → Rename → Verify
- Limits all operations to the selected project.
- Reads conversation content instead of trusting the old AI-generated title.
- Assigns a stable content category and a concrete topic.
- Uses exactly one full-width separator:
Category｜Topic.
- Preserves accurate titles that already follow the convention.
- Rereads the conversation list to verify every change.
It only changes conversation titles. It does not create PROJECT.md, summarize the project into files, edit messages, move conversations, archive conversations, or delete anything.
Use in ChatGPT
With the skill installed in a ChatGPT project, invoke it directly, for example:
Organize the names of all conversations in this project.
Use Category｜Topic titles based on each conversation's full content.
The author has verified this direct invocation workflow in ChatGPT. This repository does not claim that npm is a ChatGPT Skill installation mechanism; the npm package exists for the DSH adapter.
Install in DSH (experimental)
From npm:
dsh plugin --profile web add dsh-project-organizer
From GitHub:
dsh plugin --profile web add github:caoqinnan-web/dsh-project-organizer
For reproducible installs, pin a reviewed commit:
dsh plugin --profile web add github:caoqinnan-web/dsh-project-organizer#<commit-sha>
Restart the selected DSH surface after installation. The adapter registers project-organizer with ctx.skills.
Verify the bundle layer without booting the full profile:
dsh --profile web --dump-config
The output should include the dsh-project-organizer bundle and a project-organizer plugin row. This verifies plugin configuration, not the live conversation-renaming capability.
Use in DSH (experimental)
Ask DSH:
Organize the names of all conversations in this project.
Use Category｜Topic titles based on each conversation's full content.
If DSH cannot access or rename project conversations, the Skill should stop, explain the missing capability, and provide a proposed title mapping when possible.
Architecture
Official DSH packages are peer dependencies so the plugin uses the host's runtime services instead of installing a competing copy.
Development
Requires Node.js 22 or newer.
npm install
npm run check
npm pack --dry-run
Validate the standalone Skill:
python3 /path/to/skill-creator/scripts/quick_validate.py skills/project-organizer
Publishing checklist
- Publish the repository publicly on GitHub.
- Add topics:
dsh-plugin, deepseek-harness, agent-skills, ai-agents, chatgpt, conversation-management.
- Keep
dsh.bundle.patch, cordis.patch.yml, built lib/, and the Skill in the published package.
- Keep community listings in draft or experimental status until the DSH workflow is tested end to end.
Security and scope
Review third-party plugins before installation. This Skill requests only conversation listing, reading, renaming, and verification within the selected project. It must not modify message contents or archive, delete, move, or merge conversations.
License
MIT
