metacognitive-guard
Monitors Claude's responses for struggle signals and suggests escalation to deep-thinking agents when complexity exceeds comfortable reasoning capacity.
Best use case
metacognitive-guard is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Monitors Claude's responses for struggle signals and suggests escalation to deep-thinking agents when complexity exceeds comfortable reasoning capacity.
Teams using metacognitive-guard should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/metacognitive-guard/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How metacognitive-guard Compares
| Feature / Agent | metacognitive-guard | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Monitors Claude's responses for struggle signals and suggests escalation to deep-thinking agents when complexity exceeds comfortable reasoning capacity.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Metacognitive Guard Skill
This skill provides awareness of the struggle detection system and guidance on when to proactively engage deep-thinking resources.
## When to Self-Escalate
Even before the struggle detector triggers, consider spawning `deep-think-partner` when:
### High-Complexity Indicators
1. **Architectural decisions** with competing constraints
- Multiple valid approaches exist
- Trade-offs span different dimensions (performance, maintainability, cost)
- Decision affects multiple system components
2. **Ambiguous requirements** requiring interpretation
- User hasn't specified implementation details
- Multiple reasonable interpretations exist
- Wrong choice has significant rework cost
3. **Multi-domain synthesis** required
- Problem spans multiple technology areas
- Integration patterns aren't obvious
- Prior art doesn't directly apply
4. **Edge case analysis** needed
- Happy path is clear but edge cases aren't
- Failure modes need systematic exploration
- Concurrency or timing issues involved
### Self-Assessment Checklist
Before responding to complex questions, ask yourself:
- [ ] Can I give a concrete recommendation (not "it depends")?
- [ ] Do I have high confidence in my answer?
- [ ] Is this answerable without multiple follow-up exchanges?
- [ ] Would a structured analysis add significant value?
If you answer "no" to any of these, consider proactive escalation.
## How to Escalate
Use the Task tool with the deep-think-partner agent:
```yaml
Task tool:
subagent_type: deep-think-partner
prompt: [Detailed problem statement with all constraints]
description: [3-5 word summary]
```
### Good Prompts for Deep-Think Partner
Include:
- **Context**: What system/codebase is this for?
- **Constraints**: What limits the solution space?
- **Success criteria**: How do we know we got it right?
- **Specific question**: What decision needs to be made?
### Example Escalation
**User asks:** "Should we use Redis or PostgreSQL for session storage?"
**Self-assessment:** Multiple valid approaches, depends on constraints not yet explored, "it depends" isn't helpful.
**Escalation:**
```yaml
Task tool:
subagent_type: deep-think-partner
prompt: |
Context: Web application with 10k concurrent users, existing PostgreSQL database.
Question: Redis vs PostgreSQL for session storage.
Constraints: Team has PostgreSQL expertise, no Redis experience.
Must handle session expiry. Cost-sensitive.
Success: Clear recommendation with migration path.
description: Analyze session storage options
```
## Understanding Struggle Signals
The automatic detector looks for these patterns in your responses:
| Signal | What It Means | Better Approach |
| ------------- | ---------------------------------- | ------------------------------------------- |
| Hedging | Uncertainty about recommendation | Escalate for deeper analysis |
| Deflecting | Avoiding commitment with questions | Answer then ask clarifying questions |
| Verbose | Rambling without concrete output | Structure response, include code/tables |
| Contradiction | Changed position mid-response | Stop, think, give one coherent answer |
| Apologetic | Previous response was wrong | Acknowledge, correct, move forward |
| Weaseling | Non-committal to avoid being wrong | Make a recommendation with confidence level |
## Integration with Deep-Think Partner
When deep-think-partner returns its analysis:
1. **Don't just paste it** - synthesize for the user
2. **Highlight the key insight** - what's the non-obvious finding?
3. **Present the recommendation clearly** - don't bury it
4. **Offer the implementation plan** - if user wants to proceed
## Metrics
Track your struggle detection rate to improve:
- How often does the detector trigger?
- Are triggers false positives or genuine struggles?
- Does escalation produce better outcomes?
Self-awareness of your own patterns helps calibrate both the detector and your escalation instincts.Related Skills
exa-policy-guardrails
Implement content policy enforcement, domain filtering, and usage guardrails for Exa. Use when setting up content safety rules, restricting search domains, or enforcing query and budget policies for Exa integrations. Trigger with phrases like "exa policy", "exa content filter", "exa guardrails", "exa domain allowlist", "exa content moderation".
clay-policy-guardrails
Implement credit spending limits, data privacy enforcement, and input validation guardrails for Clay pipelines. Use when enforcing spending caps, blocking PII enrichment, or adding pre-enrichment validation rules. Trigger with phrases like "clay policy", "clay guardrails", "clay spending limit", "clay data privacy rules", "clay validation", "clay controls".
clade-policy-guardrails
Implement content safety guardrails for Claude — input filtering, Use when working with policy-guardrails patterns. output validation, usage policies, and prompt injection defense. Trigger with "anthropic content policy", "claude safety", "claude guardrails", "anthropic prompt injection", "claude content filtering".
canva-policy-guardrails
Implement Canva Connect API lint rules, policy enforcement, and automated guardrails. Use when setting up code quality rules for Canva integrations, implementing pre-commit hooks, or configuring CI policy checks. Trigger with phrases like "canva policy", "canva lint", "canva guardrails", "canva best practices check", "canva eslint".
anth-policy-guardrails
Implement content policy guardrails, input/output validation, and usage governance for Claude API integrations. Trigger with phrases like "anthropic guardrails", "claude content policy", "claude input validation", "anthropic safety rules".
adobe-policy-guardrails
Implement Adobe-specific lint rules, CI policy checks, and runtime guardrails covering credential scanning (p8_ patterns), Firefly content policy pre-screening, PDF Services quota enforcement, and OAuth scope validation. Trigger with phrases like "adobe policy", "adobe lint", "adobe guardrails", "adobe eslint", "adobe content policy".
file-header-guardian
文件头三行契约注释。触发:create file、新建文件、编写代码。
constitution-guardian
Real-time Constitution compliance checker for devflow documents. Blocks partial implementations and hardcoded secrets during file editing.
guard-regression
デグレーション監視スキル(リファクタリング前後の品質比較、ロールバック判断)
security-guardian
Expert en sécurité applicative pour détecter les vulnérabilités, auditer le code, et guider les bonnes pratiques de sécurité. OWASP Top 10, authentification, autorisation, cryptographie, gestion de secrets. Utiliser pour audits sécurité, reviews de code sensible, conception de features sécurisées, ou résolution de failles.
typescript-strict-guard
Use when writing or reviewing TypeScript code. Enforces strict mode standards, explicit typing, and best practices. Prevents 'any' types, @ts-ignore comments, and non-null assertions. This is a COMPREHENSIVE skill - consult the detailed guides before writing any TypeScript code.
Safety Guard — Prevent Destructive Operations
## When to Use