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- reproducible-training-runsUse when reviewing or modifying ML training scripts that must produce identical results across runs or machine
- reproduction-bug-intake-deskturn a customer report into a reproduction record and a defect draft engineering can act on, with minimal step
- republic-designRepublic-style UX design reviewer and scorer for pitch decks, landing pages, and investor-facing materials. Ap
- repurposeTurn one piece of source content (blog post, webinar, podcast, ebook, video) into 5-10 derivative assets for d
- repurpose-contentTurns one piece of content (article, video transcript, idea, announcement) into platform-native posts for X/Tw
- reputation-gap-analyzerCompare the reputation you HAVE (scored proof) against the reputation you NEED for your buy box, then run Metr
- reputation-recoveryBuild a phased reputation recovery plan after a crisis — from damage assessment through stakeholder communicat
- req-analyzeRequirements analysis — problem decomposition, stakeholder scan, requirement structuring. Produces 1-requireme
- request-refactor-planCreate a detailed refactor plan with tiny commits via user interview, then file it as a GitHub issue. Use when
- request-trackingRequest tracking knowledge base. Use when: querying request status, managing document references, tracking pro
- requesthuntGenerate user demand research reports from real user feedback. Scrape and analyze feature requests, complaints
- requesting-code-reviewUse when completing tasks, implementing major features, or before merging to verify work meets requirements -
- requesting-red-team-reviewUse after completing an analysis or before reporting a finding, to have a skeptical reviewer attack the conclu
- requirement[UDS] 撰寫結構良好的使用者故事和需求文件,遵循 INVEST 準則
- requirement-architectConverts high-level product intent into traceable PRDs and User Stories. Use when the user provides product in
- requirement-convergence変更が生むべき成果と、そこへ至るために提案された要件を切り分け、ユーザーが除外したものを記録し、コストを構造からバンドで見積もる。要件がワークフローに入った時点、設計を始める前、または「どこまでやるか/スコープ外は何か/
- requirement-delivery接到新需求、要从需求快速走到可交付时使用。先理清再动手,高效落地。
- requirement-forgeGenerate structured feature specifications through a collaborative product interview. Acts as a senior PM and
- requirement-forge-refinerFacilitate a structured conversation to define requirement standards for a project — epic and feature definiti
- requirement-gap-finder需求補洞助手(探路模式)— 專用於「白紙一張、還沒有 PRD」的場合:站在 PM、UIUX、 Backend、Frontend、QA 五個角色,掃描需求的缺漏、容易誤解的敘述、沒考慮到的 Edge Case, 以及開發前
- requirement-qualityApply requirement quality principles when generating or validating feature specifications. Enforces feature co
- requirement-writerUse this skill when the PM needs a precise, engineering-focused requirement document — not the broader team sp
- requirementsGather and structure requirements for an Alfresco extension as user stories with acceptance criteria.
- requirements-analysisUse this skill when you need to analyze requirements, identify test points, boundaries, dependencies, and risk
- requirements-analysis-plusUse this skill when you need to parse Word/HTML/JSON/Markdown/Excel requirements and produce a structured anal
- requirements-analyzerKỹ năng phân tích trang web/module và sinh ra tài liệu Yêu cầu (Requirements Document/User Stories) chuẩn mực.
- requirements-authoringTo author, update, and validate functional/non-functional requirements as atomic units with user approval.
- requirements-budget-verificationConvert AAO telescope or instrument concepts into traceable requirements, budgets, verification matrices, test
- requirements-builderBuild structured user stories with acceptance criteria, edge cases, and scope boundaries for a feature. Use wh
- requirements-clarityClarify ambiguous requirements through focused dialogue before implementation. Use when requirements are uncle
- requirements-interviewInteractive PM interview with expertise-adaptive questioning for requirements elicitation
- requirements-scopingThis skill should be used when the user needs to "clarify requirements", separate "functional vs non-functiona
- requirements-specificationMaster requirements gathering, user story writing, acceptance criteria definition, and scope management. Trans
- requirements-test-coverage-mapperMap requirements (PRD/user stories/AC) to comprehensive test coverage using a traceability matrix (RTM). Outpu
- requirements-useTo consume approved requirements for planning, implementation, and validation, with traceability and HITL.
- requirements-verbatimCapture a user requirement, decision, approval, or constraint word-for-word into an append-only dated log so i
- requirements-writerConversational intake that produces a structured requirements.md following a standardized PM schema. Enforces
- rescueLegacy refactoring orchestrator. Use when user says 'refactor', 'modernize', 'clean up this mess', 'rescue', o
- researchInvestigate a question against high-trust primary sources and capture findings as Markdown in the repo. Use to
- research-action-itemsExtracts every outstanding action item from research team email threads — tasks assigned in lab meetings, foll
- research-add-fieldsAdd field definitions to existing research outline.
- research-add-itemsAdd items (research objects) to existing research outline.
- research-after-failureUse after 2 consecutive failed attempts at solving a problem - STOP guessing and research documentation, codeb
- research-agentUse for current web/X research, library/API verification, competitive analysis, source-backed technical decisi
- research-agentsResearch Agora: Claude Code skills, benchmarks & tools for ML researchers — paper writing, citation verificati
- research-and-summarizeDistill complex topics into layered, actionable summaries. Start with the key insight, layer in detail, end wi
- research-architectUse when a user needs the end-to-end Research Architect workflow to turn a raw idea, user-designated accessibl
- research-architect-auditUse when reviewing, revising, or deciding whether to complete a Research Architect draft, especially when its
- research-architect-brainstormUse when a user needs distinct, feasible Research Architect research-question options from a raw topic, availa
- research-architect-citationUse when a Research Architect project or existing draft needs claim-level literature support for background, p
- research-architect-designUse when a Research Architect candidate research spine and approved exemplar adaptation need to become a feasi
- research-architect-draftUse when a Research Architect project has an evidence-ready spine, evidence and claim trail, citation support,
- research-architect-evidenceUse when executed research materials, results, observations, analyses, or draft claims need to become a Resear
- research-architect-intakeUse when starting or resuming a Research Architect project—including an existing draft that needs review—and y
- research-architect-literatureUse when a Research Architect project needs accessible target-reference papers analyzed for transferable resea
- research-archivalScrape AI research URLs, archive with frontmatter, create GitHub Issues with identity verification.
- research-artifactsOrganize, format, and index research as OKF-conformant knowledge bundles — dated, sourced, append-only snapsho
- research-assistantHow to conduct good research and write exploitable reports, whatever the format of the sources and of the fina
- research-before-buyCollapses the research-compare-find loop for non-trivial purchases of any kind — physical objects, services, e
- research-briefProduce a structured research brief on any topic — TL;DR, cited key facts, notable quotes, suggested angles, o
- research-brief-structureProduces research briefs that answer a question — sources, synthesis, gaps, recommendation — rather than summa
- research-briefingUse when starting a nontrivial research task to frame scope, success criteria, evidence plan, and the right do
- research-channelResearch and choose a marketing channel using owned performance, current public evidence, platform mechanics,
- research-chapter-opsUse when beginning work on a thesis chapter — creates and maintains the Chapter Operations Document (OPS file)
- research-citation-managementUse when managing citations in thesis writing — three-pipeline system for gap analysis, verification, and prog
- research-codebaseConduct comprehensive codebase research by spawning parallel
- research-collaboratorUse this skill whenever a researcher wants to test, validate, stress-test, or falsify a research idea or hypot
- research-collectorUse when the user wants to collect research material for an article or topic by gathering YouTube videos and w
- research-copilotInteractive research co-pilot. Orients to current state, asks one clarifier per turn, suggests next moves, syn
- research-craftUse when planning, reviewing, or improving research work: choosing research problems, designing ML/AI experime
- research-critiqueCritical analysis of research papers evaluating methodology, claims-evidence alignment, and contribution signi
- research-deepRead research outline, launch independent agent for each item for deep research. Disable task output.
