LoongSuite Pilot is a local telemetry collector that gathers activity from AI coding agents, converts their different records into a shared event format, and exports the data to selected destinations. Development teams use it to inspect agent usage, token consumption, sessions, tools, traces, and security-sensitive data. Its catalogue add-ons support working with and configuring the collector for coding-agent telemetry.
Borrowing it
Nothing to install: this file belongs to alibaba/loongsuite-pilot. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/alibaba/loongsuite-pilot/main/AGENTS.mdgit clone --depth 1 https://github.com/alibaba/loongsuite-pilotWrote 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.
[](https://agentmods.dev/instructions/alibaba/loongsuite-pilot/agents-md)<a href="https://agentmods.dev/instructions/alibaba/loongsuite-pilot/agents-md"><img src="https://agentmods.dev/badge/instructions/alibaba/loongsuite-pilot/agents-md/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.
<a href="https://agentmods.dev/instructions/alibaba/loongsuite-pilot/agents-md"><img src="https://agentmods.dev/badge/instructions/alibaba/loongsuite-pilot/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.04729 | $0.04729 |
| Opus 5.5 | $0.01892 | $0.01892 |
| Sonnet 5.5 | $0.00946 | $0.00946 |
| Haiku 4.5 | $0.00473 | $0.00473 |
Grade A, and why
loongsuite-pilot AGENTS.md 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 1mo 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.
How it starts
The opening of the file, as written. The whole thing — 192 lines — stays where its author put it; the contents beside it link to each section on GitHub.
loongsuite-pilot 项目导航
多 AI Agent 轻量数据采集平台 — 自动发现、多种采集方式、多目标数据输出
架构总览
┌──────────────────────────────────────────────────────────────────┐
│ Orchestrator │
│ (启动编排 / 生命周期管理) │
├─────────────┬─────────────┬───────────────┬──────────────────────┤
│ Discovery │ Deployment │ Input │ Output │
│ 发现 Agent │ 部署采集能力 │ 数据采集 │ 数据输出 │
├─────────────┼─────────────┼───────────────┼──────────────────────┤
│ AgentDiscov │ Deployment │ InputManager │ MultiFlusher │
│ eryService │ Manager │ │ ├─ SlsFlusher │
│ │ AgentDef │ BaseIdeInput │ ├─ JsonlFlusher │
│ AgentContro │ Loader │ BaseSqlite.. │ ├─ HttpFlusher │
│ lManager │ HookStrategy│ BaseHookInput │ └─ OtlpTraceFlusher │
│ │ PluginProbe │ BaseSession.. │ │
│ │ Strategy │ BaseCliForw.. │ │
├─────────────┴─────────────┴───────────────┴──────────────────────┤
│ File Collection (独立文件采集管道) │
│ FileCollectionManager → N × FilePipeline (FileTailer + SlsSender)│
├──────────────────────────────────────────────────────────────────┤
│ Checkpoint (StateStore / SnapshotStore) │ Updater (自动更新) │
├──────────────────────────────────────────────────────────────────┤
│ Interceptor（collector 进程内 loopback HTTP：本地 hook 拦截判定） │
│ CLI hook → collector 内 HTTP → 顺序规则引擎（fail-open） │
└──────────────────────────────────────────────────────────────────┘
模块清单
| 模块 | 路径 | 职责 | 详细文档 |
|---|---|---|---|
| 核心编排 | src/core/ |
启动流程、生命周期、Agent 发现与准入控制 | 产品概览 |
| 输入源 | src/inputs/ |
6 种采集基类 + 各 Agent 实现 | 新 Agent 接入 |
| 数据输出 | src/flushers/ |
SLS / JSONL / HTTP 多目标扇出 | 配置指南 |
| 文件采集 | src/file-collection/ |
本地文件采集 → SLS 独立管道 | SLS 输出 |
| 部署管理 | src/deployment/ |
声明式 Agent 部署（Hook / Plugin-Probe） | Agent 定义 |
| 归一化 | src/normalization/ |
原始数据 → AgentActivityEntry 标准格式 | 输出事件 Schema |
| 持久化 | src/checkpoints/ |
StateStore + SnapshotStore 状态管理 | 临时异常下的 Checkpoint |
| 自动更新 | src/updater/ |
多版本管理、增量更新、灰度发布、自动回滚 | 安装与服务管理 |
| 本地拦截 | src/interceptor/ |
Qoder Desktop/CLI 同步拦截 hook + 千问办公 command hook / 企业 HTTP + OpenClaw 插件内拦截；HTTP 服务在 collector 进程内 | 本地拦截 |
| 运行时 | deploy/ |
安装、CLI、服务管理、版本指针 | 安装与服务管理 |
| 本地 Dashboard | src/dashboard/ + src/status-bar/metrics-summary-writer.ts |
默认随主进程启停的本地页面；生成并展示 metrics-summary.json 汇总 |
安装与服务管理 |
| 类型定义 | src/types/ |
ClientType、事件结构、配置类型 | 输出事件 Schema |
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.
- 1mo ago Changed · +7 lines · +236 tokens per session b4cac313d245
- 1mo ago Changed · +52 lines · +1,660 tokens per session 0f0cbb294d54
- 1mo ago Changed · +17 tokens per session f50dfa20c552
- 1mo ago First seen · 133 lines · 2,816 tokens per session scan A 24e9078ed2b0
loongsuite-pilot AGENTS.md is an instructions file published in the GitHub repository alibaba/loongsuite-pilot (228 stars, last pushed today), licensed Apache-2.0. It adds 4,729 tokens to every session, about $0.0189 per session on Opus 5.5. 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 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
vscode model-prompts.instructions.md
Model-specific prompt authoring and registry guidelines.