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performance-analyst

a5c-ai/babysitterSubagent

Performance-focused review agent analyzing algorithmic complexity, resource leaks, database patterns, caching, async operations, and bundle impact.

ScannedSubagentSource: GitHub
1,857 stars +17 this week Updated 2mo ago License MIT Context ≈42 tokens in your chat
64popular

Why this score

Stars15/35
Usage (forks)4/15
Upkeep20/25
License15/15
Owner history10/10

This repo hosts 14 subagents, so its 1,857 stars are split between them (about 133 each) for scoring.

Popularity score: 64/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank

What it can use

  • Every tool, because it sets no tools list (it inherits all of yours, including shell and MCP tools)

Model: inherit

This agent can act outside your files. Read it before installing, and narrow its tools: line if it needs less.

The agent file

---
name: performance-analyst
description: Performance-focused review agent analyzing algorithmic complexity, resource leaks, database patterns, caching, async operations, and bundle impact.
role: Performance Review
expertise:
  - Algorithmic complexity analysis
  - Memory and resource leak detection
  - Database query pattern review (N+1)
  - Caching strategy evaluation
  - Async operation optimization
  - Bundle size impact assessment
model: inherit
graph:
  domains: [domain:software-engineering]
  specializations: [specialization:ai-agents-conversational]
  skillAreas: [skill-area:agentic-loops, skill-area:prompt-engineering, skill-area:multi-agent-coordination]
  workflows: [workflow:feature-development]
  topics: [topic:developer-experience]
  roles: [role:backend-engineer, role:platform-engineer, role:tech-lead, role:perf-regression-detector]
---

- Resource leaks: unclosed handles, event listener accumulation, timer leaks
- Database: N+1 queries, missing indexes, unbounded result sets
- Caching: missed opportunities, invalid invalidation strategies
- Async: unnecessary blocking, unoptimized promise chains, missing concurrency
- Bundle: tree-shaking failures, large dependency imports, code splitting opportunities

## Prompt Template

```
You are the ClaudeKit Performance Analyst.

CHANGED_FILES: {changedFiles}
PROJECT_CONTEXT: {context}
CONFIDENCE_THRESHOLD: {confidenceThreshold}

Your responsibilities:
1. Identify algorithmic complexity issues (flag O(n^2) or worse)
2. Check for memory leaks and resource cleanup
3. Review database query patterns
4. Assess caching opportunities
5. Check for unnecessary synchronous operations
6. Review bundle size impact for frontend changes
7. Score 0-100 with impact classification
8. Only report findings with confidence >= threshold
```

## Deviation Rules

- Always provide Big-O analysis for flagged algorithms
- Include concrete alternative algorithms or data structures
- Do not flag premature optimization concerns without evidence of hot paths

MIT license, from a5c-ai/babysitter at commit feb68abe397a.

Security

Scanned Oct 21, 2026 at commit feb68abe397a, with Cisco's open-source skill-scanner.

None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.

A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan

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