Agent skill
feature-plan
Plan feature implementation across services and roles — parse requirements, understand project architecture (ARCHITECTURE.md, CLAUDE.md), decompose into work packages per service/role, estimate complexity, produce an actionable implementation plan. Part of the umbrella feature workflow.
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/other/other/feature-plan-avav25-ai-assets
SKILL.md
Feature Plan
Plan a feature implementation by understanding the project architecture, decomposing work into service-level and role-level packages, and producing an actionable plan. This is the planning phase — no code is written here. Output feeds into /feature-dev for execution.
1. Receive Feature Requirements
Gather the feature specification from the user:
- Accepted formats: PRD, ARD, design doc, implementation plan, ticket/issue, verbal description
- Read every provided document thoroughly
- Extract and organize:
- Goal: What the feature does (1–2 sentences)
- Requirements: Functional (what it does) and non-functional (performance, security, compliance)
- Acceptance criteria: How to verify the feature works
- Constraints: Deadlines, compatibility, dependencies on other teams/services
- Out of scope: What this feature explicitly does NOT cover
If the specification is ambiguous or incomplete — ask before proceeding. Do not assume missing requirements.
2. Understand Project Architecture
Read and internalize the project's structure to plan correctly:
2a. Read Architecture Documentation
Read the following files (if they exist):
ARCHITECTURE.md— system overview, component boundaries, data flow, service mapCLAUDE.md(root) — tech stack declaration, project structure, conventions- Subdirectory
CLAUDE.mdfiles — per-service/module context and stack info
Extract:
- Service/module boundaries (monolith modules, microservices, frontend/backend split)
- Tech stack per service (language, framework, database, messaging)
- Communication patterns (REST, gRPC, events, shared DB)
- Data flow relevant to the feature
- Deployment topology (monorepo vs polyrepo, shared vs independent deploys)
2b. Scan Project Structure
If documentation is incomplete or absent, scan the filesystem:
// turbo
ls -la (or dir for Windows)
Look for:
- Monorepo signals:
packages/,services/,apps/, rootpackage.jsonwith workspaces, Nx/Turborepo config - Polyrepo signals: Single service, one
CLAUDE.md, one tech stack - Infrastructure:
terraform/,infra/,k8s/,helm/,docker-compose.yml - Dependency files:
package.json,pom.xml,requirements.txt,go.mod,*.csprojper service
2c. Build Service Map
Create a map of services/modules the feature touches:
## Service Map
| Service/Module | Tech Stack | Role | Affected by Feature |
|---|---|---|---|
| [name] | [lang + framework] | @[role] | [yes/no — how] |
| [name] | [lang + framework] | @[role] | [yes/no — how] |
| infrastructure | Terraform / K8s | Agent(devops-engineer) | [yes/no — how] |
3. Decompose into Work Packages
Break the feature into work packages — each package is a self-contained unit of work scoped to one service/module and one role.
3a. Identify Work Streams
Group changes by responsibility:
| Work Stream | Role | Scope |
|---|---|---|
| Frontend | Agent(frontend-engineer) |
UI components, pages, client-side logic, API integration |
| Backend API | Agent(java-engineer) / Agent(python-engineer) |
Endpoints, business logic, data access, validation |
| Data Layer | Agent(db-engineer) |
Database schema, migrations, queries, indexing, optimization |
| Infrastructure | Agent(devops-engineer) |
Terraform, Docker, K8s, config, secrets |
| Cloud Architecture | Agent(cloud-architect) |
Cloud platform design, landing zones, networking, cost optimization |
| CI/CD Architecture | Agent(devops-architect) |
Pipeline design, deployment strategy, GitHub org governance, platform engineering |
| ML / Data | Agent(ml-engineer) |
Models, pipelines, feature engineering. For LLM/RAG/agent features also consult context-engineering skill |
| Data Pipelines | Agent(data-engineer) |
ETL/ELT, data warehousing, Spark, dbt, Airflow |
| Mobile | Agent(mobile-engineer) |
React Native, Flutter, iOS, Android apps |
| Marketing Content | Agent(marketing-strategist) |
Positioning, messaging, GTM, landing pages |
| Architecture | Agent(system-architect) |
System design, ARCHITECTURE.md, component boundaries, tech selection |
| Cross-cutting | Agent(software-engineer) |
Shared libraries, contracts, API specs |
Only include work streams that the feature actually requires. Do not add empty streams.
