multi-ai-panel

multi-ai-panel is a skill for Claude Code, Codex from xiaojiou176-open/multi-ai-panel. It costs 20 tokens per session (216 once invoked), scanned A, original, MIT.

A local workspace for comparing one prompt across several supported AI chat tabs.

In plain words
What is it for?
It checks the local bridge and readiness, runs side-by-side comparisons, analyzes them, and manages comparison workflows.
Why use it?
It lets you compare different AI responses before choosing or analyzing a result.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions Codex.

Good fit It checks the local bridge and readiness, runs side-by-side comparisons, analyzes them, and manages comparison workflows.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/xiaojiou176-open/multi-ai-panel/agentganggang
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add xiaojiou176-open/multi-ai-panel --skill agentganggang
Clone the repo
git clone --depth 1 https://github.com/xiaojiou176-open/multi-ai-panel

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for multi-ai-panel

README.md
[![agentmods](https://agentmods.dev/badge/skills/xiaojiou176-open/multi-ai-panel/agentganggang/github.svg)](https://agentmods.dev/skills/xiaojiou176-open/multi-ai-panel/agentganggang)
Your own site
<a href="https://agentmods.dev/skills/xiaojiou176-open/multi-ai-panel/agentganggang"><img src="https://agentmods.dev/badge/skills/xiaojiou176-open/multi-ai-panel/agentganggang/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for multi-ai-panel

Your own site · 80×15
<a href="https://agentmods.dev/skills/xiaojiou176-open/multi-ai-panel/agentganggang"><img src="https://agentmods.dev/badge/skills/xiaojiou176-open/multi-ai-panel/agentganggang.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 20 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 216 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00020 $0.00216
Opus 5 $0.00010 $0.00108
Sonnet 5 $0.00004 $0.00043
Haiku 4.5 $0.00002 $0.00022

Measured 12d ago against content hash 6ebd7c91781f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

multi-ai-panel scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

mcp/integration-kits/public-bundles/codex-bundle/skills/agentganggang/SKILL.md · 33 lines

What it actually says

MultiAiPanel

Use this skill when Codex should compare one prompt across multiple supported AI chat tabs through the local MultiAiPanel MCP surface.

Smallest useful flow

  1. multi-ai-panel.bridge_status
  2. multi-ai-panel.check_readiness
  3. multi-ai-panel.compare

Preferred full flow

  1. multi-ai-panel.bridge_status
  2. multi-ai-panel.check_readiness
  3. multi-ai-panel.compare
  4. multi-ai-panel.analyze_compare
  5. multi-ai-panel.run_workflow
  6. multi-ai-panel.get_workflow_run
  7. multi-ai-panel.list_workflow_runs
  8. multi-ai-panel.resume_workflow

Boundary

  • MultiAiPanel remains the compare-first browser workspace.
  • Codex remains the outer coding loop.
  • This bundle assumes Codex already knows how to launch the local MultiAiPanel MCP server.
Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 33 lines · 20 tokens per session scan A 6ebd7c91781f

Subscribe to this mod's changes

multi-ai-panel is a skill published in the GitHub repository xiaojiou176-open/multi-ai-panel (2 stars, last pushed 2mo ago), licensed MIT. It adds 20 tokens to every session and 216 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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