oracle SKILL.md skillA
oracle from simota/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add simota/agent-skills/oracle@git:20261019.e7cdf45Pins git:20261019.e7cdf45 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- simota/agent-skills
- Path
oracle/SKILL.md- Versions recorded
- 9
- Latest version
- git:20261019.e7cdf45, committed Oct 19, 2026
- First version recorded
- Aug 19, 2026
- Size
- 23,993 bytes
- Repository stars
- 99
- License
- MIT
Designing and evaluating AI/ML systems: prompt engineering, RAG design, LLM application patterns, AI safety, evaluation frameworks, MLOps, cost optimization. Use for AI pipelines or eval harnesses.
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
mdr add simota/agent-skills/oracle@sha256:01df3a8055f1fadcThe line at the top of this page pins the label git:20261019.e7cdf45, 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.
[](https://markdownregistry.com/a/art_zsma5naxuegzteh2)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 9 versions of this file, between Aug 19, 2026 and Oct 19, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261019.e7cdf45 latest | 2026-10-19 | e7cdf45 | 23,993 B | A | view · diff |
| git:20261009.1e21383 | 2026-10-09 | 1e21383 | 23,888 B | A | view · diff |
| git:20260917.c805268 | 2026-09-17 | c805268 | 23,800 B | A | view · diff |
| git:20260916.35ffd55 | 2026-09-16 | 35ffd55 | 23,867 B | A | view · diff |
| git:20260820.4d4eeea | 2026-08-20 | 4d4eeea | 24,038 B | A | view · diff |
| git:20260820.e942f01 | 2026-08-20 | e942f01 | 24,015 B | A | view · diff |
| git:20260820.22a71d0 | 2026-08-20 | 22a71d0 | 26,123 B | A | view · diff |
| git:20260820.9805aa1 | 2026-08-20 | 9805aa1 | 27,367 B | A | view · diff |
| git:20260819.9d3efaf | 2026-08-19 | 9d3efaf | 27,063 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (23993 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
simota/agent-skills · 99 stars · license MIT · pushed 2026-10-26 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zsma5naxuegzteh2 GET https://markdownregistry.com/api/v1/resolve?ref=simota/agent-skills/oracle GET https://markdownregistry.com/api/v1/blob/01df3a8055f1fadcad37f0c6009f2a54ed53836496834fe4b6e0367c38f2061f
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.
More from simota/agent-skills
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