- research-digest-wrapperUse when the user wants a local research digest from tracked topics or wants to manage tracked research topics
- research-documentationResearch topics and document findings in Notion with organized structure and sources
- research-error-logUse when creating, structuring, or extending the project Error Log (`CLAUDE_ERROR_LOG.md` / `CLAUDE_ERROR_LOG_
- research-explorerUse when the user has a vague research direction and wants to explore feasible specific topics. Outputs a stru
- research-figure-generationUse when creating publication-quality figures for thesis — pipeline from raw data through verification, genera
- research-first-devResearch-first development methodology that investigates existing solutions, brainstorms alternatives, and eva
- research-folder-synthesizerSynthesize a folder of mixed local files (articles, notes, excerpts) into a structured thematic report with ke
- research-gap-analysisIdentifies missing information required to complete qualification, segmentation, or outreach preparation. Use
- research-gatherGathers and lists research resources (academic papers, patents, websites, business cases) for specified resear
- research-gemini-reviewUse after Claude writes any thesis prose draft — invokes Gemini API as an independent cross-model critic to el
- research-grantsWrite competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, re
- research-hypothesis-testingA curated guide to convention files AI agents read, write, and act on: AGENTS.md, CLAUDE.md, SKILL.md, llms.tx
- research-innovation-explorerBuild literature-grounded research-question candidate landscapes by collecting papers, generating A+B matrices
- research-issueInvestigate production issues and bugs through hypothesis-driven
- research-issuesInvestigate current challenges, limitations, and proposed solutions in Japanese NLP for a topic. Surveys the e
- research-lightdash-apiResearch and investigate Lightdash API endpoints to understand request/response schemas and behavior.
- research-lookupCompile current scholarly evidence for a scientific manuscript or research brief. Use when the user explicitly
- research-loopRun autonomous, metric-driven experiments on a version-controlled implementation against a fixed evaluation ha
- research-mentorActs as a senior academic research mentor and critical peer reviewer across the full research lifecycle. Use w
- research-methodologyUse this skill as a pre-search discipline before running daily-news-report, github-skill-research, project-dis
- research-narrativeConstruct the paper narrative that makes your contribution unmissable to reviewers — before you write the meth
- research-orchestrationParallel research agent orchestration dispatching 5-10 concurrent agents for comprehensive multi-source resear
- research-packagerCreate sanitized export packs from canonical memory for research pool
- research-paperEnterprise-grade autonomous research paper generation skill for AI coding agents — full papers, literature rev
- research-paper-adaptationUse when converting a published paper (where researcher is author) into a thesis chapter — adaptation protocol
- research-paper-graph-extractionUse this skill whenever a user wants to extract and connect knowledge from academic research papers, scientifi
- research-paper-writingWrite ML papers for NeurIPS/ICML/ICLR: design→submit.
- research-pipelineDisciplined multi-source research pipeline that produces a verifiable, citation-backed report — orchestrated s
- research-pipeline-runnerRun a research Workflow end to end when the user requests a survey, brief, review, tutorial, or idea explorati
- research-plannerA curated open-source library of reusable SKILL.md files for Claude. Learn, use, and build powerful AI skills
- research-positioningResearch a product's market, ideal customer, alternatives, demand, offer, and positioning. Use for ICP researc
- research-postmortemUse when a thesis draft is rejected and must be rewritten from scratch — structured 5-part investigation into
- research-pre-writing-discussionUse before creating a Writing Brief for any thesis section — structured interview to extract researcher's know
- research-presentationCreate, revise, and quality-check source-grounded research presentations from papers, research notes, data, or
- research-product渐进式研究当前产品,并把已经稳定、可追溯的产品认知增量写入根目录 SOUL.md。首次接入产品代码、原型或线上 URL,需要确认产品形态与已有能力,或某个增长 loop 在执行中发现新的产品事实、用户场景、问题与价值证据
- research-proofTurn vague research ideas, math-heavy claims, AI-lab style agent loops, benchmark claims, causal claims, proto
- research-proposalDraft a PhD research proposal or research plan aligned to a specific lab's current and future agenda. Use this
- research-publishingUse when the user wants to prepare code for open-source release, create reproducible research artifacts, or st
- research-questionUse when the user has a vague topic or area of interest and wants it sharpened into a few strong, novel, feasi
- research-question-thกำหนด RQ ที่ดี testable + relevant | สำหรับ นักศึกษา. Triggers when user says (Thai/EN): 'research question',
- research-recommendationConvert qualitative research findings into a single actionable design recommendation — so findings ship instea
- research-report将deep调研结果汇总为markdown报告,覆盖所有字段,跳过不确定值。
- research-report-reviewerUse when a research draft or report exists and needs a pre-final review for unsupported claims, ambiguity, sco
