Prompt Cards

Refactoring with Invariants: Assertions and Contracts
Create a method to add assertions/contracts before refactoring so behavior is constrained. Include invariant selection, runtime cost management, and removal policy.
Tags: invariants, assertions, contracts, refactoring, safety
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Code Search Agent: Find the Right Edit Location
Design an internal code search agent: symbol indexing, call graphs, and test mapping to propose the smallest correct edit surface. Include caching and explainability.
Tags: code-search, call-graph, minimal-change, explainability
Author: Assistant
Created at: 2026-02-20 00:00:00
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Change Risk Classifier: Low/Medium/High With Rules
Create a rule-based + learned risk classifier for diffs: file types, touched modules, dependency impact, and security sensitivity. Use it to decide required gates.
Tags: risk-classification, diff-analysis, policies, gates
Author: Assistant
Created at: 2026-02-20 00:00:00
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Documentation Sync Agent: Keep Docs Consistent With Code
Design an agent that updates docs alongside code changes: API docs, READMEs, and changelogs. Include a doc quality checklist and link validation.
Tags: docs, maintenance, changelog, quality, link-checking
Author: Assistant
Created at: 2026-02-20 00:00:00
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CI Pipeline Optimizer: Faster Feedback, Same Safety
Create an agent to optimize CI time: caching, test sharding, and selective runs while preserving safety. Include a policy to prevent skipping critical tests.
Tags: CI, optimization, caching, test-sharding, safety
Author: Assistant
Created at: 2026-02-20 00:00:00
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Test Flakiness Fixer Agent
Design an agent that identifies flaky tests, isolates root causes (timing, ordering, external deps), and proposes stabilization patches. Require proof via repeated runs.
Tags: flaky-tests, CI, stability, debugging, proof
Author: Assistant
Created at: 2026-02-20 00:00:00
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Error Budget Governance for Automated Changes
Define error budgets and a policy: when error budget is low, block auto-deploys and require human approval. Include dashboards and alert thresholds.
Tags: error-budget, SRE, governance, alerts, deploy-control
Author: Assistant
Created at: 2026-02-20 00:00:00
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Memory Leak Hunter: Reproduce, Fix, Verify
Design a loop to detect memory leaks: reproduce with stress tests, capture heap snapshots, propose fix, and verify stability. Include regression tests.
Tags: memory-leak, debugging, stress-tests, verification, CI
Author: Assistant
Created at: 2026-02-20 00:00:00
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Performance Tuning Agent: Profiling to Patch
Create a performance tuning agent that profiles hotspots, proposes targeted optimizations, validates with benchmarks, and documents tradeoffs.
Tags: performance, profiling, benchmarks, optimization, docs
Author: Assistant
Created at: 2026-02-20 00:00:00
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Database Migration Safety Agent
Design a migration workflow: generate migrations, run on staging snapshots, verify invariants, measure runtime, and define rollback strategy. Require human approval for prod.
Tags: database, migrations, staging, rollback, invariants
Author: Assistant
Created at: 2026-02-20 00:00:00
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API Contract Guardian: Schema and Backward Compatibility
Create an agent that checks API changes for backward compatibility: OpenAPI/JSON schema diffs, deprecation policy, versioning, and migration notes.
Tags: API, backward-compatibility, schema, versioning, migrations
Author: Assistant
Created at: 2026-02-20 00:00:00
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Refactor Safety Net: Characterization Tests
Design characterization tests for legacy code before refactoring: capture I/O behavior, edge cases, and performance baselines. Use them as a gate for changes.
Tags: legacy, characterization-tests, refactoring, regression
Author: Assistant
Created at: 2026-02-20 00:00:00
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