Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/merozemory-learner
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
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Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/learner
What's inside
- Skill name
learner- Description
- Extract a learned skill from the current conversation
- License
- MIT
- Instructions
- 132 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Learner Skill ## The Insight Reusable skills are not code snippets to copy-paste, but **principles and decision-making heuristics** that teach the agent HOW TO THINK about a class of problems. **The difference:** - BAD (mimicking): "When you see ConnectionResetError, add this try/except block" - GOOD (reusable skill): "In async network code, any I/O operation can fail independently due to client/server lifecycle mismatches. The principle: wrap each I/O operation separately, because failure between operations is the common case, not the exception." A good skill changes how the agent APPROACHES problems, not just what code it produces. ## Why This Matters Before extracting a skill, ask yourself: - "Could someone Google this in 5 minutes?" → If yes, STOP. Don't extract. - "Is this specific to THIS codebase?" → If no, STOP. Don't extract. - "Did this take real debugging effort to discover?" → If no, STOP. Don't extract. If a potential skill fails any of these questions, it's not worth saving. ## Recognition Pattern Use /learner ONLY after: - Solving a tricky bug that required deep investigation - Discovering a non-obvious workaround specific to this codebase - Finding a hidden gotcha that wastes time when forgotten - Uncovering undocumented behavior that affects this project ## The Approach ### Extraction Process **Step 1: Gather Required Information** - **Problem Statement**: The SPECIFIC error, symptom, or confusion that occurred - Include actual error messages, file paths, line numbers - Example: "TypeError in src/hooks/session.ts:45 when sessionId is undefined after restart" - **Solution**: The EXACT fix, not general advice - Include code snippets, file paths, configuration changes - Example: "Add null check before accessing session.user, regenerate session on 401" - **Triggers**: Keywords that would appear when hitting this problem again - Use error message fragments, file names, symptom descriptions - Example: ["sessionId undefined", "session.ts TypeError", "401 session"] - **Scope**: Almost always Project-level unless it's a truly universal insight **Step 2: Quality Validation** The system REJECTS skills that are: - Too generic (no file paths, line numbers, or specific error messages) - Easily Googleable (standard patterns, library usage) - Vague solutions (no code snippets or precise instructions) - Poor triggers (generic words that match everything) **Step 3: Save Location** - **User-level**: ~/.agents/skills/droid-learned/ - Rare. Only for truly portable insights. (legacy read: ~/.factory/skills/omc-learned/) - **Project-level**: .agents/skills/droid-learned/ - Default. Version-controlled with repo. (legacy read: .omd/skills/) ### What Makes a USEFUL Skill **CRITICAL**: Not every solution is worth saving. A good skill is: 1. **Non-Googleable**: Something you couldn't easily find via search - BAD: "How to read files in TypeScript" ❌ - GOOD: "This codebase uses custom path resolution in ESM that requires fileURLToPath + specific relative paths" ✓ 2. **Context-Specific**: References actual files, error messages, or patterns from THIS codebase - BAD: "Use try/catch for error handling" ❌ - GOOD: "The aiohttp proxy in server.py:42 crashes on ClientDisconnectedError - wrap StreamResponse in try/except" ✓ 3. **Actionable with Precision**: Tells you exactly WHAT to do and WHERE - BAD: "Handle edge cases" ❌ - GOOD: "When seeing 'Cannot find module' in dist/, check tsconfig.json moduleResolution matches package.json type field" ✓ 4. **Hard-Won**: Took significant debugging effort to discover - BAD: Generic programming patterns ❌ - GOOD: "Race condition in worker.ts - the Promise.all at line 89 needs await before the map callback returns" ✓ ### Anti-Patterns (DO NOT EXTRACT) - Generic programming patterns (use documentation instead) - Refactoring techniques (these are universal) - Library usage examples (use library docs) - Type definitions or boilerplate - Anything a junior dev could Google in 5 minutes ## Skill Format Skills are saved as markdown with this structure: ### YAML Frontmatter Standard metadata fields: - id, name, description, source, triggers, quality ### Body Structure (Required) ```markdown # [Skill Name] ## The Insight What is the underlying PRINCIPLE you discovered? Not the code, but the mental model. Example: "Async I/O operations are independently failable. Client lifecycle != server lifecycle." ## Why This Matters What goes wrong if you don't know this? What symptom led you here? Example: "Proxy server crashes on client disconnect, taking down other requests." ## Recognition Pattern How do you know when this skill applies? What are the signs? Example: "Building any long-lived connection handler (proxy, websocket, SSE)" ## The Approach The decision-making heuristic, not just code. How should the agent THINK about this? Example: "For each I/O operation, ask: what if this fails right now? Handle it locally."
From MeroZemory/oh-my-droid, MIT.
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omd-setup
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Setup and configure oh-my-droid (the ONLY command you need to learn)
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deepsearch
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Exhaustive multi-strategy codebase search using grep, ripgrep, find, and AST-aware tracing to locate implementations, references, dependencies, and usage…
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Coordinate multi-agent task execution by delegating to specialist subagents, managing parallel workflows, and verifying completion through architect review.
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tdd
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Enforce strict Test-Driven Development (TDD) using the red-green-refactor cycle.
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Signals
- Stars
- 28
- Forks
- 7
- Open issues
- 1
- Last commit (this folder)
- Jul 23, 2026 (3 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/MeroZemory/oh-my-droid
- Website
- mazenyassergithub.github.io
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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SkillCFreshness: C★ 28Claude Code +9 - 0.553score
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SkillCFreshness: C★ 28Claude Code +9 - 0.553score
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SkillCFreshness: C★ 28Claude Code +9 - 0.553score
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Manage isolated dev environments with git worktrees and tmux sessions
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hud
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Configure HUD display options (layout, presets, display elements)
SkillCFreshness: C★ 28Claude Code +9
Cite this page
learner skill. Agent Mart. https://agentmart.dev/skills/merozemory-learner (last updated 2026-10-24)