oracle SKILL.md skillA

oracle from seaworld008/commonly-used-high-value-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add seaworld008/commonly-used-high-value-skills/oracle@v1.0.5

Pins v1.0.5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
seaworld008/commonly-used-high-value-skills
Path
openclaw-skills/oracle/SKILL.md
Versions recorded
5
Latest version
v1.0.5, committed Nov 4, 2026
First version recorded
Sep 6, 2026
Size
24,157 bytes
Repository stars
74
License
MIT

Use when designing or reviewing LLM applications: prompts, RAG pipelines, agent tool loops, eval suites, AI safety guardrails, and model cost routing.

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

<!--
CAPABILITIES_SUMMARY:
- prompt_engineering: Design, optimize, and evaluate LLM prompts
- rag_design: Design RAG architectures (chunking, retrieval, reranking)
- llm_application_patterns: Design LLM integration patterns (agents, chains, tools)
- ai_safety: Evaluate AI safety, bias, and alignment concerns
- evaluation_frameworks: Design eval suites for LLM outputs
- mlops: Design ML pipeline, monitoring, and deployment patterns
- cost_optimization: Optimize LLM usage costs (model selection, caching, batching)
- agent_system_design: Design application-level LLM agents (tool-use loops, tool-call schemas, context/memory, subagent delegation, termination conditions, failure modes)
- llm_cost_optimization: LLM-API cost tuning (token budget per request, prompt caching TTL, model tier routing haiku/sonnet/opus, batch API vs streaming, context compression, per-feature SLO/cost budget)
- ai_architecture_review: Design review of AI-embedding systems (12 lenses, risk tiers R0-R3, conditional approval with exit criteria, re-review triggers, four-owner responsibility split)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add seaworld008/commonly-used-high-value-skills/oracle@sha256:003121d26824c9e7

The line at the top of this page pins the label v1.0.5, 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_6vq5llehmvsu7azw.svg)](https://markdownregistry.com/a/art_6vq5llehmvsu7azw)

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

Versions

The registry has recorded 5 versions of this file, between Sep 6, 2026 and Nov 4, 2026, about one every 15 days.

versioncommittedcommitsizeaudit
v1.0.5 latest2026-11-04 35f38d6 24,157 BA view · diff
v1.0.42026-10-26 aec9f0d 24,028 BA view · diff
v1.0.32026-10-03 819bce3 24,028 BA view · diff
v1.0.22026-09-07 7aad3b0 24,050 BA view · diff
v1.0.12026-09-06 e36bbe4 24,143 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (24157 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

seaworld008/commonly-used-high-value-skills · 74 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6vq5llehmvsu7azw
GET https://markdownregistry.com/api/v1/resolve?ref=seaworld008/commonly-used-high-value-skills/oracle
GET https://markdownregistry.com/api/v1/blob/003121d26824c9e7d51fcee70db8d831493c83f74b4c4c51c9c3245cfbadecfd

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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in seaworld008/commonly-used-high-value-skills

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