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Loop Planner Agent — Step 1: PLAN · ibrahim-3d | DecimalAI

productivityby ibrahim-3d

Loop Planner Agent — Step 1: PLAN

ibrahim-3d/loop-planner

Source ibrahim-3d/orchestrator-supaconductor ↗License AGPL-3.0

Evaluate-Loop Step 1: PLAN. Use this agent when starting a new track or feature to create a detailed execution plan. Reads spec.md, loads project context, and produces a phased plan.md with specific tasks, acceptance criteria, and dependencies. Triggered by: 'plan feature', 'create plan', 'start track', '/conductor implement' (planning phase).

SkillScore77Maintained

Automatic

Project Management pack

Last verified 8/23/2026

What it changes

Passed 13 of 17 test cases with the skill, and 4 of 17 without it.

Without skill23%

With skill77%

Checks it passed that the model alone missed

Sets task type to ui.
Sets current_step to PLAN.
Sets conflict_free to false.

and 14 more in the full report

12 fixed5 passed either way5 still failing0 broke

Pass-rate lift: +55 pp
Tokens: +154%
Agent turns: 0%
Response time: -57%

Model gemini-3.6-flashMeasured 8/23/2026v117 of 22 cases passed with skill · 17 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/ibrahim-3d-loop-planner/SKILL.md https://app.decimal.ai/s/ibrahim-3d-loop-planner/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add ibrahim-3d-loop-planner, 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/ibrahim-3d-loop-planner/ and pins it in .decimal/skills.lock

decimalai skills add ibrahim-3d-loop-planner

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

curl -fsSL --create-dirs -o .claude/skills/ibrahim-3d-loop-planner/SKILL.md https://app.decimal.ai/s/ibrahim-3d-loop-planner/SKILL.md

Raw file: /s/ibrahim-3d-loop-planner/SKILL.md ↗ · machine-readable summary at /s/ibrahim-3d-loop-planner.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 12

Prompt

The plan file `plan.md` has been written and `metadata.json` has been updated to EVALUATE_PLAN. Which agent should be called next?

What was checked, without and with the skill
Checked	Without skill	With skill
Names loop-plan-evaluator as the handoff target.	Missed	Passed

case-17 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md331 linessingle file

Loop Planner Agent — Step 1: PLAN

Creates detailed, scoped execution plans for tracks. This is Step 1 of the Evaluate-Loop.

Inputs Required

Track spec.md — what needs to be built
conductor/tracks.md — what's already been done (to avoid overlap)
Track plan.md (if exists) — check for prior progress

Workflow

1. Load Context

read_file in order:

conductor/tracks.md — completed tracks and their deliverables
Track's spec.md — requirements for this track
Track's plan.md (if exists) — check what's already [x] done
conductor/product.md — product scope reference
conductor/tech-stack.md — technical constraints

2. Identify Scope Boundaries

Before writing any plan:

List what spec.md asks for (deliverables)
List what's already done in other tracks (from tracks.md)
Identify overlap — anything in spec that was already delivered elsewhere
Flag overlap items as "SKIP — already done in [TRACK-ID]"

3. Create Phased Plan with DAG

write_file plan.md with this structure (now includes dependency DAG for parallel execution):

# [Track Name] — Execution Plan

## Context
- **Track**: [ID]
- **Spec**: [one-line summary]
- **Dependencies**: [list prerequisite tracks]

Track record

Benchmark

13 / 17

test cases passed, vs 4 / 17 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

ibrahim-3d / orchestrator-supaconductor

skills/loop-planner/SKILL.md

View on GitHub ↗

License AGPL-3.0Imported 8/3/2026Version v1

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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

Loop Planner Agent — Step 1: PLAN

Inputs Required

Workflow

1. Load Context

2. Identify Scope Boundaries

3. Create Phased Plan with DAG

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills