Ready to supercharge your AI agents?

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

Get Started Free →

CrewAI - Multi-Agent Orchestration Framework · openlair | DecimalAI

agent toolingby openlair

CrewAI - Multi-Agent Orchestration Framework

openlair/crewai-multi-agent

Source OpenLAIR/dr-claw ↗License NOASSERTION

Multi-agent orchestration framework for autonomous AI collaboration.

SkillScore100Maintained

Automatic

AI Engineer pack

Last verified 8/6/2026

What it changes

Passed 23 of 23 test cases with the skill, and 22 of 23 without it.

Without skill96%

With skill100%

Checks it passed that the model alone missed

Sets max_iter parameter

1 fixed22 passed either way0 still failing0 broke

Pass-rate lift: +4 pp
Tokens: +219%
Agent turns: 0%
Response time: -46%

Model gemini-3.6-flashMeasured 8/6/2026v123 of 23 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/openlair-crewai-multi-agent/SKILL.md https://app.decimal.ai/s/openlair-crewai-multi-agent/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add openlair-crewai-multi-agent, 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/openlair-crewai-multi-agent/ and pins it in .decimal/skills.lock

decimalai skills add openlair-crewai-multi-agent

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

curl -fsSL --create-dirs -o .claude/skills/openlair-crewai-multi-agent/SKILL.md https://app.decimal.ai/s/openlair-crewai-multi-agent/SKILL.md

Raw file: /s/openlair-crewai-multi-agent/SKILL.md ↗ · machine-readable summary at /s/openlair-crewai-multi-agent.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

A test case the skill fixed. Same model, same prompt, with and without the skill.

Prompt

An autonomous agent is looping indefinitely during complex task execution. Which agent configuration setting limits the maximum number of reasoning steps?

What was checked, without and with the skill
Checked	Without skill	With skill
Sets max_iter parameter	Missed	Passed

case-12 · gemini-3.6-flash · 8/6/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md488 lines4 files

CrewAI - Multi-Agent Orchestration Framework

Build teams of autonomous AI agents that collaborate to solve complex tasks.

When to use CrewAI

Use CrewAI when:

Building multi-agent systems with specialized roles
Need autonomous collaboration between agents
Want role-based task delegation (researcher, writer, analyst)
Require sequential or hierarchical process execution
Building production workflows with memory and observability
Need simpler setup than LangChain/LangGraph

Key features:

Standalone: No LangChain dependencies, lean footprint
Role-based: Agents have roles, goals, and backstories
Dual paradigm: Crews (autonomous) + Flows (event-driven)
50+ tools: Web scraping, search, databases, AI services
Memory: Short-term, long-term, and entity memory
Production-ready: Tracing, enterprise features

Use alternatives instead:

LangChain: General-purpose LLM apps, RAG pipelines
LangGraph: Complex stateful workflows with cycles
AutoGen: Microsoft ecosystem, multi-agent conversations
LlamaIndex: Document Q&A, knowledge retrieval

Quick start

Installation

# Core framework
pip install crewai

# With 50+ built-in tools
pip install 'crewai[tools]'

Track record

Benchmark

23 / 23

test cases passed, vs 22 / 23 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 — 8/2/2026

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

OpenLAIR / dr-claw

skills/agents/crewai/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1Bundled 3 files

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

mkurman/crewaiCrewAI — multi-agent AI framework. Role-based agents with defined goals, tools, and memory. Hierarchical and sequential task execution. Human input delegation and process orchestration.Close match-100 pp pass-rate lift

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

CrewAI - Multi-Agent Orchestration Framework

When to use CrewAI

Quick start

Installation

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills