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claude-codedevelopment

Claude-skill-registry llm-call

External LLM invocation. Triggered ONLY by @council,@probe,@crossref,@gpt,@gemini,@grok,@qwen.

install
source · Clone the upstream repo
git clone https://github.com/majiayu000/claude-skill-registry
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/llm-call" ~/.claude/skills/majiayu000-claude-skill-registry-llm-call && rm -rf "$T"
manifest: skills/data/llm-call/SKILL.md
tags
#llm-invocation#parallel-processing#model-collaboration#context-aware
source content

LLM Call

External LLM access. Only activates on explicit triggers.

Triggers

TriggerAction
@council
Query all 4 models in parallel
@gpt
GPT-5.1 only
@gemini
Gemini 3 Pro only
@grok
Grok 4.1 Fast only
@qwen
Qwen3 Max only
@probe
Follow-up question with auto-context from session history
@crossref
Models comment on each other's previous responses

No trigger → Claude handles alone.

Auto-save: All requests automatically save to session with step-based folders for history tracking.

Why This Pattern Exists

The value is independent perspective, not review.

If Claude shows its draft to external models, they anchor on it. Instead:

  1. Claude forms complete answer first
  2. External models answer the same question independently (they never see Claude's draft)
  3. Claude compares all answers afterward

External models cannot: search web, use tools, see files, or access conversation history. Claude must include all relevant context in the query.

Workflow - Follow STRICTLY

Input: 

===QUERY===
(required), 
===DRAFT===
(optional), 
===PROBE===
(probe only)

Draft: If Claude has answered the question, Claude SHOULD NOT include this section in 

council
phase to save context window. Claude can pass the draft if the user invoked 
@crossref
afterall.

Single Model (
@gpt
, 
@gemini
, 
@grok
, 
@qwen
)

cli.py -m single -M gpt << 'EOF'
===QUERY===
Question + context
===DRAFT===  
Claude's answer
EOF

Council (
@council
)

cli.py -m council << 'EOF'
===QUERY===
Question + context
===DRAFT===
Claude's answer
EOF

Add 

-c
for confidence ratings.

Probe (
@probe
)

Follow-up with auto-context from ALL previous steps.

cli.py -m probe << 'EOF'
===QUERY===
Explain more about [point]
===PROBE===
@gpt
EOF

Auto-gathers history → sends to model → saves to new step.

Crossref (
@crossref
)

Purpose: Each model sees what ALL others said and comments on their responses.

Crossref requires Claude's draft. Two ways to provide it:

  1. If you already included ===DRAFT=== in the council step:
   cli.py -m crossref
  1. If you only sent the query in council (no draft):
   cli.py -m crossref << 'EOF'
   ===DRAFT===
   Claude's answer here
   EOF

What each model receives:

  • Original question
  • Their own previous answer (if they had one)
  • Claude's draft (if available)
  • All OTHER models' responses

ALL 4 models are always invoked, even if one failed in the council step. A model that failed earlier can still comment on others' responses.

Session: Auto-saves to 

/tmp/sessions/s_TIMESTAMP/1/
, 
/2/
, etc. Each step folder contains 
.md
files (query, draft, gpt, gemini, grok).

Script Reference

ModeUsage
council
All 4 models (auto-save)
single -M <model>
One model (auto-save)
probe
Follow-up with auto-context
crossref
Models critique each other
status
Show session
clear
Delete session

Flags:

  • -M
    model (gpt/gemini/grok/qwen)
  • -c
    confidence mode
  • -S
    session ID or 
    new
    (optional)

The 
-c
Flag (Confidence)

What it does: Asks each model to rate its confidence and explain what would change its answer.

When to use it:

  • Factual/analytical questions where certainty matters
  • To surface what evidence each model is relying on

The 
-S
Flag (Session)

Options:

  • -S new
    — Force create a new session (useful when starting a new topic)
  • -S <session_id>
    — Use a specific session (e.g., 
    -S s_20250101_120000_1234
    )
  • (omit) — Auto-use current session, or create if none exists

When to use 

-S new
:

  • Starting a completely new topic/question
  • Want to keep previous session separate