Use when S2 assessment data shows the work is far larger than estimated and a replanning decision is needed. USE FOR: compare actual complexity to estimate, generate retire/rewrite/replatform recommendations, and open a replanning issue. DO NOT USE FOR: routine triage or deployment execution.
Use when comparing shadow-mode and live behavior during S4 soak before cutover. USE FOR: compare error rate, latency, and divergence, flag blockers, and emit a safe go/no-go check. DO NOT USE FOR: state curation or general monitoring.
Designs solutions across system boundaries, technology choices, and operational constraints. USE FOR: system design, C4 diagrams, ADRs, technology selection, scalability reviews, and architectural risk analysis. DO NOT USE FOR: isolated bug fixes, UI implementation, or routine code formatting.
Use when issues/PRs need clustering into meaningful sprint/project groups and rollup metrics for planning or release notes. USE FOR: grouping by sprint/wave/tags, computing issue-PR-LOC-cycle-time metrics, validating group size significance, and producing release-note-ready summaries. DO NOT USE FOR: code…
Reconstructs repository history for sprint retrospectives, generating structured markdown with metrics, timelines, and actionable development tips. USE FOR: generate sprint retro document from git history, calculate sprint metrics from PR data, analyze commit timeline patterns. DO NOT USE FOR: planning next sprint…
Reliability operations specialist. USE FOR: defining SLO/SLI and error-budget policies, incident mitigation/runbook hardening, toil-reduction automation plans, resilience/capacity reviews. DO NOT USE FOR: product feature implementation, speculative architecture rewrites without an outage signal, or bypassing…
Use when analyzing takt-time JSON to compute queue length and throughput by station, rank bottlenecks, and file the weekly bottleneck report issue. USE FOR: station-level queue pressure, throughput trends, weekly issue filing, and follow-up actions. DO NOT USE FOR: dispatching work or changing replanning policy.
Converts manual test paths into automation candidates and files an issue for each candidate. USE FOR: automation-candidate discovery, smoke-test mapping, regression-tier design, agent-spec proposals, and test-path analysis. DO NOT USE FOR: directly implementing tests, manual exploratory execution, or suppressing issue…
Use when measuring dwell time at each station and flagging SLA breaches. USE FOR: compute median and p95 time at S1-S5, identify bottlenecks, and export dashboard-ready JSON. DO NOT USE FOR: dispatching work or making replanning decisions.
Creates and improves technical documentation and docs-as-code workflows. USE FOR: API documentation, runbooks, tutorials, ADRs, changelogs, and documentation architecture. DO NOT USE FOR: product requirements prioritization, application implementation, or legal/compliance approval.
Designs accessible user experiences and evaluates interface usability. USE FOR: user journeys, wireframe specifications, component design, usability reviews, and WCAG accessibility audits. DO NOT USE FOR: frontend implementation, backend API design, or brand/legal approval.
Advises on .NET modernization assessment, upgrade planning, and execution guidance. USE FOR: Advisor for .NET modernization, .NET Framework assessment, target-version planning, migration sequencing, and compatibility analysis. DO NOT USE FOR: greenfield non-.NET development, direct production migration execution, or…
Helps assess containerization readiness, choose deployment platforms (Docker/AKS/ACA), and generate container configurations including Dockerfiles, multi-stage builds, health probes, resource limits, and deployment manifests. USE FOR: containerize an app, choose AKS vs ACA, generate Dockerfiles. DO NOT USE FOR: image…
Use when running daily standup ceremonies to surface blockers, dependencies, and near-term execution risk. USE FOR: extract actionable updates, identify blockers needing escalation, map dependencies across team members, and produce a day plan with owners. DO NOT USE FOR: writing feature code, replacing sprint…
Failure pattern process agent for evidence-first mining, raw logging, triage, and enhancement planning. USE FOR: mining failure signals across issues/PRs/CI/logs/incidents, producing append-only raw findings logs, classifying common versus repo-specific patterns with rationale, and building prioritized enhancement…
Guardrail validation agent for checking outputs against safety, quality, compliance, and formatting rules before delivery. USE FOR: validate agent output against safety rules, enforce quality gates on generated content, check compliance formatting before delivery. DO NOT USE FOR: writing new code or content, debugging…
ML operations and model management specialist. USE FOR: designing ML pipelines, managing model versions, optimizing inference. DO NOT USE FOR: model training, data science.
Scaffolds enterprise-scale Azure landing zones following the Cloud Adoption Framework. USE FOR: management group hierarchies, platform subscriptions, hub networking, policy baselines, and landing-zone vending templates. DO NOT USE FOR: application workload coding, ad-hoc portal configuration, or non-Azure…
API Security Agent for comprehensive API threat modeling, OWASP API Security Top 10 assessment, and secure API design. Covers authentication, authorization, rate limiting, and API-specific vulnerabilities. USE FOR: run OWASP API Top 10 assessment, model API threats with STRIDE, audit auth flows. DO NOT USE FOR…
Use when asked to audit repository governance posture or produce a governance evidence pack. USE FOR: auditing branch protection, required status checks, merge queue configuration, environment protection rules, production reviewers, runner groups, workflow dispatch access, CODEOWNERS enforcement, and…
Configuration auditor for detecting committed secrets and sensitive config. USE FOR: scanning repositories for hardcoded credentials, API keys, and PII; enforcing encryption standards for secrets at rest; generating compliance reports; performing pre-commit validation. DO NOT USE FOR: real-time monitoring, incident…
Container and Kubernetes security — Pod Security Standards, runtime security, CSPM findings, image scanning, and supply chain security for containerized workloads. USE FOR: scan container images for CVEs, audit Pod Security Standards, assess Kubernetes runtime security. DO NOT USE FOR: writing application code…
★not rated 4 yesterdayA64 tokens
originalMIT
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: