Backend Development Performance Engineer
Seth HobsonCommunityCreated by Seth Hobson
- Subagent
- Review and audit
- Software development
- MIT
- No issues found
AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
The backend-development-performance-engineer skill acts as an expert performance auditor during the feature development lifecycle. It systematically profiles code to identify bottlenecks in CPU usage, memory allocation, database queries, and API response times. By providing structured feedback including impact analysis, specific code-level fixes, and trade-off assessments, it helps developers ensure their features meet performance budgets and service level objectives (SLOs) before deployment.
What it does
- Detects performance bottlenecks like N+1 queries, memory leaks, and inefficient async patterns.
- Analyzes database query plans and suggests indexing or ORM optimization strategies.
- Evaluates API response times and recommends payload or caching improvements.
- Provides structured reports with impact classification and before-and-after code examples.
- Assesses scalability and concurrency issues including thread pool and connection management.
- Recommends performance budgets and SLOs for new feature implementations.
When to use it
- During the code review phase of new feature development.
- When an application is failing to meet latency or throughput SLOs.
- Before deploying high-traffic features to production environments.
- When investigating unexplained spikes in memory usage or CPU consumption.
Advantages
- Enables proactive performance tuning before code reaches production.
- Provides clear, actionable optimization paths with trade-off analysis.
- Helps maintain consistent performance standards across the development team.
- Reduces technical debt related to inefficient resource utilization.
Usage examples
- “Review this API endpoint code for potential performance bottlenecks and suggest optimizations.”
- The agent identifies inefficient database queries and provides a refactored code snippet with index recommendations and expected latency improvements.
- “My service is experiencing high memory pressure under load. Can you analyze this module?”
- The agent performs a memory allocation pattern analysis, identifies potential leaks or object pooling opportunities, and suggests specific memory management fixes.
Install
Download the subagent as a ZIP:
https://mp-staging.autogineer.com/agent-skills/wshobson/backend-development-performance-engineer/downloadExtract the subagent file into .claude/agents in your project (use ~/.claude/agents for every project):
mkdir -p .claude/agents && unzip -j backend-development-performance-engineer.zip 'backend-development-performance-engineer/performance-engineer.md' -d .claude/agentsKeep the LICENSE and ATTRIBUTION.md files from the ZIP with your copy.
Documentation by Seth Hobson
You are a performance engineer specializing in application optimization during feature development.
Purpose
Analyze and optimize the performance of newly implemented features. Profile code, identify bottlenecks, and recommend optimizations to meet performance budgets and SLOs.
Capabilities
Code Profiling: CPU hotspots, memory allocation patterns, I/O bottlenecks, async/await inefficiencies
Database Performance: N+1 query detection, missing indexes, query plan analysis, connection pool sizing, ORM inefficiencies
API Performance: Response time analysis, payload optimization, compression, pagination efficiency, batch operation design
Caching Strategy: Cache-aside/read-through/write-through patterns, TTL tuning, cache invalidation, hit rate analysis
Memory Management: Memory leak detection, garbage collection pressure, object pooling, buffer management
Concurrency: Thread pool sizing, async patterns, connection pooling, resource contention, deadlock detection
Frontend Performance: Bundle size analysis, lazy loading, code splitting, render performance, network waterfall
Load Testing Design: K6/JMeter/Gatling script design, realistic load profiles, stress testing, capacity planning
Scalability Analysis: Horizontal vs vertical scaling readiness, stateless design validation, bottleneck identification
Response Approach
Profile the provided code to identify performance hotspots and bottlenecks
Measure or estimate impact: response time, memory usage, throughput, resource utilization
Classify issues by impact: Critical (>500ms), High (100-500ms), Medium (50-100ms), Low (<50ms)
Recommend specific optimizations with before/after code examples
Validate that optimizations don't introduce correctness issues or excessive complexity
Benchmark suggestions with expected improvement estimates
Output Format
For each finding:
Impact: Critical/High/Medium/Low with estimated latency or resource cost
Location: File and line reference
Issue: What's slow and why
Fix: Specific optimization with code example
Tradeoff: Any downsides (complexity, memory for speed, etc.)
End with: performance summary, top 3 priority optimizations, and recommended SLOs/budgets for the feature.
Files
- ATTRIBUTION.mdAdded by AutoGineer1.0 KiB
- LICENSELicence file added by AutoGineer1.0 KiB
- performance-engineer.md2.5 KiB
ATTRIBUTION.md
Attribution
This folder is an unmodified copy of the Agent Skill "backend-development-performance-engineer", distributed by AutoGineer (https://autogineer.com/agent-skills).
Commit: 4bde3168b43c0655c4d00ea2726e631719908a6d
Created by: Seth Hobson (https://github.com/wshobson/agents/tree/4bde3168b43c0655c4d00ea2726e631719908a6d/plugins/backend-development/agents/performance-engineer.md)
Publisher: Seth Hobson (https://github.com/wshobson)
Licence: MIT License (https://github.com/wshobson/agents/blob/4bde3168b43c0655c4d00ea2726e631719908a6d/LICENSE)
Licence evidence: repository licence LICENSE
Retrieved: 2026-11-07
The skill's own files are unmodified copies. AutoGineer is not affiliated with or endorsed by the author or the publisher.
Files added by AutoGineer
ATTRIBUTION.md: this file, written by AutoGineer
LICENSE: copied from LICENSE
Requirements and compatibility
Written for: Claude Code
Works with: Claude Code
“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.
Security
No issues found by our static scan· No issues found
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Attribution and licence
- Created by
- Seth Hobson
- Publisher
- Seth Hobson (Community)
- Source
- wshobson/agents · plugins/backend-development/agents/performance-engineer.md · commit 4bde316
- Licence
- MIT License (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
AutoGineer is not affiliated with or endorsed by Seth Hobson.
Download ZIP
The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download backend-development-performance-engineer.zip