agent-skill-routing / data /cases.jsonl
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Agent skill routing golden set: 46 cases, 28 skills, 627 trials
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{"probe": "anthropic", "case_id": "art-flow-field", "tags": ["positive"], "prompt": "Make a generative art piece in p5.js - particles following a Perlin-noise flow field, with a seed I can change.", "must_load": ["algorithmic-art"], "must_not_load": ["canvas-design", "frontend-design", "web-artifacts-builder", "slack-gif-creator", "academy-guide", "discernment-nudge"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "poster-print", "tags": ["positive"], "prompt": "Design a poster for our jazz night on March 14 - one PNG I can print at A3.", "must_load": ["canvas-design"], "must_not_load": ["algorithmic-art", "frontend-design", "slack-gif-creator", "web-artifacts-builder", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "wall-print", "tags": ["positive"], "prompt": "Make me a minimalist abstract print for my living room - geometric shapes, muted colors, a single image.", "must_load": ["canvas-design"], "must_not_load": ["frontend-design", "web-artifacts-builder", "slack-gif-creator", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "slack-gif", "tags": ["positive"], "prompt": "Make me a GIF of a cat typing furiously for our team Slack channel.", "must_load": ["slack-gif-creator"], "must_not_load": ["algorithmic-art", "canvas-design", "internal-comms", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "frames-to-mp4", "tags": ["near-miss"], "prompt": "Give me the ffmpeg command to turn a folder of PNG frames into an MP4 at 24 fps.", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "anthropic", "case_id": "landing-aesthetic", "tags": ["positive"], "prompt": "I'm building a landing page for a coffee subscription startup. Help me choose an aesthetic direction and typography that doesn't look like every other template.", "must_load": ["frontend-design"], "must_not_load": ["canvas-design", "algorithmic-art", "webapp-testing", "slack-gif-creator"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "react-artifact", "tags": ["positive"], "prompt": "Build me a claude.ai artifact - a multi-page project tracker in React with routing, shadcn/ui tables and filters.", "must_load": ["web-artifacts-builder"], "must_not_load": ["webapp-testing", "mcp-builder", "canvas-design", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "single-html-toggle", "tags": ["near-miss"], "prompt": "Write a single HTML file with a button that toggles dark mode.", "must_load": [], "must_not_load": ["web-artifacts-builder", "webapp-testing", "mcp-builder", "canvas-design", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "playwright-login", "tags": ["positive"], "prompt": "My Flask app runs on localhost:5000. Check that the login form shows an error on a wrong password and take a screenshot.", "must_load": ["webapp-testing"], "must_not_load": ["web-artifacts-builder", "frontend-design", "mcp-builder", "canvas-design"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "pytest-unit", "tags": ["near-miss"], "prompt": "Write pytest unit tests for this function: def slugify(s): return s.lower().replace(' ', '-')", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "anthropic", "case_id": "mcp-jira", "tags": ["positive"], "prompt": "Help me build an MCP server in TypeScript that wraps our Jira REST API so Claude can search and create tickets.", "must_load": ["mcp-builder"], "must_not_load": ["skill-creator", "webapp-testing", "web-artifacts-builder", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "mcp-explain", "tags": ["near-miss"], "prompt": "In two sentences: what is the Model Context Protocol?", "must_load": [], "must_not_load": ["mcp-builder", "skill-creator", "webapp-testing"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "skill-description-fix", "tags": ["positive"], "prompt": "My SKILL.md never triggers. The description is just \"Helps with PDFs.\" Rewrite it so it triggers reliably, and tell me how to test that.", "must_load": ["skill-creator"], "must_not_load": ["mcp-builder", "internal-comms", "canvas-design"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "skill-evals", "tags": ["positive"], "prompt": "I have a skill that writes changelogs. Set up evals to check whether it actually improves the output, with variance across runs.", "must_load": ["skill-creator"], "must_not_load": ["mcp-builder", "webapp-testing"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "leadership-update", "tags": ["positive"], "prompt": "Write this week's status update for leadership: SSO shipped, the billing migration slipped a week, two engineers hired.", "must_load": ["internal-comms"], "must_not_load": ["brand-guidelines", "canvas-design", "theme-factory", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "incident-report", "tags": ["positive"], "prompt": "Draft an incident report for yesterday's 40-minute checkout outage caused by an expired TLS certificate.", "must_load": ["internal-comms"], "must_not_load": ["webapp-testing", "canvas-design", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "cold-email", "tags": ["near-miss"], "prompt": "Write a cold email to a potential customer introducing our analytics product.", "must_load": [], "must_not_load": ["internal-comms", "brand-guidelines", "canvas-design", "academy-guide"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "anthropic-brand", "tags": ["positive"], "prompt": "Restyle this slide outline with Anthropic's official brand colors and fonts.", "must_load": ["brand-guidelines"], "must_not_load": ["canvas-design", "algorithmic-art", "internal-comms"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "preset-theme", "tags": ["positive"], "prompt": "Apply one of your preset themes to my quarterly report slides - something calm and blue.", "must_load": ["theme-factory"], "must_not_load": ["brand-guidelines", "canvas-design", "algorithmic-art"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "claude-pricing", "tags": ["positive"], "prompt": "What's the cheapest Claude model for classifying a million support tickets, and how do I turn on prompt caching in the Python SDK?", "must_load": ["claude-api"], "must_not_load": ["mcp-builder", "skill-creator"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "openai-streaming", "tags": ["near-miss"], "prompt": "In my Python script that uses the openai package, how do I stream GPT-4o responses token by token?", "must_load": [], "must_not_load": ["claude-api", "mcp-builder", "skill-creator", "academy-guide", "discernment-nudge"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "academy-start", "tags": ["positive"], "prompt": "I'm new to Claude. How do I get started with Projects - are there any tutorials?", "must_load": ["academy-guide"], "must_not_load": ["skill-creator", "mcp-builder", "web-artifacts-builder"], "no_skill_at_all": false}
{"probe": "anthropic", "case_id": "capital-city", "tags": ["none"], "prompt": "What's the capital of Australia?", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "anthropic", "case_id": "translate-greeting", "tags": ["none"], "prompt": "Translate \"good morning, team\" into Spanish.", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "anthropic", "case_id": "rename-jpeg", "tags": ["none"], "prompt": "Give me a bash one-liner that renames every .jpeg file in this folder to .jpg.", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "superpowers", "case_id": "failing-test", "tags": ["positive"], "prompt": "test_invoice_total started failing after yesterday's merge: expected 120.00, got 119.99. Fix it.", "must_load": ["systematic-debugging"], "must_not_load": ["brainstorming", "writing-plans", "executing-plans", "finishing-a-development-branch", "writing-skills", "using-git-worktrees"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "flaky-ci", "tags": ["positive"], "prompt": "Our CI fails on the payment tests about once in five runs and nobody knows why. Figure it out.", "must_load": ["systematic-debugging"], "must_not_load": ["brainstorming", "writing-plans", "finishing-a-development-branch", "writing-skills"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "safari-export", "tags": ["positive"], "prompt": "Users report that the export button does nothing in Safari. Find out why.", "must_load": ["systematic-debugging"], "must_not_load": ["brainstorming", "writing-plans", "requesting-code-review", "writing-skills"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "referral-program", "tags": ["positive"], "prompt": "I want to add a referral program to our app. Let's think through how it should work.", "must_load": ["brainstorming"], "must_not_load": ["executing-plans", "subagent-driven-development", "systematic-debugging", "finishing-a-development-branch", "verification-before-completion", "receiving-code-review"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "conference-talk", "tags": ["positive"], "prompt": "Help me plan a 20-minute conference talk about our migration to Postgres.", "must_load": ["brainstorming"], "must_not_load": ["writing-plans", "executing-plans", "test-driven-development", "systematic-debugging", "using-git-worktrees"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "spec-to-plan", "tags": ["positive"], "prompt": "Here's the approved spec for CSV export: columns, filters, a 50k row limit. Write the implementation plan before anyone touches