- research-repositoryBuild a repository that makes findings findable, reusable, and cumulative across teams. Use when the same rese
- research-scoutTracks AZIMUTH's 8 primary citation source families for new publications or significant updates. Stages valida
- research-seo-demand完整调研并确定 SEO 机会:从产品理解、领域词表拆解、关键词矩阵扩展、Bing 真实热度验证、竞品发现、实时 SERP 抓取,到头部页面的搜索引擎层、用户层和质量层拆解。需要查热词、验证搜索量、判断搜索意图、研究竞品页
- research-session-managementUse when starting or ending any thesis writing session — manages INDEX files, handoff documents, and startup/s
- research-startResearch roadmap for a UK legal issue — statutes to check on legislation.gov.uk, case law areas to investigate
- research-study-guide研究プロジェクトの成果物(論文草稿・実験レポート・調査レポート・仕様/理論メモ・PoC コード)から、 その分野をほとんど知らない学生向けの学習用教材ドキュメント群をMDファイルで生成するスキル。 「学習教材を作って」「
- research-style-auditUse after completing any thesis section draft — runs programmatic style audit to catch Pattern #29 (lazy audit
- research-sweepThe "discover" orchestrator on the marketplace's shared role substrate — the counterpart to dev-crew (deliver)
- research-synthesisSynthesize user research into actionable insights using atomic research methods. Use when asked to synthesize
- research-synthesizerGathers information from multiple sources in parallel, compares what they say, flags where they agree or confl
- research-task-fileUse when creating self-contained task files for autonomous AI agent execution — goal-oriented instructions wit
- research-technical-docsInvestigate a TECHNICAL question against high-trust PRIMARY sources — official docs, source code, specs, first
- research-three-stage-reviewUse after completing a thesis prose draft — runs three independent review stages with different perspectives a
- research-time-series-econometricsA curated guide to convention files AI agents read, write, and act on: AGENTS.md, CLAUDE.md, SKILL.md, llms.tx
- research-to-content-briefTransform research notes (audience, competitor signals, trend snippets) into a structured content brief. Use w
- research-to-diagram深度调研主题并自动生成知识关系图谱PDF。接收研究主题后自动进行网络调研、信息收集、知识整理,最终生成专业的可视化关系图谱。适用于"研究...并做图"、"深度分析...并可视化"、"生成知识图谱"等场景。
- research-to-knowledgeUse when a task asks for deep research, current external information, source-backed comparison, claim verifica
- research-topicMulti-step research orchestration. Use when user asks "research X", "summarize current state of Y", "what's th
- research-trendsAnalyze current trends in Japanese NLP for a topic. Surveys the existing awesome-japanese-nlp-resources datase
- research-verificationPre-flight verification checklist for research tasks. Use DURING research when gathering information about ext
- research-verification-gateUse immediately before calling a research answer done, final, or complete to verify evidence coverage, dates,
- research-wavesRun the 3-wave research and validation process — Wave 1 competitor and market research, Wave 2 red team (devil
- research-with-sourcesInvestigate a topic against preserved sources and write a draft-status research article under `research/` in a
- research-workspace-briefingTurn a question into a citation-backed briefing by combining web research with Google Workspace context (Gmail
- research-writingGenerate complete, publication-quality research documents — papers, reports, literature reviews, and scientifi
- research-writing-briefUse when planning any thesis section before writing prose — creates a Writing Brief with boundary rules, inter
- researcherResearches real-world buildings, cities, landmarks, vehicles, and mechanisms so they can be represented faithf
- researchers-biographicalResearches personal backgrounds, interviews, motivations, and humanizing details. Use when research needs biog
- researchers-financialResearches SEC filings, earnings calls, analyst reports, and market data. Use when the album subject involves
- researchers-govResearches DOJ/FBI/SEC press releases, agency statements, and government sources. Use when research needs offi
- researchers-historicalResearches archives, contemporary accounts, and timeline reconstruction. Use when the album subject involves h
- researchers-journalismResearches investigative articles, interviews, and news coverage. Use when research needs journalistic sources
- researchers-legalResearches court documents, indictments, plea agreements, and sentencing records. Use when the album subject i
- researchers-primary-sourceResearches the subject's own words from tweets, blogs, forums, and chat logs. Use when research needs direct q
- researchers-securityResearches malware analysis, CVEs, attribution reports, and hacker community sources. Use when the album subje
- researchers-techResearches project histories, changelogs, developer interviews, and open source documentation. Use when the al
- researchers-verifierPerforms quality control, citation validation, and fact-checking before human review. Use after research is co
- researchharnessUse when installing, configuring, running, embedding, deploying, or debugging InternScience ResearchHarness as
- researching-on-the-internetUse when planning features and need current API docs, library patterns, or external knowledge; when testing hy
- researchquestionsWrite a structured research prompt document — questions only, no answers
- researchstackWorkflow-first research skill pack for computer systems, networking, and AI papers. Use when Codex needs to ac
- reseedHow to use reseed to manage agent skills in a project. Use when the user mentions reseed, agent skills, SKILL.
