Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Backend.AI Guide Skill · microck | DecimalAI

researchby microck

Backend.AI Guide Skill

microck/backend-ai-guide

Source microck/ordinary-claude-skills ↗License NOASSERTION

Expert guide for Backend.AI distributed computing platform. Automatically activates when users ask about: - Backend.AI architecture, components (Manager, Agent, Storage Proxy, Webserver, App Proxy) - Features (session scheduling, Sokovan orchestrator, multi-tenancy, resource allocation) - APIs (REST, GraphQL), authentication, RBAC authorization - Container runtime (kernels, jail sandbox, hook library, virtual folders) - Accelerator support (CUDA, ROCm, TPU, NPU, Graphcore IPU) - Client SD

SkillScore77Maintained

Automatic

AI Engineer pack

Last verified 8/21/2026

What it changes

Passed 15 of 20 test cases with the skill, and 11 of 20 without it.

Without skill55%

With skill77%

Checks it passed that the model alone missed

Response specifies src/ai/backend/web/README.md as the component documentation path
Response specifies src/ai/backend/agent/README.md as the location for Agent documentation
Response identifies src/ai/backend/manager/README.md as the path for Manager documentation

and 4 more in the full report

7 fixed10 passed either way3 still failing2 broke

Pass-rate lift: +23 pp
Tokens: +50%
Agent turns: 0%
Response time: -18%

Model gemini-3.6-flashMeasured 8/21/2026v117 of 22 cases passed with skill · 20 comparable

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

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/microck-backend-ai-guide/SKILL.md https://app.decimal.ai/s/microck-backend-ai-guide/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add microck-backend-ai-guide, 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/microck-backend-ai-guide/ and pins it in .decimal/skills.lock

decimalai skills add microck-backend-ai-guide

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

curl -fsSL --create-dirs -o .claude/skills/microck-backend-ai-guide/SKILL.md https://app.decimal.ai/s/microck-backend-ai-guide/SKILL.md

Raw file: /s/microck-backend-ai-guide/SKILL.md ↗ · machine-readable summary at /s/microck-backend-ai-guide.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

What is the primary GitHub repository URL used as the starting point for fetching official Backend.AI documentation?

What was checked, without and with the skill
Checked	Without skill	With skill
Response cites https://github.com/lablup/backend.ai/blob/main/README.md as the primary source URL	Missed	Passed

case-12 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md183 linessingle file

Backend.AI Guide Skill

Purpose

This skill provides expert-level information about the Backend.AI platform by:

Fetching official documentation from the Backend.AI GitHub repository
Recursively exploring Major Components documentation links
Following relevant links to gather comprehensive technical details
Providing accurate, source-backed answers about Backend.AI architecture and features

When to Use

Activate this skill when the user asks about:

Backend.AI platform overview or architecture
Backend.AI components (Manager, Agent, Storage Proxy, Webserver, App Proxy)
Backend.AI setup, requirements, or infrastructure
Backend.AI APIs (REST, GraphQL)
Backend.AI features (session scheduling, resource allocation, multi-tenancy)
Backend.AI kernels, containers, or runtime elements
How the WebUI connects to or interacts with Backend.AI backend
Differences between Backend.AI components

Primary Documentation Sources

Main README: https://github.com/lablup/backend.ai/blob/main/README.md
- Overview and architecture
- Major Components section with component links
- Requirements and setup information
Major Component READMEs: Follow links from the Major Components section
- Manager component details
- Agent component details
- Storage Proxy details
- Webserver details
- App Proxy details
- And other components

Track record

Benchmark

15 / 20

test cases passed, vs 11 / 20 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 v4 — 8/3/2026

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

microck / ordinary-claude-skills

skills_all/backend-ai-guide/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/3/2026Version v1

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

Ready to supercharge your AI agents?

See it in action

What's inside

Backend.AI Guide Skill

Purpose

When to Use

Primary Documentation Sources

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills