How do I install the Audit Case RAG skill?

Run npx skillmds@latest add dvcrn/audit-case-rag in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Audit Case RAG safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. Capability flags: executes scripts. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Audit Case RAG?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Audit Case RAG free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Audit Case RAG?

dvcrn (@dvcrn) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Audit Case RAG by dvcrn — Agent Skill

Name: Audit Case RAG
Rating: 4.666666666666667 (3 reviews)
Author: dvcrn

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 #page). Use when you need to organize 50-200 mixed documents (PDF/DOCX/PPTX/XLSX) per case, enforce case_id+stage filtering, retrieve evidence fast, and answer questions with page-level references for workpapers, 整改闭环, or 举报线索调查.

dvcrn Updated Sep 8, 2026 32 repo stars

File contents

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.

Workflow

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.

---name: audit-case-ragdescription: 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 #page). Use when you need to organize 50-200 mixed documents (PDF/DOCX/PPTX/XLSX) per case, enforce case_id+stage filtering, retrieve evidence fast, and answer questions with page-level references for workpapers, 整改闭环, or 举报线索调查.---# audit-case-ragThis 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**.## Workflow### 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):```bashpython3 -m venv .venvsource .venv/bin/activatepip 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```bash./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```bash./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.

Frequently asked questions