- resemble-detectDeepfake detection and media safety — detect AI-generated audio, images, video, and text, trace synthesis sour
- resendSend transactional email and manage domains, contacts, audiences, and broadcasts via the Resend REST API. Use
- resend-domainUse when transactional email must send from a custom verified domain: add and verify a custom sending domain s
- resend-receiptResend purchase confirmation emails with download links. Search by order number or email, verify order, and tr
- resend-setupUse when first adding transactional email with Resend: add the Resend SDK and configure the API key for transa
- resend-transactionalUse when sending a templated email such as a welcome or receipt: send a templated transactional email such as
- resend-ui-skillsResend's UI design system. Use when building interfaces inspired by Resend's aesthetic - dark mode, Inter font
- resend-webhookUse when you need to track email delivery, bounces and complaints: receive Resend webhooks to track delivery,
- resend/resend-mcpOfficial MCP server to send emails and interact with the Resend email API
- reservation-of-rights-reviewUse when reviewing a reservation of rights letter or coverage correspondence into a source-cited issue list an
- reserved-wordEvaluate Claude-style sample skills when checking a complete rubric workflow.
- resetReset belmont state files (PRD, PROGRESS, TECH_PLAN) to start fresh
- reset-context-contaminationDiscards the accumulated drafts and framings from this thread and re-derives the task from a clean problem sta
- reset-permissionsReset accumulated permissions in .claude/settings.local.json. Use when the user says "/reset-permissions" or a
- residuesProblem-solving strategies for residues in complex analysis
- resilience-auditFailure-mode audit (FMEA for software) — for each way the system can fail (network, storage, partial completio
- resilience-failureThis skill should be used when the user asks about "fault tolerance", "resilience", a "circuit breaker", "grac
- resilience-multi-region-deskdesign cloud resilience and multi-region architecture, covering the failure domain model across zones regions
- resilience-retryUse when adding retries, backoff, or concurrency limits to Spring Boot 4 / Spring Framework 7 code with core R
- resilient-connectionsPatterns for building resilient API clients and real-time connections with retry logic, circuit breakers, and
- resilient-fetchFetch data with a strict retry budget. Use when asked to fetch data that may be unavailable.
- resistance-diagnosisThis skill should be used when the user describes "resistance to the change," "people pushing back," "adoption
- resolution-aspect-decisionPick the right render resolution + aspect ratio for the consumer use case before render; avoid render-then-cro
- resolution-closure-deskdecide how a ticket ends, with the resolution code from the scheme in force, the fix type separating a real fi
- resolveOSS maintainer fast-close workflow for GitHub PRs. Three phases: (1) PR intelligence — reads full thread, link
- resolve-beagleUse as the follow-up to brainstorm-beagle when a spec has an Open Questions section (or quietly carries latent
- resolve-conflictsAnalyze and resolve Git merge/rebase conflicts intelligently, showing diffs and asking clarifying questions wh
- resolve-copilot-pr-feedbackProcess and resolve GitHub Copilot automated PR review comments. Use when the user says "check copilot review"
- resolve-design-errorsUse when asked to run Design Error Detection (quick defect scan), find design errors in a Simulink model, perf
- resolve-disputeResolves stuck review findings via a put-up-or-concede exchange. Invoked by the facilitator when a finding sur
- resolve-findingsChoose an implementation path (direct or plan) for evaluated findings and dispatch it. Direct path applies fix
- resolve-merge-conflictsResolve an in-progress git merge or rebase conflict SAFELY — understand BOTH sides' intent before you resolve,
- resolve-pr-commentsEvaluate, fix, answer, and reply to GitHub pull request review comments and conversation comments. Handles bot
- resolve-pr-feedbackUse on a GitHub PR when addressing review comments or resolving review threads. For review feedback outside a
- resolve-project-referencesGuide for interpreting ResolveProjectReferences time in MSBuild performance summaries. Activate when ResolvePr
- resolve-repository-stateResolve an explicit Normalized Repository State contradiction. This is the sole writer allowed to update froze
- resolving-merge-conflictsUse when you need to resolve an in-progress git merge/rebase conflict.
