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Multi-Agent Roles - Professional AI Role Design · berabuddies | DecimalAI

Registry skillby berabuddies

Multi-Agent Roles - Professional AI Role Design

berabuddies/multi-agent-roles-professional-ai-role-design

Source berabuddies/semia ↗License Apache-2.0

This skill provides a comprehensive framework for designing professional multi-agent systems. It includes standardized role definitions for various AI applications and workflows.

SkillScore86Maintained

Automatic

AI Engineer pack

Last verified 8/16/2026

What it changes

Passed 18 of 21 test cases with the skill, and 11 of 21 without it.

Without skill50%

With skill86%

Checks it passed that the model alone missed

Mentions Role Fit.
Includes Skill Development.
Mentions Role Effectiveness.

and 18 more in the full report

9 fixed10 passed either way2 still failing1 broke

Pass-rate lift: +36 pp
Tokens: +100%
Agent turns: 0%
Response time: -45%

Model gemini-3.6-flashMeasured 8/16/2026v119 of 22 cases passed with skill · 21 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/berabuddies-multi-agent-roles-professional-ai-role-design/SKILL.md https://app.decimal.ai/s/berabuddies-multi-agent-roles-professional-ai-role-design/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add berabuddies-multi-agent-roles-professional-ai-role-design, 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/berabuddies-multi-agent-roles-professional-ai-role-design/ and pins it in .decimal/skills.lock

decimalai skills add berabuddies-multi-agent-roles-professional-ai-role-design

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

curl -fsSL --create-dirs -o .claude/skills/berabuddies-multi-agent-roles-professional-ai-role-design/SKILL.md https://app.decimal.ai/s/berabuddies-multi-agent-roles-professional-ai-role-design/SKILL.md

Raw file: /s/berabuddies-multi-agent-roles-professional-ai-role-design/SKILL.md ↗ · machine-readable summary at /s/berabuddies-multi-agent-roles-professional-ai-role-design.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 8

Prompt

What are four key practices for managing performance in multi-agent system roles?

What was checked, without and with the skill
Checked	Without skill	With skill
Includes Role-Specific Metrics.	Passed	Passed
Includes Continuous Feedback.	Missed	Passed
Includes Skill Development.	Missed	Passed

case-20 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md391 lines2 files

Multi-Agent Roles - Professional AI Role Design

Overview

This skill provides a comprehensive framework for designing professional multi-agent systems. It includes standardized role definitions for various AI applications and workflows.

Core Concept

A well-designed multi-agent system requires:

Specialized Roles: Agents with specific expertise
Clear Boundaries: Each role has well-defined responsibilities
Efficient Communication: Agents collaborate without overlap
Scalability: System can grow with additional roles

Professional Role Definitions

1. Strategy & Analysis Roles

1.1. Strategic Planner

Responsibilities:
- Define long-term goals and objectives
- Analyze market trends and opportunities
- Develop strategic roadmaps
- Make high-level decisions
Skills: Strategic thinking, business acumen, data analysis
Use Cases: Project planning, product strategy, business development

1.2. Data Analyst

Responsibilities:
- Collect and analyze data
- Identify patterns and trends
- Generate insights and recommendations
- Create reports and visualizations
Skills: Data analysis, statistical modeling, visualization
Use Cases: Business intelligence, performance tracking, market research

1.3. Risk Manager

Responsibilities:
- Identify and assess potential risks

Track record

Benchmark

18 / 21

test cases passed, vs 11 / 21 without

Adoption

Users: 1
Times used: 7

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

berabuddies / semia

tests/fixtures/skills/xiulipan/multi-agent-roles/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1Bundled 1 file

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

Multi-Agent Roles - Professional AI Role Design

Overview

Core Concept

Professional Role Definitions

1. Strategy & Analysis Roles

1.1. Strategic Planner

1.2. Data Analyst

1.3. Risk Manager

Track record

Benchmark

Adoption

SkillSafety

Source

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