build-paths-beginner

build-paths-beginner is a skill for Claude Code, Codex from oracle-devrel/oracle-ai-developer-hub. It costs 93 tokens per session (3,403 once invoked), scanned A, original, no licence file.

A setup guide for building a small RAG chatbot, which answers questions from supplied documents or web content, using Oracle 26ai Free and related tools. It offers PDF, Markdown, and web-based versions with a shared structure.

In plain words
What is it for?
It helps create beginner-level chatbots that use PDFs, Markdown files, or web pages as their source material, with Open WebUI as the interface.
Why use it?
It gives people new to Oracle a defined starting point for building a document-questioning chatbot without designing the project structure themselves.

Skill for Claude CodeCodex

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

Good fit It helps create beginner-level chatbots that use PDFs, Markdown files, or web pages as their source material, with Open WebUI as the interface.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/oracle-devrel/oracle-ai-developer-hub/beginner
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add oracle-devrel/oracle-ai-developer-hub --skill beginner
Clone the repo
git clone --depth 1 https://github.com/oracle-devrel/oracle-ai-developer-hub

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 build-paths-beginner

README.md
[![agentmods](https://agentmods.dev/badge/skills/oracle-devrel/oracle-ai-developer-hub/beginner/github.svg)](https://agentmods.dev/skills/oracle-devrel/oracle-ai-developer-hub/beginner)
Your own site
<a href="https://agentmods.dev/skills/oracle-devrel/oracle-ai-developer-hub/beginner"><img src="https://agentmods.dev/badge/skills/oracle-devrel/oracle-ai-developer-hub/beginner/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 build-paths-beginner

Your own site · 80×15
<a href="https://agentmods.dev/skills/oracle-devrel/oracle-ai-developer-hub/beginner"><img src="https://agentmods.dev/badge/skills/oracle-devrel/oracle-ai-developer-hub/beginner.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 93 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,403 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. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 4 findings, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Agent Snooping · line 20
    Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.
    Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
  • medium Agent Snooping · line 21
    Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.
    Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
  • medium Tool Misuse · line 78
    Tool defaults are unsafe or overly permissive (e.g. disabled TLS verification, no authentication, world-writable permissions). Unsafe defaults widen the attack surface.
    Fix: Override unsafe defaults with secure settings (verify=True, auth required, restrictive permissions). Review and harden all tool configurations.
  • medium Rogue Agent · line 105
    Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.
    Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
How audits are shown
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 $0.00093 $0.03403
Opus 5.5 $0.00037 $0.01361
Sonnet 5.5 $0.00019 $0.00681
Haiku 4.5 $0.00009 $0.00340

Measured 1mo ago against content hash c9d1ab05e708, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

build-paths-beginner 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 1mo ago.

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.

build-paths/beginner/SKILL.md · 176 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

1 file 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. 1mo ago First seen · 176 lines · 93 tokens per session scan A c9d1ab05e708

Subscribe to this mod's changes

build-paths-beginner is a skill published in the GitHub repository oracle-devrel/oracle-ai-developer-hub (4,437 stars, last pushed yesterday), with no licence file. It adds 93 tokens to every session and 3,403 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.

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