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Audit Case Rag

Local-first, event-driven RAG for commercial real estate audit & investigation case folders. Index a case directory named like "项目问题编号__标题" (with stage subfolders such as 01_policy_basis/02_process/04_settlement_payment) and query it with citations (file:// links + PDF

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High Signal

Local-first, event-driven RAG for commercial real estate audit & investigation case folders. Index a case directory named like "项目问题编号__标题" (with stage subfolders such as 01_policy_basis/02_process/04_settlement_payment) and query it with citations (file:// links + PDF

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Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
SKILL.md, references/case-folder-template.md, scripts/audit_case_rag.py, scripts/requirements.txt

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
0.1.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 6 sections Open source page

audit-case-rag

This skill packages a local-only workflow to build a searchable evidence index for a single audit/investigation case and query it with page-level citations.

0) Prepare a case folder (事件驱动)

Create a case directory named: <项目问题编号>__<标题> Inside, use stage folders (stage is inferred from folder name): 01_policy_basis/ (basis) — 制度/流程/授权 02_process/ (process) — 招采/定标/过程证据 03_contract/ (contract) — 合同/补充协议 04_settlement_payment/ (payment) — 结算/付款/发票/验收 05_comm/ (comm) — 邮件/会议纪要/IM 06_interviews/ (interview) — 访谈/笔录/询证 07_workpapers/ (workpaper) — 底稿/抽样/复核表 09_rectification/ (rectification) — 整改/闭环 Full template: references/case-folder-template.md

1) Install dependencies (local)

From the skill folder (or copy the script into your repo): python3 -m venv .venv source .venv/bin/activate pip install -r scripts/requirements.txt LibreOffice is recommended for Office→PDF page citations: soffice must be available (PATH) or pass --soffice /path/to/soffice.

2) Index the case

./scripts/audit_case_rag.py index \ --case-dir "/path/to/<项目问题编号>__<标题>" \ --out-dir "/path/to/audit_rag_db" Outputs: manifest.jsonl written into the case directory audit_rag_db/<case_id>.joblib (persistent local index)

3) Query with event filters

./scripts/audit_case_rag.py query \ --case "<项目问题编号>" \ --stage payment \ "付款节点是否倒挂?请给出处页码" Notes: Evidence lines include clickable file://...#page=N citations when possible. Retrieval is hybrid: embedding recall + TF‑IDF rerank (alpha configurable).

Safety/Privacy

No cloud APIs. Everything runs locally. Do not commit outputs (indices, converted PDFs) to git.

Category context

Workflow acceleration for inboxes, docs, calendars, planning, and execution loops.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
2 Docs1 Scripts1 Files
  • SKILL.md Primary doc
  • references/case-folder-template.md Docs
  • scripts/audit_case_rag.py Scripts
  • scripts/requirements.txt Files