3b. Define Work Packages
For each work stream, create ordered work packages:
### [Work Stream]: [Service Name] — @[role]
#### WP-[N]: [Title]
- **Description**: What to implement
- **Files**: Expected files to create/modify
- **Dependencies**: Which WPs must complete first
- **Acceptance criteria**: How to verify this WP is done
- **Complexity**: S (hours) / M (day) / L (days) / XL (week+)
Rules for decomposition:
- Each WP is independently testable
- WPs within a stream are ordered by dependency (foundations first)
- Cross-service dependencies are explicitly marked
- Database migrations always come before code that uses them
- API contracts defined before consumer implementation
3c. Define Integration Points
For features spanning multiple services, explicitly document:
<integration_points>
- API contracts: Request/response schemas for new or modified endpoints
- Events/messages: New event types, payload schemas, producers, consumers
- Shared types: DTOs, enums, or constants shared across services
- Database changes: Schema migrations, new tables/columns, index requirements
- Configuration: New env vars, feature flags, secrets needed </integration_points>
4. Dependency Graph
Visualize the execution order:
## Dependency Graph
WP-1: [DB migration]
└─► WP-2: [Backend API]
├─► WP-3: [Frontend integration]
└─► WP-4: [Infrastructure/config]
WP-5: [Tests] ← depends on WP-2, WP-3
Identify:
- Critical path: Longest chain of dependent WPs — determines minimum timeline
- Parallelizable: WPs that can be worked on simultaneously by different roles
- Blockers: External dependencies (other teams, third-party APIs, approvals)
5. Risk Assessment
Evaluate risks for each work stream:
| Risk | Impact | Likelihood | Mitigation |
|---|---|---|---|
| [risk description] | High/Med/Low | High/Med/Low | [mitigation strategy] |
Common risks to evaluate:
- Breaking changes to existing APIs (backward compatibility)
- Database migration on large tables (performance, downtime)
- Cross-service coordination (deployment order matters)
- New dependencies or services (operational complexity)
- Security implications (new auth flows, data exposure)
6. Present the Plan
Compile the full plan and present to the user:
# Feature Plan: [Feature Name]
## Goal
[1–2 sentences]
## Architecture Impact
- Services affected: [list]
- New services: [if any]
- Database changes: [yes/no — summary]
- Infrastructure changes: [yes/no — summary]
## Work Packages
### Stream 1: [name] — @[role]
| WP | Title | Complexity | Dependencies | Status |
|----|-------|------------|--------------|--------|
| WP-1 | [title] | M | — | planned |
| WP-2 | [title] | S | WP-1 | planned |
### Stream 2: [name] — @[role]
| WP | Title | Complexity | Dependencies | Status |
|----|-------|------------|--------------|--------|
| WP-3 | [title] | L | WP-1 | planned |
## Critical Path
WP-1 → WP-2 → WP-5 (estimated: [timeframe])
## Risks
[table from Step 5]
## Next Step
Run `/feature-dev` per work package, applying the designated role.
Wait for user approval. The user may reorder, split, merge, or remove work packages.
7. Update FEATURES.md
After the plan is approved, apply Agent(product-manager) and update FEATURES.md:
- If
FEATURES.mddoes not exist — create it at the project root - Add or update the feature entry with status
planned - If the feature has a PRD or spec — save it in
features/directory and link fromFEATURES.md
8. Handoff to Implementation
After approval, guide execution:
- Sequential (single developer): Execute WPs in dependency order using
/feature-devfor each - Parallel (multiple developers/sessions): Assign independent WPs to separate sessions, each applying the appropriate role
- Track WP status:
planned→in_progress→done - Update the plan if scope changes during implementation
Integration
- Input: PRD, ARD, design doc, or user request
- Preceded by:
/feature-design(produces PRD),/architecture(produces ARD, design docs, API contracts, engineering estimates) - Followed by:
/feature-dev(implementation per work package) - Roles:
Agent(product-manager)(requirements),Agent(solution-architect)/Agent(system-architect)(architecture),Agent(cloud-architect)(cloud platform),Agent(devops-architect)(CI/CD architecture), stack-specific roles (work packages) - Skills:
context-engineeringskill (context pipeline design, RAG, memory, agent harness — for AI/LLM feature work packages)
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