Does this skill help prevent AI hallucinations?

Absolutely. By enforcing Documentation Discovery and Anti-Pattern Guards, it prevents Claude from inventing non-existent API methods or parameters based on assumptions.

Can this skill be used for existing codebases?

Yes, it is specifically designed to discover existing patterns and anti-patterns within your current codebase to ensure new features align with established standards.

What is Phase 0 in the Make Plan skill?

Phase 0 is a mandatory documentation discovery step where subagents search for real API signatures and code patterns before any implementation steps are actually drafted.

How does the subagent reporting contract work?

Subagents must provide specific sources, concrete findings, and copy-ready snippets; the orchestrator is instructed to reject any report that lacks evidence or sources.

Smart Implementation Planner

Name: Smart Implementation Planner
Author: thedotmack

bythedotmack

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66,391

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生産性とワークフロー

Generates structured, multi-phase implementation plans backed by automated documentation discovery and subagent verification.

The Smart Implementation Planner skill transforms Claude into a high-level orchestrator that breaks down complex coding tasks into verifiable, documentation-first phases. It utilizes a specialized delegation model where subagents conduct deep fact-gathering to ensure all API signatures and implementation patterns are accurate before any code is written. By enforcing a mandatory 'Phase 0' for documentation discovery and strict anti-pattern guards, it prevents common AI pitfalls like hallucinating methods or skipping verification, ensuring a reliable and grounded development workflow across long-running sessions.

主な機能

01Subagent Delegation Model: Assigns fact-gathering to subagents while the orchestrator synthesizes the final strategy.

0266,391 GitHub stars

03Verifiable Milestones: Includes specific verification checklists for every phase to ensure implementation matches requirements.

04Session-Aware Structuring: Frames tasks into self-contained phases that can be executed consecutively across different chat contexts.

05Anti-Pattern Prevention: Explicitly identifies and blocks the use of deprecated parameters or non-existent API methods.

06Phase 0 Documentation Discovery: Automatically scans docs and examples to establish ground-truth APIs before planning.

ユースケース

01Planning major feature migrations where API signatures and patterns have changed significantly.

02Creating complex, multi-step implementation roadmaps designed for LLM-driven execution.

03Onboarding onto a new codebase by discovering and documenting existing internal patterns before writing code.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add thedotmack/claude-mem make-plan

For use in Claude.ai and ChatGPT