Shape agent capabilities into your workflow.

This skill designs source-to-warehouse data ingestion with contracts, idempotency, duplicate protection, schema-drift checks, data-quality gates, lineage, backfills, freshness monitoring, and runbooks. It covers ETL, ELT, and CDC through ordered phases and blocks unsafe progression when a dependency or validation fails. The result is a recoverable workflow with clearer failure handling rather than a brittle one-off load.

learning-experience-architect applies backward design to turn source material into measurable objectives, a module map, lessons, and aligned assessments. Its completion check requires every objective to be taught and assessed without orphaned goals, then it can export the course to Markdown, SCORM, or an LMS-ready structure. The result is a learnable sequence rather than a flat outline.

agent-system-designer starts with a capability specification and routes the design among a skill, subagent, MCP server, or workflow. It defines tool contracts, context and state strategies, least-privilege permissions, safety boundaries, and a runnable test harness before implementation. The process is intended to catch overlapping schemas, context failures, and destructive access early, when architectural changes are still reversible.

medical-bill-and-claim-appeal-navigator turns a denial notice, itemized bill, and explanation of benefits into an error log, appeal materials, and a negotiation script. It can organize checks for duplicate charges, coding issues, unbundling, balance billing, and medical-necessity support, but never invents codes, statutes, or deadlines. It is not legal or medical advice; dates and citations must be confirmed for the plan and state.

extraction-automation-architect takes a web-extraction idea through legality and terms checks, source selection, API versus browser strategy, anti-bot constraints, typed schemas, selector healing, scheduling, validation, and monitoring. It produces durable configuration and run records instead of a single fetch. Rate limits, robots.txt, and site changes remain explicit operating constraints, so recurring jobs can be checked when data becomes stale.

api-contract-governor governs REST, GraphQL, and protobuf/gRPC contract changes through a checked-in registry. It classifies deltas, discovers affected consumers, blocks unregistered breaking changes, and tracks versioned deprecation, migrations, and the final sunset gate before retirement.

upgrade-pilot sequences major framework or dependency upgrades by dependency order, applies codemods before hand fixes, and isolates the work in a worktree. A resumable ledger records checkpoints, while install, typecheck, build, and test gates block the next step until the current one is green.

perf-optimization-loop refuses to edit code before a measured baseline exists. It isolates one experiment at a time, re-runs the same benchmark to decide KEEP, REVERT, or INCONCLUSIVE, records both wins and negatives, and generates a CI performance budget to catch regressions.

monetization-architect carries pricing work from value-metric discovery and willingness-to-pay studies through tiers, revenue scenarios, and a safe live migration. It defines grandfathering, cohorts, churn guardrails, rollback triggers, and modeled-versus-actual reconciliation from user-supplied data, rather than reading a billing system.

talk-and-keynote-architect builds the spoken narrative before slides: one through-line, a timed beat sheet, an ear-friendly script, hostile Q&A preparation, and iterative rehearsal cuts. It measures the real runtime and produces a day-of kit, while routing the actual deck to a separate design layer.

eval-harness-architect starts from the decision an evaluation must support, then builds versioned datasets, holdouts, dimension-specific scorers, and a calibrated judge. It measures significance, wires regression gates and PR scorecards into CI, and adds drift and production-feedback loops without fabricating labels or benchmark numbers.

single-source-content-factory turns one transcript, draft, talk, or document into a canonical asset with addressable content atoms. It adapts those atoms for blogs, newsletters, LinkedIn, X, video scripts, and email, checks voice and claim consistency, emits a traceability matrix, and identifies only the outputs affected by source changes; it plans cadence but does not post or schedule.

ATS Resume Reviewer compares a resume with a complete job description through a 13-module ATS and recruiter-style report. It covers parsing, compatibility, keyword gaps, experience, formatting, risks, and a prioritized improvement roadmap, while refusing to add skills, metrics, certifications, or achievements that the candidate did not provide.

quickstart-keeper maintains a concise QUICKSTART.md and optional deep dives with the repository’s structure, commands, deployment steps, and gotchas. Claude reads it before project work, the skill updates stale lines in the same change, and a one-time choice determines whether the knowledge is committed for teammates or kept local.

council-of-neurodivergents sends one question to four advisors with distinct neurodivergent cognitive lenses, lets them cross-review one another anonymously, and asks a Chairman to synthesize a verdict and next steps. It is a compact Claude skill for challenging assumptions through multiple perspectives rather than receiving a single first-pass answer.

embedded-code-logic helps structure bare-metal MCU and FreeRTOS firmware around state machines, ISR-to-task cooperation, driver ownership, timeouts, and watchdogs. It reviews races, deadlocks, priority inversion, and shared-resource protection, while deliberately leaving register settings and datasheet lookups to the chip documentation.

threat-model-studio reconstructs data flows and trust boundaries, enumerates STRIDE threats, and applies LINDDUN to personal-data flows. It scores risks through a deterministic OWASP rubric, maps them to mitigations or explicit accept or transfer decisions, tracks regressions in a versioned register, and exports Threat Dragon JSON plus Markdown.

staff-eng-planning turns a fuzzy initiative into an in-repo RFC, ADRs, three-point estimates, trade-off matrix, risk register, and phased rollout or backout plan. It right-sizes the work, forces explicit goals and non-goals, records real alternatives and assumptions, and uses deterministic phase gates before producing a stakeholder-ready brief.