Home / scorpio-meow / askmiao · GitHub

llms.txtA

llms.txt from scorpio-meow/askmiao is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add scorpio-meow/askmiao/llms.txt@git:20261107.f1caf71

Pins git:20261107.f1caf71 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
scorpio-meow/askmiao
Path
llms.txt
Versions recorded
5
Latest version
git:20261107.f1caf71, committed Nov 7, 2026
First version recorded
Nov 1, 2026
Size
19,590 bytes
Repository stars
3
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# AskMiao

[繁體中文](llms.txt) | [English](llms_en.txt)

> 會自己查證、答案附出處的企業知識庫對話系統（版本 8.2.2）。FastAPI 後端以混合檢索（FAISS + BM25 + Cross-Encoder）與 ReAct 研究 Agent 回答問題，答案以 `[n]` 對應實際引用的片段或網頁；React 前端以 SSE 串流顯示研究歷程與引用來源。

本檔給 AI Agent 使用：修改程式前先讀「系統約束」，修改後依「驗證」執行檢查。

## 檔案地圖

### 檢索與研究 Agent

- [backend/app/rag/contextual_rag.py](backend/app/rag/contextual_rag.py): HybridContextualRAG 門面；新增、刪除片段、清空與重建索引、啟動校正都從這裡進入
- [backend/app/rag/indices/chunk_store.py](backend/app/rag/indices/chunk_store.py): `rag_chunks` 讀寫，片段的唯一來源
- [backend/app/rag/indices/vector_store.py](backend/app/rag/indices/vector_store.py): FAISS `IndexIDMap2`（id 為 chunk_id）、舊索引改名 `.legacy.bak` / `.mismatch.bak`
- [backend/app/rag/indices/bm25_store.py](backend/app/rag/indices/bm25_store.py): Whoosh BM25（`doc_id` 為 chunk_id）與斷詞簽章
- [backend/app/rag/tokenizers.py](backend/app/rag/tokenizers.py): jieba 斷詞、`TOKENIZER_RULES_VERSION`
- [backend/app/rag/retrievers/hybrid.py](backend/app/rag/retrievers/hybrid.py): RRF 融合、精確比對、重排與相關性門檻
- [backend/app/rag/research_session.py](backend/app/rag/research_session.py): 單次提問的引用編號、`web_fetch` 網址來源限制、讀過知識庫後停用聯網、不可信資料包裝
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add scorpio-meow/askmiao/llms.txt@sha256:aab7079358221add

The line at the top of this page pins the label git:20261107.f1caf71, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_jdcqfw7bntmktbsx.svg)](https://markdownregistry.com/a/art_jdcqfw7bntmktbsx)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Nov 1, 2026 and Nov 7, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20261107.f1caf71 latest2026-11-07 f1caf71 19,590 BA view · diff
git:20261107.a238cc72026-11-07 a238cc7 19,566 BA view · diff
git:20261107.b9a31af2026-11-07 b9a31af 17,747 BA view · diff
git:20261103.14854482026-11-03 1485448 17,723 BA view · diff
git:20261101.bf5caa52026-11-01 bf5caa5 17,699 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (19590 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

scorpio-meow/askmiao · 3 stars · license MIT · pushed 2026-11-08 · branch New

API

GET https://markdownregistry.com/api/v1/artifacts/art_jdcqfw7bntmktbsx
GET https://markdownregistry.com/api/v1/resolve?ref=scorpio-meow/askmiao/llms.txt
GET https://markdownregistry.com/api/v1/blob/aab7079358221add1e3950a38012b12e75ddbae22381c3dbb7bfe8149e85df5d

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to add an llms.txt file to a website · which agent file does what.

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