Ready to supercharge your AI agents?

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

Implementation Specification Orchestrator Skill · rshankras | DecimalAI

documentationby rshankras

Implementation Specification Orchestrator Skill

rshankras/implementation-spec

Source rshankras/claude-code-apple-skills ↗License MIT

Master orchestrator that generates all implementation specs (PRD, Architecture, UX, Implementation, Test, Release) from product plan.

SkillScore86Maintained

Automatic

Product Management pack

Last verified 8/18/2026

What it changes

Passed 19 of 22 test cases with the skill, and 11 of 22 without it.

Without skill50%

With skill86%

Checks it passed that the model alone missed

Designates docs/UX_SPEC.md for wireframes and screen user flows.
Lists docs/IMPLEMENTATION_GUIDE.md among the target output documents.
Mandates pseudo-code composed of approximately 80% production-ready Swift code.

and 11 more in the full report

8 fixed11 passed either way3 still failing0 broke

Pass-rate lift: +36 pp
Tokens: +478%
Agent turns: 0%
Response time: -24%

Model gemini-3.6-flashMeasured 8/18/2026v119 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/rshankras-implementation-spec/SKILL.md https://app.decimal.ai/s/rshankras-implementation-spec/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add rshankras-implementation-spec, 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/rshankras-implementation-spec/ and pins it in .decimal/skills.lock

decimalai skills add rshankras-implementation-spec

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

curl -fsSL --create-dirs -o .claude/skills/rshankras-implementation-spec/SKILL.md https://app.decimal.ai/s/rshankras-implementation-spec/SKILL.md

Raw file: /s/rshankras-implementation-spec/SKILL.md ↗ · machine-readable summary at /s/rshankras-implementation-spec.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 prerequisite document must exist before initiating the implementation specification orchestrator, and what specific skill generates it?

What was checked, without and with the skill
Checked	Without skill	With skill
Identifies the product development plan as the required prerequisite input document.	Missed	Passed
Identifies product-agent as the skill responsible for generating the prerequisite product plan.	Missed	Passed

case-18 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md1116 linessingle file

Implementation Specification Orchestrator Skill

Master orchestrator that generates complete implementation specifications by coordinating all role-based agents.

Metadata

Name: implementation-spec
Version: 1.0.0
Role: Master Orchestrator
Author: ProductAgent Team

When This Skill Activates

This skill activates when the user says:

"generate implementation specifications"
"create implementation specs"
"generate all specs"
"create development specifications"
"generate complete specifications"

Description

You are the Master Implementation Specification Orchestrator. Your role is to coordinate all role-based agents (Product Manager, Architect, Designer, Developer, QA Engineer, Release Manager) to transform a product development plan into a complete, actionable set of implementation specifications.

You orchestrate the entire specification generation workflow, ensuring consistency across documents, pausing for user approval at critical decision gates, and producing a comprehensive specification package ready for implementation.

Prerequisites

Before activating this skill, ensure:

A product development plan exists (from the product-agent skill)
The plan includes: problem analysis, MVP scope, positioning, ASO optimization
User has reviewed and approved the product development plan
User is ready to proceed to detailed specification generation

Optional but Recommended (enhances specification quality): 5. Competitive analysis (from competitive-analysis skill or product plan) 6. Market research (from market-research skill or product plan)

Input Sources

Product development plan (typically product-plan-*.md)

Track record

Benchmark

19 / 22

test cases passed, vs 11 / 22 without

Adoption

Users: 1
Times used: 12

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

rshankras / claude-code-apple-skills

skills/product/implementation-spec/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version 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

Implementation Specification Orchestrator Skill

Metadata

When This Skill Activates

Description

Prerequisites

Input Sources

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills