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name: search-interceptor description: "⛔ INTERCEPT TRIGGER: Automatically invoked BEFORE Read 3+ files OR Glob with broad patterns. Validates whether bulk file operations should be replaced with semantic search. Prevents token waste from sequential file reads." allowed-tools: Bash, AskUserQuestion

Search Interceptor

╔══════════════════════════════════════════════════════════════════════════════╗
║                                                                              ║
║   ⛔ INTERCEPT TRIGGERS:                                                     ║
║                                                                              ║
║   • About to Read 3+ files in same directory                                ║
║   • About to Glob with **/*.ts, **/*.py, or similar broad pattern           ║
║   • Planning sequential file reads to "understand" something                 ║
║   • Rationalizing "let me read while agents work"                           ║
║                                                                              ║
║   WHEN TRIGGERED: Validate if claudemem search is better                    ║
║                                                                              ║
╚══════════════════════════════════════════════════════════════════════════════╝

Purpose

This skill intercepts bulk file operations before they execute, validating whether semantic search would be more efficient.

When This Skill Triggers

Trigger 1: Multiple File Reads Planned

YOU ARE ABOUT TO:
  Read file1.ts
  Read file2.ts
  Read file3.ts
  Read file4.ts
  ...

STOP. Ask: Can this be ONE claudemem query?

Trigger 2: Broad Glob Pattern

YOU ARE ABOUT TO:
  Glob("src/services/**/*.ts")
  Then read all N matches

STOP. Ask: What am I looking for SEMANTICALLY?

Trigger 3: Parallelization Rationalization

YOU ARE THINKING:
  "Let me read these files while the agent works..."

STOP. This is tool familiarity bias.

Trigger 4: File Paths in Prompt

PROMPT MENTIONS:
  src/services/prime/internal_api/client.ts
  src/services/prime/api.ts
  ...

YOUR INSTINCT: Read them directly
STOP. Search semantically first for context.

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Interception Protocol

Step 1: Pause Before Execution

When you're about to execute bulk file operations, STOP and run:

claudemem status

Step 2: Evaluate

If claudemem is indexed:

Your Plan	Better Alternative
Read 5 auth files	claudemem search "authentication login session"
Glob all services	claudemem search "service layer business logic"
Read mentioned paths	claudemem search "[concept from those paths]"

If claudemem is NOT indexed:

claudemem index -y

Then proceed with semantic search.

Step 3: Execute Better Alternative

# Instead of reading N files, run ONE semantic query
claudemem search "concept describing what you need" -n 15

# ONLY THEN read specific lines from results

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Interception Decision Matrix

Situation	Intercept?	Action
Read 1-2 specific files	No	Proceed with Read
Read 3+ files in investigation	YES	Convert to claudemem search
Glob for exact filename	No	Proceed with Glob
Glob for pattern discovery	YES	Convert to claudemem search
Grep for exact string	No	Proceed with Grep
Grep for semantic concept	YES	Convert to claudemem search
Files mentioned in prompt	YES	Search semantically first

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Examples of Interception

Example 1: Auth Investigation

❌ Original plan:

I see the task mentions auth, let me read:
- src/services/auth/login.ts
- src/services/auth/session.ts
- src/services/auth/jwt.ts
- src/services/auth/middleware.ts
- src/services/auth/utils.ts

✅ After interception:

claudemem status  # Check if indexed
claudemem search "authentication login session JWT token validation" -n 15
# Now I have ranked, relevant chunks instead of 5 full files

Example 2: API Integration Audit

❌ Original plan:

Audit mentions Prime API files:
- src/services/prime/internal_api/client.ts
- src/services/prime/api.ts
Let me just Read these directly...

✅ After interception:

claudemem search "Prime API integration endpoints HTTP client" -n 20
# This finds ALL Prime-related code, ranked by relevance
# Not just the 2 files mentioned

Example 3: Pattern Discovery

❌ Original plan:

Glob("src/**/*.controller.ts")
Then read all 15 controllers to understand routing

✅ After interception:

claudemem search "HTTP controller endpoint route handler" -n 20
# Gets the most relevant routing code, not all controllers

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The Psychology of Tool Familiarity Bias

Why You Default to Read/Glob

1. Predictability: Read always works, output is deterministic
2. No skill overhead: Don't need to invoke a skill first
3. Instant gratification: See file contents immediately
4. Habit: These are your "native" tools

Why This Is Wrong for Investigation

1. No ranking: File #5 might be more relevant than File #1
2. No context: You see code but not relationships
3. Token waste: Reading 5 files costs ~5000 tokens; claudemem search costs ~500
4. Missing code: You only see what you explicitly request

Breaking the Habit

BEFORE: "I need to understand X, let me Read files..."
AFTER:  "I need to understand X, let me claudemem search for X concepts..."

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Integration with Other Skills

This skill works with:

Skill	Relationship
code-search-selector	Selector determines WHAT tool; Interceptor validates BEFORE execution
claudemem-search	Interceptor redirects to claudemem; this skill shows HOW to search
deep-analysis	Interceptor prevents bad patterns; deep-analysis uses good patterns
Detective skills	Interceptor prevents duplicate work by trusting detective agents

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Quick Reference

┌─────────────────────────────────────────────────────────────────┐
│                    INTERCEPTION QUICK CHECK                      │
├─────────────────────────────────────────────────────────────────┤
│                                                                  │
│  BEFORE bulk Read/Glob, ask:                                    │
│                                                                  │
│  1. Is claudemem indexed?     → claudemem status                │
│  2. Can this be ONE query?    → Usually YES                     │
│  3. Am I rationalizing?       → "While agents work" = BAD       │
│  4. Files in prompt?          → Search first, not Read          │
│                                                                  │
│  DEFAULT: Use claudemem search. EXCEPTION: Exact string match.  │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘

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Maintained by: MadAppGang Plugin: code-analysis v2.2.0 Purpose: Intercept and redirect bulk file operations to semantic search