code.", "must_load": ["writing-plans"], "must_not_load": ["executing-plans", "subagent-driven-development", "systematic-debugging", "finishing-a-development-branch"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "execute-inline", "tags": ["positive"], "prompt": "The plan in docs/plan.md is approved. Implement it yourself, right here, step by step - no subagents.", "must_load": ["executing-plans"], "must_not_load": ["subagent-driven-development", "dispatching-parallel-agents", "writing-plans", "brainstorming"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "execute-with-subagents", "tags": ["positive"], "prompt": "The plan is approved and its six tasks are independent. Execute it in this session with a fresh subagent per task.", "must_load": ["subagent-driven-development"], "must_not_load": ["executing-plans", "writing-plans", "brainstorming"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "parallel-failures", "tags": ["positive"], "prompt": "Three unrelated test files fail - auth, billing and search, each for a different reason. Investigate them in parallel.", "must_load": ["dispatching-parallel-agents"], "must_not_load": ["writing-plans", "brainstorming", "executing-plans", "finishing-a-development-branch"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "receive-review", "tags": ["positive"], "prompt": "The reviewer says I should replace our retry loop with a library and that my lock is unnecessary. I'm not convinced. Here are the comments - let's go through them.", "must_load": ["receiving-code-review"], "must_not_load": ["requesting-code-review", "brainstorming", "writing-plans"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "request-review", "tags": ["positive"], "prompt": "I've finished the rate limiter. Before I merge, have it reviewed against the requirements.", "must_load": ["requesting-code-review"], "must_not_load": ["receiving-code-review", "brainstorming", "systematic-debugging"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "claim-done", "tags": ["positive"], "prompt": "Done fixing the date parser. Commit it and open the PR.", "must_load": ["verification-before-completion"], "must_not_load": ["brainstorming", "writing-plans", "systematic-debugging", "receiving-code-review"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "finish-branch", "tags": ["positive"], "prompt": "All tasks on feature/export are done and tests pass. Should I merge to main, open a PR, or something else?", "must_load": ["finishing-a-development-branch"], "must_not_load": ["brainstorming", "systematic-debugging", "writing-plans", "receiving-code-review"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "isolated-workspace", "tags": ["positive"], "prompt": "I need to start the export feature without disturbing my uncommitted work on main. Set up an isolated workspace.", "must_load": ["using-git-worktrees"], "must_not_load": ["finishing-a-development-branch", "systematic-debugging", "receiving-code-review"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "iban-validator", "tags": ["positive"], "prompt": "Add a function that validates IBANs to utils/banking.py.", "must_load": ["test-driven-development"], "must_not_load": ["systematic-debugging", "finishing-a-development-branch", "receiving-code-review", "writing-skills"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "new-skill", "tags": ["positive"], "prompt": "Write a new skill that teaches the agent our SQL migration conventions.", "must_load": ["writing-skills"], "must_not_load": ["writing-plans", "systematic-debugging", "executing-plans"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "diagnose-session", "tags": ["positive"], "prompt": "That last agent session went badly: it ignored the plan and redid the same work twice. Why did that happen? I want to file a bug report with the superpowers maintainers.", "must_load": ["diagnosing-superpowers"], "must_not_load": ["writing-plans", "executing-plans", "requesting-code-review", "brainstorming"], "no_skill_at_all": false}
{"probe": "superpowers", "case_id": "http-418", "tags": ["none"], "prompt": "What does HTTP status 418 mean?", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "superpowers", "case_id": "mutex-vs-semaphore", "tags": ["none"], "prompt": "Explain the difference between a mutex and a semaphore.", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "superpowers", "case_id": "rebase-pushed-branch", "tags": ["none"], "prompt": "Is it safe to rebase a branch I've already pushed?", "must_load": [], "must_not_load": [], "no_skill_at_all": true}
{"probe": "superpowers", "case_id": "rename-variable", "tags": ["near-miss"], "prompt": "Rename the variable usr to user in this function: def greet(usr): return f'Hi {usr}'", "must_load": [], "must_not_load": [], "no_skill_at_all": true}