Session Insights

Scores completed OKR sets at cycle close with KR-level scoring per the canonical OKR type enum (committed | aspirational | learning | operational_health | compliance_or_safety), committed-vs-aspirational interpretation, evidence quality assessment, learning synthesis, and next-cycle recommendations. Refuses to retroactively change targets or shrink committed scope, average away guardrail KRs, treat 0.7 as success for committed or compliance_or_safety KRs, equate effort with impact, or use scores for individual performance. Hands off to iterate-lessons-log, iterate-retrospective, define-hypothesis, measure-dashboard-requirements, measure-instrumentation-spec, and foundation-okr-writer.

Extract the conceptual essence of a repository as skills, agents, and teams — the project's roles, procedures, and coordination patterns expressed as agentskills.io-standard definitions. Reads an arbitrary codebase and produces generalized definitions that capture WHAT the project does and WHO operates it, without replicating HOW it does it. Use when onboarding to a new codebase and wanting to understand its conceptual architecture, when bootstrapping an agentic system from an existing project, when studying a project's organizational DNA for cross-pollination, or when creating a skill/agent/team library inspired by a reference implementation.

Context Runtime für KI-Agenten — 59 MCP-Tools, 10 Lesemodi, über 95 Shell-Muster, Tree-sitter AST für 18 Sprachen. Komprimiert LLM-Kontext um bis zu 99%. Verwenden Sie es beim Lesen von Dateien, Ausführen von Shell-Befehlen, Suchen von Code oder Erkunden von Verzeichnissen. Automatische Installation, falls nicht vorhanden.

Ordnet eine Codebasis in Feature-gruppierte Flussdiagramme ein, identifiziert doppelte Belange über Features hinweg und schlägt eine einheitliche Architektur vor. Wird verwendet, wenn nach "dem idealen Pfad" gefragt wird, duplizierte Systeme vereinheitlicht oder die Architektur vor einem Refactoring auditiert werden soll. Gibt ein vorgeschlagenes einheitliches Flussdiagramm sowie Prompts zum Erstellen eines Plans pro System aus.

Codacy Cloud workflow for this repository -- run Codacy's analyzers locally before `git push` (mirrors what Codacy CI runs), and fetch/cluster Codacy issues for any PR via the v3 API. Use when the user mentions Codacy, "codacy analysis", `codacy-analysis-cli`, "codacy issues on PR", "fix codacy CI", "codacy markdownlint findings", or any Codacy gate failing on a netdata-org PR. Ships scripts analyze-local.sh (docker/binary runner for codacy-analysis-cli) and pr-issues.sh (paginated v3 issue fetch + group-by tool/pattern/severity/file). Token-safe -- CODACY_TOKEN never reaches assistant-visible stdout. Read-only by design in the current SOW; write actions (mark FP, mark fixed) are deferred.

Extract domain knowledge from existing project sources and generate domain rules. Also handles vault sync and domain listing.