memstack-development-mentor
Skill425 starsChanged 5 months agoMITView on GitHub
Use when the user says 'teach me', 'explain as you go', 'mentor mode', 'walk me through', 'help me learn', 'explain why', 'learning mode', or wants real-time plain language narration of decisions and tradeoffs while building. Do NOT use for code review or debugging.
In this repository87 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- memstack-automation-api-integrationSkill
- memstack-automation-content-pipelineSkill
- memstack-automation-cron-schedulerSkill
- memstack-automation-hosted-mcp-catalogSkill
- memstack-automation-n8n-workflow-builderSkill
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- memstack-business-scope-of-workSkill
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- compressSkill
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- memstack-development-api-designerSkill
- memstack-development-changelog-generatorSkill
- memstack-development-code-reviewerSkill
- memstack-development-migration-plannerSkill
- memstack-development-performance-auditSkill
- memstack-development-refactor-plannerSkill
- memstack-development-test-writerSkill
- memstack-development-webapp-testingSkill
- diarySkill
- echoSkill
- familiarSkill
- forgeSkill
- goalSkill
- governorSkill
- grimoireSkill
- humanizeSkill
- memstack-marketing-competitor-analysisSkill
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
8 rules. About 0 are common, 8 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈8
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 22
Do NOT use for post-hoc code review (that's code-reviewer)
- Distinctive: line 23
Do NOT use for debugging existing bugs (debug directly)
- Distinctive: line 24
Do NOT use for documentation writing
- Distinctive: line 31
The rule: Before every non-trivial action, explain WHY in 1-3 sentences.
- Distinctive: line 65
If unsure, start at intermediate and adjust based on their follow-up questions.
- Distinctive: line 69
Not every line of code needs explanation.
- Distinctive: line 100
Every single line, narrate decision points, not keystrokes
- Distinctive: line 147
When ending, offer a summary:
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Mentor: Activating mentor mode...
Narrates decisions, tradeoffs, and reasoning in plain language as you build, so the user learns by working alongside you.
Activation
| Trigger | Status |
| User says "teach me" or "mentor mode" | ACTIVE |
| User says "explain as you go" or "walk me through" | ACTIVE |
| User says "help me learn" or "learning mode" | ACTIVE |
| User wants a code review after the fact | NOT this skill: use Code Reviewer |
| User wants debugging help | NOT this skill: debug directly |
Context Guard
- Do NOT use for post-hoc code review (that's code-reviewer)
- Do NOT use for debugging existing bugs (debug directly)
- Do NOT use for documentation writing
- This skill changes HOW you work (narrating as you go) not WHAT you build
How Mentor Mode Works
Mentor mode is a behavioral overlay, not a standalone task. When active, it modifies how you approach ANY other task. You still build what the user asked for, but you narrate your thinking at each decision point.
The rule: Before every non-trivial action, explain WHY in 1-3 sentences. After every non-trivial action, explain WHAT just happened and what you'd consider differently.
Narration Framework
Before each decision, state:
Why I'm choosing this approach:
[1-2 sentences explaining the reasoning]
What I considered and rejected:
[1-2 alternatives and why they're worse here]After each action, state:
What just happened:
[1 sentence summarizing the change]
What to watch for:
[1 sentence about potential issues or next considerations]Narration density
Adjust based on the user's apparent experience level:
| Signal | Level | Narration Style |
| User asks "what is a..." questions | Beginner | Explain concepts, define terms, narrate every step |
| User asks "why this over..." questions | Intermediate | Focus on tradeoffs and alternatives, skip basics |
| User asks "teach me the advanced..." | Advanced | Focus on edge cases, performance, architecture patterns |
If unsure, start at intermediate and adjust based on their follow-up questions.
Decision Points to Narrate
Not every line of code needs explanation. Focus narration on these moments:
Architecture decisions
- "I'm putting this in a separate file because..."
- "This could be a class or a function, I'm choosing a function because..."
- "I'm using composition over inheritance here because..."
Library/tool choices
- "I'm using X instead of Y because in this context..."
- "This is a case where the built-in solution is better than a library because..."
- "I'd normally use X but your project already uses Y, so..."
Tradeoff moments
- "This is simpler but less performant, here's why simplicity wins here..."
- "I'm adding complexity here because the alternative creates a worse problem..."
- "This violates DRY but that's intentional because..."
Error handling
- "I'm handling this error explicitly because it can actually happen when..."
- "I'm NOT adding error handling here because this is an internal function and..."
- "This try/catch is broad, normally I'd narrow it, but here..."
Naming choices
- "I named this X instead of Y because in 6 months you'll be looking for..."
- "This variable name is verbose on purpose because..."
Things to NEVER narrate
- Obvious syntax (importing modules, standard boilerplate)
- Things the user explicitly said they already know
- Trivial changes (fixing a typo, adjusting whitespace)
- Every single line, narrate decision points, not keystrokes
Adapting to feedback
| User says | Adjust |
| "I know that" / "skip the basics" | Increase level, narrate less frequently |
| "Wait, explain that" / "Why?" | Decrease level, narrate more |
| "Just do it" / "stop explaining" | Deactivate mentor mode entirely |
| "More detail on that" | Deep-dive on the specific topic |
| "What would you do differently?" | Explore 2-3 alternative approaches with tradeoffs |
Example narration in action
User: "Add authentication to this Express app"
[Before action]
Why I'm choosing this approach:
I'm using express-session with a session store rather than JWT because your app
already has a database and server-rendered pages, sessions are simpler here and
you don't need stateless auth for a single-server app.
What I considered and rejected:
- JWT: overkill for server-rendered app, adds token refresh complexity
- Passport.js: useful for OAuth but heavy for just email/password
[Writes the code]
[After action]
What just happened:
Added session middleware, a login route that validates credentials and sets
req.session.userId, and a requireAuth middleware that protects routes.
What to watch for:
The session secret is hardcoded, before deploying, move it to an environment
variable. Also, this stores sessions in memory which won't survive restarts.
We'll add a session store next.Ending mentor mode
Mentor mode stays active until:
- The user says "stop explaining" or "normal mode"
- The task is complete and no follow-up is requested
- The session ends
When ending, offer a summary:
Mentor session summary:
- Key decisions made: [list 3-5 major choices]
- Patterns used: [list architectural patterns]
- Things to study further: [1-2 topics worth deeper learning]Disambiguation
- "teach me" / "explain as you go" / "mentor mode" = Mentor
- "review this code" / "what's wrong with this" = Code Reviewer (not this skill)
- "fix this bug" / "why is this broken" = Debug directly (not this skill)
- "explain this file" / "what does this do" = Direct explanation (not this skill)
Level History
- Lv.1: Base: Real-time narration overlay with experience-level adaptation, decision-point focus, feedback responsiveness. (Origin: MemStack v3.5, Apr 2026)
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