# mama-context

> Always-on background context injection from MAMA memory. Automatically surfaces relevant decisions when you work on code, without explicit invocation.

- Author: SpineLift Team
- Repository: jungjaehoon-lifegamez/MAMA
- Version: 20260126235653
- Stars: 4
- Forks: 0
- Last Updated: 2026-02-06
- Source: https://github.com/jungjaehoon-lifegamez/MAMA
- Web: https://mule.run/skillshub/@@jungjaehoon-lifegamez/MAMA~mama-context:20260126235653

---

---
name: mama-context
description: Always-on background context injection from MAMA memory. Automatically surfaces relevant decisions when you work on code, without explicit invocation.
---

# MAMA Context - Auto-Injection Skill

## Overview

This skill provides **automatic background context injection** using MAMA's hook system. It runs silently and shows relevant past decisions when you submit a prompt (UserPromptSubmit hook).

**Philosophy:** Gentle hints, not intrusive walls of text. Claude sees topic + time, decides if relevant.

> **Note (Nov 2025):** PreToolUse and PostToolUse hooks have been disabled for efficiency. Only UserPromptSubmit remains active. See `mama.recall('hook_optimization_nov2025')` for decision rationale.

---

## How It Works

The skill wraps the **UserPromptSubmit hook** which handles context injection:

**UserPromptSubmit Hook** (`scripts/userpromptsubmit-hook.js`)

- Triggers: Every user prompt
- Similarity threshold: 75%
- Token budget: 40 tokens (teaser format)
- Timeout: 1200ms (optimized with SessionStart pre-warming)
- Output: Topic + similarity + time

**Disabled Hooks** (retained for future use):

- PreToolUse: Was too intrusive, fired on every tool call
- PostToolUse: Auto-save suggestions were disruptive

---

## Teaser Format (40 tokens)

```
💡 MAMA: 2 related
   • authentication_strategy (85%, 3 days ago)
   • mesh_detail (78%, 1 week ago)
   /mama-recall <topic> for details
```

**Why teaser?**

- Hook fires on every prompt → Must be lightweight
- Claude infers relevance from topic + similarity + time
- Full details available via `/mama-recall` if needed
- Avoids token bloat (250 tokens → 40 tokens)

---

## Status Transparency

Every injection shows current tier status:

**Tier 1 (Full Features):**

```
🔍 System Status: ✅ Full Features Active (Tier 1)
   - Vector Search: ✅ ON (Transformers.js, 3ms latency)
   - Search Quality: HIGH (80% accuracy)
```

**Tier 2 (Degraded):**

```
🔍 System Status: ⚠️ DEGRADED MODE (Tier 2)
   - Vector Search: ❌ OFF (embedding model failed)
   - Search Quality: BASIC (40% accuracy, exact match only)

⚠️ Fix: Check embedding model installation
```

---

## Configuration

**Disable Skill:**

```bash
# Environment variable
export MAMA_DISABLE_HOOKS=true

# Or in config file (~/.mama/config.json)
{
  "disable_hooks": true
}
```

**Adjust Thresholds:**

```json
{
  "similarity_threshold": 0.7,
  "token_budget": 40,
  "rate_limit_ms": 1000
}
```

---

## When Claude Should Use This

✅ **Automatic (no action needed):**

- Context appears when relevant decisions exist
- Claude notices hints and can request details
- User sees transparent status (Tier 1/2)

❌ **Don't explicitly invoke this skill:**

- It's always-on (background process)
- Hooks handle triggering automatically
- Use `/mama-recall` for explicit lookups

---

## Technical Details

**Hook Integration:**

- UserPromptSubmit: `scripts/userpromptsubmit-hook.js`
- Shared core: `src/core/memory-inject.js`
- Disabled: PreToolUse, PostToolUse (scripts exist but not registered in hooks.json)

**Performance:**

- Hook latency: ~1200-1500ms typical (includes embedding model loading)
- Cold start: ~1500ms (embedding model initialization)
- Warm: ~300-500ms (model cached)
- Timeout: 1200ms (graceful degradation if exceeded)

**Search Algorithm:**

- Vector search: Transformers.js (3ms embedding)
- Hybrid scoring: 20% recency + 50% importance + 30% semantic
- Graph expansion: Follows supersedes edges
- Recency boost: Gaussian decay (30-day half-life)

---

## Acceptance Criteria Mapping

- ✅ AC1: Declared in plugin.json, references hook outputs
- ✅ AC2: Similarity thresholds (75%/70%) + token budgets (40/300)
- ✅ AC3: Disable via config (MAMA_DISABLE_HOOKS)
- ✅ AC4: Status indicator (Tier 1/2, accuracy, fix instructions)
- ✅ AC5: Smoke test - fires during normal coding session

---

## Example Output

**User types:** "How should I handle authentication?"

**Skill injects (via UserPromptSubmit hook):**

```
💡 MAMA: 1 related
   • auth_strategy (90%, 2 days ago)
   /mama-recall auth_strategy for full decision

🔍 System Status: ✅ Full Features Active (Tier 1)
```

**Claude sees the hint and can:**

1. Ignore (if not relevant)
2. Suggest `/mama-recall auth_strategy` to user
3. Continue with general advice

---

## For Developers

**Testing:**

```bash
# Test UserPromptSubmit hook
export USER_PROMPT="authentication strategy"
node mama-plugin/scripts/userpromptsubmit-hook.js

# Test PreToolUse hook
export TOOL_NAME="Read"
export FILE_PATH="src/auth.ts"
node mama-plugin/scripts/pretooluse-hook.js
```

**Architecture:**

```
User Prompt
    ↓
UserPromptSubmit Hook (500ms timeout)
    ↓
memory-inject.js (generate embedding, search, score)
    ↓
Teaser Format (40 tokens)
    ↓
Claude sees context
```

---

## Key Principles

1. **Lightweight:** 40 tokens teaser format
2. **Transparent:** Always show tier status and latency
3. **Non-intrusive:** Hints, not walls of text
4. **Opt-out:** User control via config (MAMA_DISABLE_HOOKS)
5. **Graceful degradation:** Tier 2 fallback if embeddings unavailable
6. **Single hook:** Only UserPromptSubmit active (best value/latency ratio)

---

## Related

- Story M3.2 (this skill)
- Story M2.1 (UserPromptSubmit hook)
- Story M2.2 (PreToolUse hook)
- Story M2.4 (Transparency banner)
- Architecture: `docs/MAMA-ARCHITECTURE.md` (Decision 4 - Hook Implementation)