Gjc Sdk Discover

CommunityPopular

Yeachan-Heo

gjc-sdk-discover

Discover and inspect trusted local GJC sessions through the broker-bound session CLI.

Overview

Publisher	Yeachan-Heo
Repository	`gajae-code`
Skill name	`gjc-sdk-discover`
Stars	2.8K
Forks	385
Bundled files	Instructions only
License	MIT
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
Self-contained
Everything the model needs lives in the instructions — no extra files to sync.
Open source
Published by Yeachan-Heo on GitHub. Read the source before you install it.

Installation

Install the Gjc Sdk Discover AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/Yeachan-Heo/gajae-code.git /tmp/gajae-code
mkdir -p .claude/skills
cp -r /tmp/gajae-code/sdk-skills/gjc-sdk-discover .claude/skills/gjc-sdk-discover

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Gjc Sdk Discover in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Gjc Sdk Discover on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Gjc Sdk Discover is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

GJC SDK session discovery

Use this skill when an external agent needs to find or inspect local GJC sessions without terminal scraping, MCP, or coordinator delegation.

Required behavior

Resolve the repository root explicitly.
Run gjc sdk session list with that repository as the working directory and consume only its credential-free Broker DTO.
Select an exact session ID from that DTO, then use gjc sdk session inspect <sessionId> or the fixed raw-query commands below.
Fail closed for missing, unavailable, stale, dead, unknown, or ambiguous Broker results.
Never scan .gjc/state/sdk, parse endpoint records, read credentials, or open a raw per-session WebSocket.
Render only bounded, redacted CLI JSON; discard raw CLI stderr.

Core inspection recipe

Compose this pull-based view in order with gjc sdk session raw query <sessionId> --query <query>:

session.metadata
context.get
goal.list/get
todo.list
workflow.gates.list
session.stats

Fetch transcript pages and diffs only when the user's task requires them:

transcript.list and transcript.body
diff.list_files, diff.list_hunks, and diff.read_hunk

The reads are not an atomic snapshot. For every reported field, identify its source query and classify it as confirmed, inferred, stale, unavailable, or unknown. Preserve partial results when independent queries succeed; never invent a missing value.

Broker-bound references

SDK session CLI
Canonical templates: gjc-sdk-author/templates/direct-sdk.ts and direct-sdk.py

Frequently asked questions

What does the Gjc Sdk Discover AI skill do?

Discover and inspect trusted local GJC sessions through the broker-bound session CLI.

Why use Gjc Sdk Discover on TypingMind?

Because you install it once and use it with any model. Gjc Sdk Discover is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Gjc Sdk Discover in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Yeachan-Heo/gajae-code/tree/main/sdk-skills/gjc-sdk-discover. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Gjc Sdk Discover?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Gjc Sdk Discover?

As many as you like. As long as a model supports skills, you can use Gjc Sdk Discover with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Gjc Sdk Discover AI skill free?

Yes. It is published on GitHub by Yeachan-Heo under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

GJC SDK session discovery

Required behavior

Core inspection recipe

Broker-bound references

Frequently asked questions

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