Installable skillMIT

Context Health Monitor

Monitors context complexity and triggers state dumps before quality degrades. Prevents context rot by identifying warning signs like circular debugging or confusion.

BY SriSatyaLokeshUPDATED Oct 27, 2026
INTENDED FOR◈OpenClawInstall in a listed agent.

instructions.md

---
name: gsd-context-health-monitor
description: Monitors context complexity and triggers state dumps before quality degrades. Prevents context rot by identifying warning signs like circular debugging or confusion.
---

# Context Health Monitor

## Overview
Prevent "Context Rot" — the quality degradation that occurs as the agent processes more information in a single session.

## When to Use
Monitor for these warning signs throughout the session:

### Warning Signs

| Signal | Threshold | Action |
|--------|-----------|--------|
| Repeated debugging | 3+ failed attempts | Trigger state dump |
| Going in circles | Same approach tried twice | Stop and reassess |
| Confusion indicators | "I'm not sure", backtracking | Document uncertainty |
| Session length | Extended back-and-forth | Recommend session refresh |

## Behavior Rules

### Rule 1: The 3-Strike Rule
If debugging the same issue fails 3 times:
1. **STOP** attempting fixes
2. **Document** in `.gsd/STATE.md`:
   - What was tried
   - What errors occurred
   - Current hypothesis
3. **Recommend** user start fresh session
4. **Do NOT** continue with more attempts

### Rule 2: Circular Detection
If the same approach is being tried again:
1. **Acknowledge** the repetition
2. **List** what has already been tried
3. **Propose** a fundamentally different approach
4. **Or** recommend a pause for fresh perspective

### Rule 3: Uncertainty Logging
When uncertain about an approach:
1. **State** the uncertainty clearly
2. **Document** in `.gsd/DECISIONS.md`:
   - The uncertain decision
   - Why it's uncertain
   - Alternatives considered
3. **Ask** user for guidance rather than guessing

## State Dump Format
When triggered, write to `.gsd/STATE.md`:

```markdown
## Context Health: State Dump

**Triggered**: [date/time]
**Reason**: [3 failures / circular / uncertainty]

### What Was Attempted
1. [Approach 1] — Result: [outcome]
2. [Approach 2] — Result: [outcome]
3. [Approach 3] — Result: [outcome]

### Current Hypothesis
[Best guess at root cause]

### Recommended Next Steps
1. [Fresh perspective action]
2. [Alternative approach to try]

### Files Involved
- [file1.ext] — [what state it's in]
- [file2.ext] — [what state it's in]
```

## Auto-Save Protocol
**Critical:** When any warning signal triggers, the agent must save state BEFORE recommending a pause to the user. This ensures state persists even if the session hard-terminates.

### Steps
1. **Write** a state snapshot to `.gsd/STATE.md` immediately when a threshold is hit
2. **Include** at minimum: current phase, current task, last action, next step
3. **Then** inform the user of the situation and recommend a pause

### Why
Sessions can terminate abruptly (usage limits, context limits, network errors). By saving first and recommending second, state is always preserved.
COMPATIBILITY & REFERENCES

Platform guidance

Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.