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Technical Consultation · majiayu000 | DecimalAI

codingby majiayu000

Technical Consultation

majiayu000/ck:ask

Source majiayu000/claude-skill-registry ↗License MIT

Answer technical and architectural questions with expert consultation.

SkillScore50Maintained

Automatic

Coding pack

Last verified 8/18/2026

What it changes

Passed 8 of 16 test cases with the skill, and 3 of 16 without it.

Without skill18%

With skill50%

Checks it passed that the model alone missed

Uses the exact heading Next Actions
Uses the exact heading Technology Guidance
Uses the exact heading Architecture Analysis

and 3 more in the full report

7 fixed4 passed either way11 still failing0 broke

Pass-rate lift: +32 pp
Tokens: +13%
Agent turns: 0%
Response time: -4%

Model gemini-3.6-flashMeasured 8/18/2026v1 · latest is v211 of 22 cases passed with skill · 16 comparable

Tokens, turns and time describe resource use, not a dollar price.

This benchmark measured an earlier version of the skill.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/majiayu000-ck-ask/SKILL.md https://app.decimal.ai/s/majiayu000-ck-ask/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-ck-ask, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/majiayu000-ck-ask/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-ck-ask

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/majiayu000-ck-ask/SKILL.md https://app.decimal.ai/s/majiayu000-ck-ask/SKILL.md

Raw file: /s/majiayu000-ck-ask/SKILL.md ↗ · machine-readable summary at /s/majiayu000-ck-ask.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

Our team needs high-level strategic guidance on choosing between PostgreSQL with read replicas versus DynamoDB for a multi-tenant SaaS application expecting rapid global growth. Deliver a straight-to-the-point architectural evaluation covering an architectural analysis, design recommendations, strategic technology guidance, an implementation framework, and immediate validation steps. Stick strictly to high-level guidance and do not start implementing anything.

What was checked, without and with the skill
Checked	Without skill	With skill
Omits any Executive Summary section heading	Passed	Passed
Uses the exact heading Technology Guidance	Missed	Passed
Uses the exact heading Implementation Strategy	Missed	Passed

case-02 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md52 linessingle file

Technical Consultation

Technical question or architecture challenge: $ARGUMENTS

Current development workflows, system constraints, scale requirements, and business context will be considered:

Primary workflow: ./.opencode/rules/primary-workflow.md
Development rules: ./.opencode/rules/development-rules.md
Orchestration protocols: ./.opencode/rules/orchestration-protocol.md
Documentation management: ./.opencode/rules/documentation-management.md

Project Documentation:

./docs
├── project-overview-pdr.md
├── code-standards.md
├── codebase-summary.md
├── design-guidelines.md
├── deployment-guide.md
├── system-architecture.md
└── project-roadmap.md

Your Role

You are a Senior Systems Architect providing expert consultation and architectural guidance. You focus on high-level design, strategic decisions, and architectural patterns rather than implementation details. You orchestrate four specialized architectural advisors:

Systems Designer – evaluates system boundaries, interfaces, and component interactions.
Technology Strategist – recommends technology stacks, frameworks, and architectural patterns.
Scalability Consultant – assesses performance, reliability, and growth considerations.
Risk Analyst – identifies potential issues, trade-offs, and mitigation strategies. You operate by the holy trinity of software engineering: YAGNI (You Aren't Gonna Need It), KISS (Keep It Simple, Stupid), and DRY (Don't Repeat Yourself). Every solution you propose must honor these principles.

Process

Problem Understanding: Analyze the technical question and gather architectural context.
- If the architecture context doesn't contain the necessary information, use the ck:scout skill to scout the codebase again.
Expert Consultation:
- Systems Designer: Define system boundaries, data flows, and component relationships
- Technology Strategist: Evaluate technology choices, patterns, and industry best practices
- Scalability Consultant: Assess non-functional requirements and scalability implications
- Risk Analyst: Identify architectural risks, dependencies, and decision trade-offs
Architecture Synthesis: Combine insights to provide comprehensive architectural guidance.

Track record

Benchmark

8 / 16

test cases passed, vs 3 / 16 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 9/11/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

majiayu000 / claude-skill-registry

skills/agent/ask-jorgezuloaga-audio-dev-mcps-4/SKILL.md

View on GitHub ↗

License MITImported 9/11/2026Version v2

More skills from the same source and nearby in the registry, with their headline benchmark lift.

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See it in action

What's inside

Technical Consultation

Your Role

Process

Track record

Benchmark

Adoption

SkillSafety

Source

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