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AI Agents & LLM Development Skills · majiayu000 | DecimalAI

agent toolingby majiayu000

AI Agents & LLM Development Skills

majiayu000/ai-llm-skills-guide

Source majiayu000/claude-skill-registry ↗License MIT

Guide for AI Agents and LLM development skills including RAG, multi-agent systems, prompt engineering, memory systems, and context engineering.

SkillScore95Maintained

Automatic

AI Engineer pack

Last verified 9/3/2026

What it changes

Passed 21 of 22 test cases with the skill, and 12 of 22 without it.

Without skill55%

With skill95%

Checks it passed that the model alone missed

Recommends supporting streaming responses.
Classifies summarization under context compression.
Includes Weights & Biases under observability tools.

and 8 more in the full report

9 fixed12 passed either way1 still failing0 broke

Pass-rate lift: +41 pp
Tokens: -7%
Agent turns: 0%
Response time: -28%

Model gemini-3.6-flashMeasured 9/3/2026v121 of 22 cases passed with skill

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/majiayu000-ai-llm-skills-guide/SKILL.md https://app.decimal.ai/s/majiayu000-ai-llm-skills-guide/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-ai-llm-skills-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/majiayu000-ai-llm-skills-guide/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-ai-llm-skills-guide

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

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

Raw file: /s/majiayu000-ai-llm-skills-guide/SKILL.md ↗ · machine-readable summary at /s/majiayu000-ai-llm-skills-guide.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

Our automated tool needs to fetch the complete README file containing the full categorized list of AI skills and resource links from GitHub. What exact web resource URL should be requested?

What was checked, without and with the skill
Checked	Without skill	With skill
Provides the URL https://raw.githubusercontent.com/gmh5225/awesome-skills/refs/heads/main/README.md.	Missed	Passed

case-18 · gemini-3.6-flash · 9/3/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md106 linessingle file

AI Agents & LLM Development Skills

Scope

Use this skill when:

Finding or adding AI/LLM related skills
Understanding agent architecture patterns
Working with RAG, embeddings, or vector databases
Implementing multi-agent systems

Key Skill Categories

Agent Frameworks

Framework	Description
LangGraph	Stateful, multi-actor AI applications
CrewAI	Role-based multi-agent orchestration
AutoGen	Microsoft's multi-agent framework

RAG (Retrieval-Augmented Generation)

Component	Skills
Embeddings	Text embedding models, chunking strategies
Vector DBs	Pinecone, Weaviate, Chroma, Qdrant
Retrieval	Hybrid search, reranking, context optimization

Observability & Tracing

Tool	Purpose
Langfuse	Open-source LLM observability
LangSmith	LangChain tracing and debugging
Weights & Biases	ML experiment tracking

Memory Systems

| Type | Description |

Track record

Benchmark

21 / 22

test cases passed, vs 12 / 22 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 — 8/10/2026

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/ai-llm/ai-llm-skills-gmh5225-awesome-skills-2/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version 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

AI Agents & LLM Development Skills

Scope

Key Skill Categories

Agent Frameworks

RAG (Retrieval-Augmented Generation)

Observability & Tracing

Memory Systems

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills