plain-optimize
Captures and analyzes performance traces to identify slow queries and N+1 problems. Use when analyzing performance or optimizing database queries.
Install
mkdir -p .claude/skills/plain-optimize && curl -L -o skill.zip "https://mcp.directory/api/skills/download/6072" && unzip -o skill.zip -d .claude/skills/plain-optimize && rm skill.zipInstalls to .claude/skills/plain-optimize
About this skill
Performance Optimization Workflow
1. Capture and Analyze
Make a request with tracing enabled — returns structured JSON with query counts, duplicates, issues, and span tree:
uv run plain observer request /path
uv run plain observer request /path --user 1
uv run plain observer request /path --method POST --data '{"key": "value"}'
The --user flag accepts a user ID or email.
The JSON output includes:
response.status— HTTP status codetrace.query_count/trace.duplicate_query_count— query summaryissues— pre-detected problems (duplicate queries, exceptions)queries— each unique query with count, total duration, and source locationsspans— nested span tree showing the request flow
2. Identify Bottlenecks
Check the issues array first — duplicate queries are flagged automatically with source locations. Then review:
- N+1 queries (duplicate queries with count > 1)
- Slow database queries (high
total_duration_ms) - Missing indexes
- Unnecessary work in hot paths
3. Apply Fixes
- Add
select_related()/prefetch_related()for N+1 - Add database indexes for slow queries
- Cache expensive computations
4. Verify Improvement
Re-run uv run plain observer request /path and compare query_count, duplicate_query_count, and trace.duration_ms.
More by dropseed
View all skills by dropseed →You might also like
flutter-development
aj-geddes
Build beautiful cross-platform mobile apps with Flutter and Dart. Covers widgets, state management with Provider/BLoC, navigation, API integration, and material design.
drawio-diagrams-enhanced
jgtolentino
Create professional draw.io (diagrams.net) diagrams in XML format (.drawio files) with integrated PMP/PMBOK methodologies, extensive visual asset libraries, and industry-standard professional templates. Use this skill when users ask to create flowcharts, swimlane diagrams, cross-functional flowcharts, org charts, network diagrams, UML diagrams, BPMN, project management diagrams (WBS, Gantt, PERT, RACI), risk matrices, stakeholder maps, or any other visual diagram in draw.io format. This skill includes access to custom shape libraries for icons, clipart, and professional symbols.
ui-ux-pro-max
nextlevelbuilder
"UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient."
godot
bfollington
This skill should be used when working on Godot Engine projects. It provides specialized knowledge of Godot's file formats (.gd, .tscn, .tres), architecture patterns (component-based, signal-driven, resource-based), common pitfalls, validation tools, code templates, and CLI workflows. The `godot` command is available for running the game, validating scripts, importing resources, and exporting builds. Use this skill for tasks involving Godot game development, debugging scene/resource files, implementing game systems, or creating new Godot components.
nano-banana-pro
garg-aayush
Generate and edit images using Google's Nano Banana Pro (Gemini 3 Pro Image) API. Use when the user asks to generate, create, edit, modify, change, alter, or update images. Also use when user references an existing image file and asks to modify it in any way (e.g., "modify this image", "change the background", "replace X with Y"). Supports both text-to-image generation and image-to-image editing with configurable resolution (1K default, 2K, or 4K for high resolution). DO NOT read the image file first - use this skill directly with the --input-image parameter.
fastapi-templates
wshobson
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling. Use when building new FastAPI applications or setting up backend API projects.
Related MCP Servers
Browse all serversTON Blockchain Analyzer tracks wallet addresses, analyzes transactions, and uncovers trading patterns for smarter crypto
Volume Wall Detector analyzes trading data to spot volume walls and key price levels for better market insights and pote
AI-driven control of live Chrome via Chrome DevTools: browser automation, debugging, performance analysis and network mo
Use Chrome DevTools for web site test speed, debugging, and performance analysis. The essential chrome developer tools f
JsonDiffPatch: compare and patch JSON with a compact delta format capturing additions, edits, deletions, and array moves
Boost Postgres performance with Postgres MCP Pro—AI-driven index tuning, health checks, and safe, intelligent SQL optimi
Stay ahead of the MCP ecosystem
Get weekly updates on new skills and servers.