memory-landscape-reviewUse when the user wants to review auto-memory, promote durable instructions into CLAUDE.md or local memory, and clean up duplicates or conflicts.
Install via ClawdBot CLI:
clawdbot install wimi321/memory-landscape-reviewGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated May 9, 2026
A new developer joins a project with multiple memory files (CLAUDE.md, local notes, auto-memory). The agent reviews and classifies existing memories, spots outdated references to deprecated APIs, and proposes a clean, consolidated CLAUDE.md with only current instructions. The developer reviews and approves before any edits.
A fast-moving startup has accumulated auto-memory entries from dozens of past sessions. Many are conflicting (e.g., different naming conventions). The agent creates a report grouping entries by scope (personal vs team-wide), flags conflicts, and suggests promoting consistent standards into a durable team memory file.
A user asks the agent to review their personal auto-memory for project-specific notes vs general preferences. The agent identifies which entries should be moved to a local memory file (e.g., preferred coding style) and which are transient session notes. The user approves promotions.
A freelancer juggles multiple client projects with separate local memories. Auto-memory contains cross-client overlap causing duplicates. The agent separates client-specific instructions, proposes a shared 'my preferences' memory file, and removes stale entries from old projects.
After migrating from separate repos to a monorepo, auto-memory holds conflicting team conventions. The agent reviews all memory layers, identifies duplicate CI instructions, and proposes a unified team-wide CLAUDE.md. The team reviews and approves before consolidation.
Offer a subscription service that integrates with AI coding assistants to automatically manage and optimize memory landscapes across teams. Revenue comes from monthly per-seat fees.
Provide consultancy services to organizations to audit, classify, and restructure their AI agent memories into maintainable knowledge bases. Revenue from project-based fees or retainers.
Release the memory review tool as open-source. Offer a premium tier with advanced conflict detection, cloud sync, and detailed reports. Revenue from premium subscriptions or enterprise support contracts.
💬 Integration Tip
Integrate by hooking into the AI assistant's autosave events to collect memory snapshots, then schedule periodic reviews or trigger on explicit user request.
Scored May 9, 2026
Control desktop applications on Windows — launch, close, focus, resize, move windows, simulate keyboard/mouse input, manage processes, control VSCode, read clipboard, and capture screen info. Use when the user wants to interact with any running program, switch windows, type text, press shortcuts, open files in VSCode, manage running processes, or get system display information.
Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
Coding style memory that adapts to your preferences, conventions, and patterns for consistent coding.
Pragmatic coding standards for writing clean, maintainable code — naming, functions, structure, anti-patterns, and pre-edit safety checks. Use when writing new code, refactoring existing code, reviewing code quality, or establishing coding standards.
Claude Code integration for OpenClaw. This skill provides interfaces to: - Query Claude Code documentation from https://code.claude.com/docs - Manage subagents and coding tasks - Execute AI-assisted coding workflows - Access best practices and common workflows Use this skill when users want to: - Get help with coding tasks - Query Claude Code documentation - Manage AI-assisted development workflows - Execute complex programming tasks
Plan, draft, version, and refine written content with enforced versioning and quality audits.