Software & AI Copilot listing changes

How this plugin's listing changed from one daily snapshot to the next, with its rank by placement that day and a day, a week and four weeks later. Rank movement after a change shows what happened next, not what caused it; the directory-wide page compares it with every other plugin.

5 changes since November 2, 2026, newest first. A dash means no rank was recorded that day; “due” means the day hasn't come yet.

Field	Change	Age	Rank by placement	Then	Category rank, 7d
Nov 2 → Nov 3 · 5 changes
Capabilities	Added: Understand repository architecture and existing code contracts Debug failures from error messages, logs, tests, and trace evidence Implement focused changes with regression tests and minimal diffs Review code for correctness, security, concurrency, and compatibility Refactor code while preserving observable behavior Plan tests, reproduce regressions, and evaluate test coverage Show 8 moreShow fewer Plan safe dependency, runtime, API, and database migrations Harden web services, authentication, and cross-tenant access Review performance using measured evidence, not guesswork Improve SQL, Spark, CDC, and data pipeline code Harden LLM client, tool, and structured-output integrations Productionize ML models and exploratory notebooks Triage incidents and prepare evidence-backed release handoffs Coordinate supported specialist agents for complex changes Removed: Understand existing repositories before proposing code changes Debug software, data, and AI code from errors, logs, tests, and surrounding context Implement focused changes while preserving project architecture and public contracts Review code for correctness, security, compatibility, concurrency, and maintainability Refactor code without unnecessary rewrites or unrelated cleanup Design unit, integration, contract, regression, and targeted end-to-end tests Show 4 moreShow fewer Plan safer API, schema, dependency, framework, and runtime migrations Improve SQL, Spark, pipeline, ML, and LLM integration code Turn notebooks and experiments into testable production-oriented modules Use current official documentation for version-sensitive APIs, SDKs, and frameworks	30–90 d	#5310	1d#5304 6places up 7ddue Nov 10 28ddue Dec 1	#469 due Nov 10
Description	576 chars 695 chars rewritten, 23% kept · added: coding, assistance, codebases, failures, features, changes +4 more · removed: copilot, helps, test, migrate, harden, code +4 more
Skills	Added: debug-failure design-and-run-tests get-started harden-llm-integration implement-data-code implement-feature Show 12 moreShow fewer migrate-dependencies migrate-interfaces-and-schemas optimize-performance orchestrate-specialists prepare-release productionize-ml-code productionize-notebook refactor-safely review-code secure-code triage-incident understand-repository Removed: software-data-ai-copilot
Keywords	Added: software-engineering refactoring data-engineering machine-learning llm migration Show 1 moreShow fewer devtools Removed: coding software data ai
Version	0.1.0 0.2.0