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rag-skill: Skill for Claude Code

.agent/skills/rag-skill/SKILL.md

kb-retriever is a skill for Claude Code, Codex from ConardLi/rag-skill. It costs 105 tokens per session (3,737 once invoked), scanned A, original, no licence file.

A search and question-answering assistant for a local knowledge-base folder, including documents such as PDFs and spreadsheets.

In plain words
What is it for?
Use it to navigate, inspect, and search a local collection of reference files before answering questions from it.
Why use it?
It helps find answers in stored files without loading every file in full.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

This is ConardLi/rag-skill's own configuration. It tells Claude Code and Codex how to work on rag-skill itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything rag-skill configures →

not rated 725repo +3 6mo ago A scan 105 tokens no licence
View source ↗ ConardLi/rag-skill
Reuse

Borrowing it

Nothing to install: this file belongs to ConardLi/rag-skill. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ConardLi/rag-skill/main/.agent/skills/rag-skill/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/ConardLi/rag-skill

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for kb-retriever

README.md
[![agentmods](https://agentmods.dev/badge/skills/conardli/rag-skill/rag-skill/github.svg)](https://agentmods.dev/skills/conardli/rag-skill/rag-skill)
Your own site
<a href="https://agentmods.dev/skills/conardli/rag-skill/rag-skill"><img src="https://agentmods.dev/badge/skills/conardli/rag-skill/rag-skill/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.

agentmods 80×15 button for kb-retriever

Your own site · 80×15
<a href="https://agentmods.dev/skills/conardli/rag-skill/rag-skill"><img src="https://agentmods.dev/badge/skills/conardli/rag-skill/rag-skill.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 105 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,737 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00105 $0.03737
Opus 5.5 $0.00042 $0.01495
Sonnet 5.5 $0.00021 $0.00747
Haiku 4.5 $0.00011 $0.00374

Measured 2mo ago against content hash 9329fac8ad19, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

kb-retriever 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 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/convert_pdf_to_images.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

.agent/skills/rag-skill/SKILL.md · 250 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. 2mo ago First seen · 250 lines · 105 tokens per session scan A 9329fac8ad19

Subscribe to this mod's changes

kb-retriever is a skill published in the GitHub repository ConardLi/rag-skill (725 stars, last pushed 6mo ago), with no licence file. It adds 105 tokens to every session and 3,737 once invoked, about $0.0004 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.

DocumentsPDFResearchSpreadsheets
Related

kb-retriever compared with skills from other repositories

kb-retriever next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
kb-retrieverConardLi/rag-skillSkill7256mo agononeA105Claude Code, Codex
doc-readerHKUDS/Vibe-TradingSkill38kyesterdayMITA65Claude Code, Codex
surfsense-documentsMODSetter/SurfSenseSkill17ktodayApache-2.0A80Claude Code, Codex
xberg-extracting-tablesxberg-io/xbergSkill9.5ktodayMITA36Claude Code
skill-doc-deliverynyldn/claude-octopusSkill4.4ktodayMITA29Claude Code
report-generatorforyourhealth111-pixel/Vibe-SkillsSkill3.8k2d agoApache-2.0A24Claude Code
kordocchrisryugj/kordocSkill2.9kyesterdayMITA253Claude Code