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Gjc Sdk Operate

CommunityPopular
Yeachan-Heo
gjc-sdk-operate

Operate trusted local GJC sessions through a reviewed broker-bound CLI allowlist with single-use human approval.

Overview

PublisherYeachan-Heo
Repositorygajae-code
Skill namegjc-sdk-operate
Stars
2.8K
Forks
385
Bundled files
Instructions only
LicenseMIT
Links
  • 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 Operate AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

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.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. 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.
2

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-operate .claude/skills/gjc-sdk-operate
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Gjc Sdk Operate 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 Operate 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 Operate 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 approved operations

This skill is for trusted local scripts. Its approval challenge is a procedural safety policy, not a security boundary; SDK core retains lifecycle and attachment authority.

Before every operation

  1. Select an exact session ID through gjc sdk session list or a caller-provided stable ID, then fail closed when the Broker cannot prove it available.
  2. Use only gjc sdk session raw query|control|global; never scan state roots, read endpoint credentials, or open raw per-session WebSockets.
  3. Validate the operation against the allowlist below. Do not expose arbitrary operation passthrough.
  4. Pass all command data as argv values, never through a shell command string.
  5. For every lifecycle operation, show the exact operation and session target to the human through the external host.
  6. Obtain one explicit approval immediately before the call. Approval is single-use and becomes invalid if the operation, input, or target changes. The templates emit a nonce-bearing, input-bound APPROVE <session> <operation> <digest> <nonce> challenge and read the exact response once from the active process's standard input. Present it verbatim through the external host only after the human accepts that exact action.
  7. On denial, cancellation, unavailable target, or changed input, send no CLI request.
  8. Render only bounded, redacted CLI JSON; discard raw CLI stderr.

Allowed per-session controls

  • turn.prompt
  • turn.steer
  • turn.follow_up
  • ask.answer
  • workflow.gate_answer
  • todo.replace
  • session.switch
  • session.rename

For workflow.gate_answer, use the durable workflow gate ID and pass expectedSessionId. Never use transient action_needed.id as durable authority.

Long-running prompts

The SDK prompt deadline is progress-aware: sdk.promptDeadlineMs (60 min, 60_000–86_400_000) is an inactivity lease renewed only by attributable tool_execution_start / tool_execution_update / tool_execution_end for the exact accepted commandId/turnId, bounded by sdk.promptMaxRuntimeMs (6 h default, 60_000–86_400_000, caps at 24 h). A running tool's partial-result tool_execution_update counts, so a long-running tool that streams output keeps the lease alive mid-run. Persist session_id / turn_id from turn.prompt acceptance and reconcile with turn.result (Q26) rather than replaying blindly. Distinguish the bounded await_turn poll timeout_ms from the SDK terminal deadline; heartbeats, streaming text/thinking deltas, retries, and other-turn activity do not renew the lease.

Allowed lifecycle operations

  • session.create
  • session.fork
  • session.resume
  • session.close
  • session.lookup

Use gjc sdk session raw global --op <operation> --idempotency-key <key> --json-input <object> for lifecycle operations. The Broker derives the canonical lifecycle identity; do not create a second lifecycle route or ledger.

For a lost session.create response, use the read-only lookup with the same request key and create target retained before dispatch:

sh
gjc sdk session raw global --op session.lookup \
  --idempotency-key <create-request-key> \
  --json-input '{"cwd":"/absolute/path/to/repo"}'

Lookup never replays creation. Treat not_found as an unknown outcome, not as proof that the create did not execute; found, pending, conflict, uncertain, and terminal remain distinct structured statuses.

Explicitly excluded

  • session.delete
  • managed bash operations
  • configuration mutation
  • authentication mutation
  • permission-mode mutation
  • tool activation mutation
  • extension mutation
  • session cwd mutation
  • endpoint credential display
  • arbitrary SDK operation names

The templates demonstrate one inspection flow and one allowlisted per-session control flow. Keep broader lifecycle orchestration in reviewed scripts that use the documented lifecycle facade and stable idempotency keys.

Frequently asked questions

What does the Gjc Sdk Operate AI skill do?

Operate trusted local GJC sessions through a reviewed broker-bound CLI allowlist with single-use human approval.

Why use Gjc Sdk Operate on TypingMind?

Because you install it once and use it with any model. Gjc Sdk Operate 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 Operate 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-operate. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Gjc Sdk Operate?

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 Operate?

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

Is the Gjc Sdk Operate 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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