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affaan-m/product-capability

affaan-m

product-capability

Translate PRD intent, roadmap asks, or product discussions into an implementation-ready capability plan that exposes constraints, invariants, interfaces, and unresolved decisions before multi-service work starts. Use when the user needs an ECC-native PRD-to-SRS lane instead of vague planning prose.

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v1.1Saved Apr 20, 2026

Product Capability

This skill turns product intent into explicit engineering constraints.

Use it when the gap is not "what should we build?" but "what exactly must be true before implementation starts?"

When to Use

  • A PRD, roadmap item, discussion, or founder note exists, but the implementation constraints are still implicit
  • A feature crosses multiple services, repos, or teams and needs a capability contract before coding
  • Product intent is clear, but architecture, data, lifecycle, or policy implications are still fuzzy
  • Senior engineers keep restating the same hidden assumptions during review
  • You need a reusable artifact that can survive across harnesses and sessions

Canonical Artifact

If the repo has a durable product-context file such as PRODUCT.md, docs/product/, or a program-spec directory, update it there.

If no capability manifest exists yet, create one using the template at:

  • docs/examples/product-capability-template.md

The goal is not to create another planning stack. The goal is to make hidden capability constraints durable and reusable.

Non-Negotiable Rules

  • Do not invent product truth. Mark unresolved questions explicitly.
  • Separate user-visible promises from implementation details.
  • Call out what is fixed policy, what is architecture preference, and what is still open.
  • If the request conflicts with existing repo constraints, say so clearly instead of smoothing it over.
  • Prefer one reusable capability artifact over scattered ad hoc notes.

Inputs

Read only what is needed:

  1. Product intent
    • issue, discussion, PRD, roadmap note, founder message
  2. Current architecture
    • relevant repo docs, contracts, schemas, routes, existing workflows
  3. Existing capability context
    • PRODUCT.md, design docs, RFCs, migration notes, operating-model docs
  4. Delivery constraints
    • auth, billing, compliance, rollout, backwards compatibility, performance, review policy

Core Workflow

1. Restate the capability

Compress the ask into one precise statement:

  • who the user or operator is
  • what new capability exists after this ships
  • what outcome changes because of it

If this statement is weak, the implementation will drift.

2. Resolve capability constraints

Extract the constraints that must hold before implementation:

  • business rules
  • scope boundaries
  • invariants
  • trust boundaries
  • data ownership
  • lifecycle transitions
  • rollout / migration requirements
  • failure and recovery expectations

These are the things that often live only in senior-engineer memory.

3. Define the implementation-facing contract

Produce an SRS-style capability plan with:

  • capability summary
  • explicit non-goals
  • actors and surfaces
  • required states and transitions
  • interfaces / inputs / outputs
  • data model implications
  • security / billing / policy constraints
  • observability and operator requirements
  • open questions blocking implementation

4. Translate into execution

End with the exact handoff:

  • ready for direct implementation
  • needs architecture review first
  • needs product clarification first

If useful, point to the next ECC-native lane:

  • project-flow-ops
  • workspace-surface-audit
  • api-connector-builder
  • dashboard-builder
  • tdd-workflow
  • verification-loop

Output Format

Return the result in this order:

CAPABILITY
- one-paragraph restatement

CONSTRAINTS
- fixed rules, invariants, and boundaries

IMPLEMENTATION CONTRACT
- actors
- surfaces
- states and transitions
- interface/data implications

NON-GOALS
- what this lane explicitly does not own

OPEN QUESTIONS
- blockers or product decisions still required

HANDOFF
- what should happen next and which ECC lane should take it

Good Outcomes

  • Product intent is now concrete enough to implement without rediscovering hidden constraints mid-PR.
  • Engineering review has a durable artifact instead of relying on memory or Slack context.
  • The resulting plan is reusable across Claude Code, Codex, Cursor, OpenCode, and ECC 2.0 planning surfaces.
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Overall Score

82/100

Grade

B

Good

Safety

95

Quality

80

Clarity

87

Completeness

72

Summary

This skill translates product requirements and discussions into implementation-ready capability plans that explicitly surface constraints, invariants, interfaces, and unresolved decisions. It structures product intent into an SRS-style artifact suitable for multi-service coordination before coding begins.

Detected Capabilities

Read and synthesize product documentation (PRDs, roadmaps, discussions)Analyze existing repository architecture and constraintsExtract and formalize implicit business rulesDefine data model and interface implicationsCreate structured capability specification documentIdentify unresolved product decisions and blockers

Trigger Keywords

Phrases that MCP clients use to match this skill to user intent.

PRD to implementationcapability contractcross-service planningproduct constraintsfeature architecturecapability specificationhidden assumptions

Use Cases

  • Convert PRD into engineering constraints before implementation
  • Define capability contract across multiple services or teams
  • Surface hidden assumptions from product discussions
  • Create durable product-context artifact for reuse
  • Clarify scope and invariants before architecture review

Quality Notes

  • Excellent clarity: non-negotiable rules section explicitly prevents common errors (inventing product truth, smoothing over conflicts)
  • Strong structure: core workflow is sequential and actionable with clear inputs, process steps, and outputs
  • Good scope definition: explicitly calls out what skill owns vs. defers to other ECC lanes
  • Comprehensive input guidance: lists specific artifact types to read (PRDs, RFCs, schemas, contracts)
  • Output format is well-defined: readers know exactly what sections to expect and in what order
  • Reference to external template (`docs/examples/product-capability-template.md`) is helpful but not included in manifest — no risk, as skill directs user to repo-local resource
  • Balanced guidance on when to update existing vs. create new artifacts (PRODUCT.md vs. new capability files)
  • Missing: no error handling guidance for conflicting inputs or ambiguous product intent
  • Missing: no examples of good vs. poor capability statements or constraints
  • Missing: guidance on when analysis is 'complete enough' vs. over-analyzed
Model: claude-haiku-4-5-20251001Analyzed: Apr 20, 2026

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Version History

v1.1

Content updated

2026-04-20

Latest
v1.0

No changelog

2026-04-12

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