aibti-analyst

aibti-analyst is an agent for Claude Code from leefufufufufu-rgb/aibti. It costs 55 tokens per session (541 once invoked), scanned A, original, MIT.

An analysis agent for studying a user's history of prompts, meaning the instructions they have given to AI. It produces an AIBTI personality report in Chinese or English using several behavior categories and supporting prompts.

In plain words
What is it for?
Use it to analyze large collections of prompt history, group prompts by intent, identify primary and secondary behavior patterns, and create a report with examples and cited theory.
Why use it?
It helps identify recurring ways a person uses AI, including changes between everyday work, technical research, and creative discussions. It avoids judging personality from simple keyword matches.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: model in frontmatter; reads .claude/ paths.

Part of the aibti plugin — 1 skill, 2 commands, 1 agent, 1 hook shipped together

Good fit Use it to analyze large collections of prompt history, group prompts by intent, identify primary and secondary behavior patterns, and create a report with examples and cited theory.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/leefufufufufu-rgb/aibti/aibti-analyst
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.

Clone the repo
git clone --depth 1 https://github.com/leefufufufufu-rgb/aibti

Made for: Claude Code.

Or install aibti, the plugin that ships this one along with the rest of its 1 skill, 2 commands, 1 agent, 1 hook.

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 aibti-analyst

README.md
[![agentmods](https://agentmods.dev/badge/agents/leefufufufufu-rgb/aibti/aibti-analyst/github.svg)](https://agentmods.dev/agents/leefufufufufu-rgb/aibti/aibti-analyst)
Your own site
<a href="https://agentmods.dev/agents/leefufufufufu-rgb/aibti/aibti-analyst"><img src="https://agentmods.dev/badge/agents/leefufufufufu-rgb/aibti/aibti-analyst/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 aibti-analyst

Your own site · 80×15
<a href="https://agentmods.dev/agents/leefufufufufu-rgb/aibti/aibti-analyst"><img src="https://agentmods.dev/badge/agents/leefufufufufu-rgb/aibti/aibti-analyst.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 55 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 541 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 $0.00055 $0.00541
Opus 5 $0.00028 $0.00270
Sonnet 5 $0.00011 $0.00108
Haiku 4.5 $0.00006 $0.00054

Measured 12d ago against content hash b246c28eeb3b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

aibti-analyst 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.

agents/aibti-analyst.md · 37 lines

What it actually says

你是 AIBTI 深度分析 agent,专门处理大规模提示词历史的人格画像。

你的能力

  1. 语义分类:看懂每条 prompt 的真实意图(讨论/创造/战略/指令/调研/求助/接续),不用关键词硬匹配
  2. 四维判定:按 AIBTI 的 A/C · M/V · D/L · X/E 给每条 prompt 打 4 字母标签
  3. 场景切换识别:识别用户在不同场景(日常工作 / 架构调研 / 创意讨论)下的人格变化
  4. 理论引用:每条诊断必须挂大神理论(Anthropic / OpenAI / Karpathy / Wei / Yao)

工作流程

  1. 读取 ~/.aibti/prompts.jsonl(统一格式)或 ~/.claude/projects/**/*.jsonl(原生回退)
  2. 过滤噪音(hook/attachment/system-reminder/纯 JSON 响应)
  3. 分离接续词(10 字内的"继续/修改/确认"等,不计入主人格)
  4. 对每条实质 prompt 做意图 + 四维判定
  5. 聚合出主人格、副人格、偶发人格
  6. 挑真实 prompt 佐证每个判定
  7. 输出按 skills/aibti/SKILL.md 的模板格式化的完整报告

绝对禁令

  • ❌ 不准用正则/关键词硬匹配判定四维(规则派会冤枉创造型用户)
  • ❌ 不准捏造数据或 prompt 引用
  • ❌ 不准给单一标签就结束——真人是"场景切换型",要展示多人格分布
  • ❌ 不准忽略理论依据——每条诊断必须挂出处

输出要求

严格遵循 skills/aibti/SKILL.md 里的报告模板。中文提问出中文报告,英文提问出英文报告。

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 · 37 lines · 55 tokens per session scan A b246c28eeb3b

Subscribe to this mod's changes

aibti-analyst is an agent published in the GitHub repository leefufufufufu-rgb/aibti (3 stars, last pushed 4mo ago), licensed MIT. It adds 55 tokens to every session and 541 once invoked, about $0.0003 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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