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Adaptive Workflow Composer · stijnman | DecimalAI

agent toolingby stijnman

Adaptive Workflow Composer

stijnman/adaptive-workflow-composer

Source stijnman/grok-custom-skills ↗License MIT

Composes multi-step agent workflows from goals and available skills. Use whe ntasks need orchestration or user says compose workflow, plan steps, adaptiv epipeline. Triggers: compose workflow, plan steps.

SkillScore95Maintained

Automatic

AI Engineer pack

Last verified 8/15/2026

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

Maps subtasks using tool-discovery-engine.
References workflow-composer in the response.
References tool-discovery-engine in the response.

and 9 more in the full report

9 fixed12 passed either way1 still failing0 broke

Pass-rate lift: +41 pp
Tokens: -27%
Agent turns: 0%
Response time: -37%

Model gemini-3.6-flashMeasured 8/15/2026v221 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/stijnman-adaptive-workflow-composer/SKILL.md https://app.decimal.ai/s/stijnman-adaptive-workflow-composer/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add stijnman-adaptive-workflow-composer, 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/stijnman-adaptive-workflow-composer/ and pins it in .decimal/skills.lock

decimalai skills add stijnman-adaptive-workflow-composer

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

curl -fsSL --create-dirs -o .claude/skills/stijnman-adaptive-workflow-composer/SKILL.md https://app.decimal.ai/s/stijnman-adaptive-workflow-composer/SKILL.md

Raw file: /s/stijnman-adaptive-workflow-composer/SKILL.md ↗ · machine-readable summary at /s/stijnman-adaptive-workflow-composer.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

Can you compose a workflow for generating a weekly newsletter from fresh blog posts? I want a clear plan that maps out subtask dependencies, assigns tasks to available system tools, highlights parallel segments, and produces a dependency DAG outlining primary and backup options if a tool fails.

What was checked, without and with the skill
Checked	Without skill	With skill
Maps subtasks using tool-discovery-engine.	Missed	Passed
Includes fallback options for assigned tools.	Passed	Passed

case-05 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md35 linessingle file

Adaptive Workflow Composer

When to Use

User says compose workflow or task matches this capability
User says plan steps or task matches this capability
User says adaptive pipeline or task matches this capability
User says orchestrate task or task matches this capability

Workflow

Parse goal into subtasks with dependencies.
Map subtasks to installed skills via tool-discovery-engine.
Order steps; identify parallelizable segments.
Output workflow DAG with skill assignments and fallbacks.

Integrations

workflow-composer
multi-agent-orchestrator
tool-discovery-engine

Error Handling

Failure	Response
No matching skill	Suggest natural-language-to-skill or manual step.

Gotchas

Prefer fewer steps; merge trivial subtasks.

Example

Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.

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 v5 — 8/15/2026

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

stijnman / grok-custom-skills

.grok/skills/adaptive-workflow-composer/SKILL.md

View on GitHub ↗

License MITImported 8/15/2026Version v2

Other skills for the same job

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

Adaptive Workflow Composer

When to Use

Workflow

Integrations

Error Handling

Gotchas

Example

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills