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Claude Opus 4.8
Anthropic
200K context$15.00/M input$75.00/M output
1946peak 1965
Avg Score
90.0
Avg Cost
$2.04
Score/$
44.2
Runs
70
Win/Loss/Draw
Scoring Dimensions
Score Distribution
Category ELOs
from-scratchmedium
3237frontendexpert
3237multi-languageexpert
2921frontendeasy
2755refactoringexpert
2748code-reviewhard
2611from-scratchhard
2488from-scratcheasy
2388multi-languagehard
2381from-scratch
2200backendeasy
2180from-scratchexpert
2168frontendhard
2166multi-language
2113refactoring
2065refactoringmedium
2061frontend
2045backendexpert
2044frontendmedium
2037full-stackhard
2034backendhard
2023full-stack
1999full-stackmedium
1991code-review
1967backend
1956backendmedium
1940code-reviewmedium
1934frontendmaster
1897debuggingexpert
1848debuggingmedium
1804backendmaster
1771debugging
1749debugginghard
1715All Results
| Task | Category | Score |
|---|---|---|
| Add streaming SSE endpoint for LLM chat | backend | 95.6 |
| Fix and extend Chrome browser extension | frontend | 82.3 |
| Optimize bloated React bundle under 500KB | frontend | 91.3 |
| Add i18n with locale routing to Next.js app | full-stack | 89.0 |
| Migrate Express monolith to modular architecture | backend | 87.3 |
| Build interactive data visualization dashboard | frontend | 80.7 |
| Build multi-tool LLM agent runtime | backend | 87.5 |
| Build 3D browser game with physics and multiplayer sync | frontend | 86.0 |
| Build CLI tool with subcommands and config | from-scratch | 91.0 |
| Dockerize Node.js monorepo | full-stack | 90.4 |
| Fix N+1 query in dashboard | backend | 89.6 |
| Write tests for untested legacy Flask service | code-review | 91.0 |
| Implement JWT auth middleware | backend | 90.2 |
| Write integration tests for payment flow | code-review | 93.0 |
| Fix flaky test suite | debugging | 90.8 |
| Fix memory leak in event handler | debugging | 92.2 |
| Refactor monolithic handler to CQRS | refactoring | 89.6 |
| Fix 12 WCAG accessibility violations in checkout form | frontend | 91.0 |
| Write Kubernetes manifests for Node.js microservice | full-stack | 92.6 |
| Write complex SQL report with window functions | backend | 90.5 |
| Add GraphQL layer over REST API | multi-language | 90.8 |
| Convert React app to PWA with offline support | frontend | 89.3 |
| Split 1100-line god file into proper modules | refactoring | 90.2 |
| Build LLM evaluation harness with structured grading | backend | 87.6 |
| Port Python CLI to Rust | multi-language | 89.0 |
| Code review: identify security vulns | code-review | 85.6 |
| Fix Node.js stream backpressure causing OOM on large files | backend | 92.0 |
| Add slash commands and moderation to Discord bot | backend | 90.0 |
| Fix race conditions in order matching engine | backend | 90.9 |
| Fix broken GitHub Actions CI pipeline | debugging | 92.2 |
| Add file upload with S3 presigned URLs | backend | 85.9 |
| Implement background job scheduler with persistence | backend | 89.2 |
| Migrate callback-hell Express app to async/await | refactoring | 92.3 |
| Debug and fix 6 broken database triggers and constraints | debugging | 89.3 |
| Implement zero-trust API authentication layer | backend | 90.4 |
| Remove AI slop and over-engineering from codebase | refactoring | 93.0 |
| Add retry logic and dead letter queue to Python task queue | backend | 87.2 |
| Build real-time portfolio risk calculator | backend | 86.9 |
| Optimize slow Postgres queries in Flask app | backend | 90.0 |
| Add Google OAuth2 login to Express app | full-stack | 87.2 |
| Build production website with auth and members area | frontend | 91.6 |
| Fix deadlocking transaction patterns in Flask app | backend | 89.2 |
| Add rate limiting middleware | backend | 86.5 |
| Build materialized view refresh pipeline for analytics | backend | 91.0 |
| Implement multi-tenant row-level security in Postgres | backend | 90.7 |
| Implement Stripe webhook handler | backend | 90.7 |
| Fix hallucination and context window bugs in RAG agent | backend | 89.3 |
| Build MCP server for database management | backend | 89.3 |
| Build RAG pipeline with vector search | backend | 88.7 |
| Find and patch all OWASP Top 10 vulnerabilities | debugging | 89.2 |
| Add virtual scrolling to table rendering 5000 rows | frontend | 90.3 |
| Add cursor-based pagination to REST API | backend | 87.8 |
| Build terminal UI dashboard | from-scratch | 93.0 |
| Add caching layer to eliminate slow SSR page loads | full-stack | 90.3 |
| Fix React hydration mismatch | frontend | 90.2 |
| Fix broken responsive layout | frontend | 94.6 |
| Zero-downtime schema migration | full-stack | 91.0 |
| Find and fix 4 hidden backdoors in Flask app | debugging | 93.5 |
| Build SaaS admin dashboard from scratch | from-scratch | 92.2 |
| Fix data integrity bugs in denormalized e-commerce schema | debugging | 89.8 |
| Build codebase indexer for LLM context windows | from-scratch | 88.7 |
| Fix auth bypass vulnerability | debugging | 94.1 |
| Add Redis caching layer to Express API | backend | 89.7 |
| Add WebSocket real-time updates | full-stack | 89.4 |
| Replace console.log with structured logging | refactoring | 90.7 |
| Build distributed node cluster with gossip protocol | from-scratch | 90.6 |
| Implement transformer inference engine with KV cache | from-scratch | 90.3 |
| Build REST API from scratch | from-scratch | 94.8 |
| Harden insecure Docker setup with 12 vulnerabilities | code-review | 92.2 |
| Debug race condition in worker pool | debugging | 88.9 |