Borrowing it
Nothing to install: this file belongs to AliceLJY/recallnest. 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/AliceLJY/recallnest/main/CLAUDE.mdgit clone --depth 1 https://github.com/AliceLJY/recallnestWrote 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/aliceljy/recallnest/claude-md)<a href="https://agentmods.dev/instructions/aliceljy/recallnest/claude-md"><img src="https://agentmods.dev/badge/instructions/aliceljy/recallnest/claude-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/aliceljy/recallnest/claude-md"><img src="https://agentmods.dev/badge/instructions/aliceljy/recallnest/claude-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 | $0.17568 | $0.17568 |
| Opus 5.5 | $0.07027 | $0.07027 |
| Sonnet 5.5 | $0.03514 | $0.03514 |
| Haiku 4.5 | $0.01757 | $0.01757 |
Grade A, and why
recallnest CLAUDE.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 today.
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 — 71 lines — stays where its author put it; the contents beside it link to each section on GitHub.
RecallNest 项目规则
1. 技术栈约束（强制）
- 运行时：Bun。禁止使用
npm、yarn、pnpm，所有命令走bun - 语言：TypeScript strict。禁止
any类型，复杂接口提取到独立类型文件 - 向量存储：LanceDB。不引入其他向量数据库
- 嵌入模型：Jina v5。不替换嵌入方案
- MCP 协议：
@modelcontextprotocol/sdk。MCP tools 统一走registerTool()
2. 编码规范
- 新增 MCP tool 必须同时写测试（
src/__tests__/） - 禁止生成带
// TODO或// placeholder的半成品代码——缺信息就停下来问 - 修改已有 tool 的 schema 前，先确认调用方兼容性
- 脚本放
scripts/，不在src/之外创建业务.ts文件
3. Agent 行为准则
- 写代码后必须自己跑测试：执行
bun test，读报错，自主修复，直到全绿才交付 - 实现新功能前，先输出分步计划并等待确认，再进入执行阶段
- 任务颗粒度过大时，主动拆分子任务逐步推进，不要一口气撸完然后崩溃
- 禁止用未验证的
git status结果写入 checkpoint
4. Git Push 规则（重要！）
- 所有 push 只推 origin（
AliceLJY/recallnest） - 绝对不要 push 到 upstream（
CortexReach/memory-lancedb-pro）—— 那是上游公开仓库，推了等于暴露私有改造 - 默认
git push即可（默认推 origin） - 需要给上游提 PR 时，走 fork + PR 流程，不直接 push
5. Feature Flag
RECALLNEST_MULTI_VECTOR=true— 多向量 L0/L1/L2 检索RECALLNEST_KG_MODE=true— KG 三元组提取 + 图遍历（2026-10-06 注：kg_triples里有 6,331 条的来源记忆已在这一天删除——会话原文切片带走 4,948 条、同日删掉的 4 月无层级摘要带走 1,383 条——来源 id 悬空。读取端查不到来源会跳过，但图遍历先截名额再查（retriever.ts的 PPR 与expandViaKG），所以开这个开关之前先清掉来源不在 memories 表里的三元组）RECALLNEST_EMOTION_SCORING=true— Emotion detection + salience-weighted Weibull decay + arousal boost + retrieval scoringRECALLNEST_CONSTRUCTIVE_RETRIEVAL=true— Multi-source candidate expansion + source-map grounded reconstruction (resume default, search opt-in)RECALLNEST_NARRATIVE_MODE=true— Autobiographical narrative metadata layer (life-period / general-event / specific-event)RECALLNEST_PREDICTIVE_MEMORY=true— Heuristic-predicted prospective reminders (zero LLM, behavioral signals)RECALLNEST_POPULARITY_RANKING（默认bounded，=legacy回旧行为）— 排序上把相关度与流行度拆开：访问计数加成、热度混合、频次加成三环不跑，链尾一步 ×(1+0.2·h)（h = min(1, log2(1+evolution.accessCount)/5)）、只加不减、检索器内部不截平、retrieve()出口截到 1；下游「给全文」档（adaptive 全文、resume 折叠 L2）改用 0.80。2026-09-25 起默认就是 bounded（Alice 看过正式 shadow 后拍板）；显式设RECALLNEST_POPULARITY_RANKING=legacy回到切默认之前的行为，逐字节不变（设计、互审与 shadow：sync-bridgeAI产出/2026-09-24-recallnest-新条目排序/第二步-plan.md与同目录 README 第九节）RECALLNEST_TRIGGER_LENGTH_EXEMPT— 经 trigger 到达的条目另走「trigger 那一路」：以 trigger 分为底（hybrid ×0.9）走完长度归一之前的环节、不做长度归一，与正文那一路取大。2026-09-25 起默认开，只有显式设false才关（同RECALLNEST_TRIGGER_RECALL的写法）
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.
- today Changed · +241 tokens per session af05b663dd7c
- 4d ago Changed · +5 lines · +909 tokens per session 9050bd2f5e83
- 10d ago Changed · +686 tokens per session 2cf31a35633b
- 18d ago Changed · +486 tokens per session 6dafdc4dc021
- 21d ago Changed · +2 lines · +769 tokens per session 0d47a3a5f683
- 22d ago Changed · +4 lines · +4,862 tokens per session b8212670aa5a
- 1mo ago Changed · +2 lines · +4,840 tokens per session 009a610d9853
- 1mo ago Changed · +517 tokens per session 9db586647ba5
- 1mo ago Changed · +751 tokens per session b31efb2a0bbe
- 1mo ago First seen · 58 lines · 3,507 tokens per session scan A 8340d786e4e8
recallnest CLAUDE.md is an instructions file published in the GitHub repository AliceLJY/recallnest (15 stars, last pushed yesterday), licensed MIT. It adds 17,568 tokens to every session, about $0.0703 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.