- resonance-design-designerDesign Director with a craftsman's eye. Designs interfaces that feel inevitable, human, and timeless through f
- resonance-design-studioVisual Asset Generator. Produces production-ready images to a brief (hero imagery, illustration, textures, mar
- resonance-engineUse when writing is structurally clear but emotionally flat—adds turning points, sensory metaphors, and change
- resonance-engineering-ai-engineeringAI / LLM Product Engineer. Builds reliable AI features that survive contact with real users: eval-driven, cost
- resonance-engineering-automationTooling Engineer Specialist. Builds CLI tools, automation scripts, and MCP servers that extend agent capabilit
- resonance-engineering-backendBackend Engineer Specialist. Implements business logic, API endpoints, and data flows with strict type safety,
- resonance-engineering-buildThe execution orchestrator. Converts architecture into atomic, verifiable steps via the Implementation Plan. U
- resonance-engineering-databaseDatabase Architect Specialist. Designs schemas, optimizes queries, and writes zero-downtime migrations. Use wh
- resonance-engineering-debuggerDebugger Specialist. Finds root causes through the Scientific Method. No fixes without reproduction. Use when
- resonance-engineering-devopsDevOps Engineer Specialist. Builds CI/CD pipelines, Infrastructure as Code, and verified rollback paths. Use w
- resonance-engineering-frontendFrontend Engineer Specialist ("The Glassmith"). Implements pixel-perfect, performant, and accessible UI with s
- resonance-engineering-game-devGame Architect Specialist. Designs core game loops, injects "Juice" (feedback systems), and selects the right
- resonance-engineering-mobileMobile Architect Specialist. Builds offline-first, touch-physics-driven mobile apps in React Native and Flutte
- resonance-engineering-performancePerformance Engineer Specialist. Measures, profiles, and optimizes system throughput and latency. Use when dia
- resonance-finance-run-operating-cycleFinance operating-cycle conductor. Use when a user wants actuals, runway, forecast, scenarios, budget decision
- resonance-leadership-run-operating-cycleLeadership operating-cycle conductor. Use when a founder, manager, or executive needs goals, decisions, delega
- resonance-marketing-analyticsMarketing Analytics Engineer. Builds measurement plans, event taxonomies, attribution models, and honest exper
- resonance-marketing-content-distributionOrganic Content Distribution Specialist. Plans unpaid feed and community distribution across LinkedIn, X, Inst
- resonance-marketing-conversionConversion Rate Engineer. Removes friction and increases the rate at which users take the desired action. Use
- resonance-marketing-copywriterConversion Copywriter Specialist. Constructs persuasive, human-sounding language and argument for landing page
- resonance-marketing-lifecycleLifecycle and Retention Strategist. Designs the messaging and product moments that turn a signup into an activ
- resonance-marketing-paid-acquisitionPaid Acquisition Specialist and media buyer. Plans and scales paid programs across search, paid social, and de
- resonance-marketing-run-campaignMarketing campaign conductor. Use when a user wants an outreach, nurture, newsletter, social, creative, video,
- resonance-marketing-seoSEO Specialist and Answer Engine Optimizer. Handles technical audits, on-page optimization, content quality (E
- resonance-ops-auditThe Gatekeeper and Auditor Swarm. Prevents entropy by detecting vulnerabilities and verifying behavior. Use wh
- resonance-ops-coreThe Resonance Kernel and Orchestrator. Manages persistent memory, task planning, and project state. Use when i
- resonance-ops-explainTeaches the operator, not the repo. Produces a dense, concrete explainer of a concept, a diff, an idea, or a w
- resonance-ops-founder-osThe company operating system for a founder running a business with a fleet of agents. Ties the business skills
- resonance-ops-goalThe autonomous goal loop. Takes a goal and drives it to a verified finish by first confirming a goal contract,
- resonance-ops-handoverWrites a handover document for a colleague after a coding session or sprint. Use at the end of a session to ca
- resonance-ops-improveThe self-improving loop. Reads the eval scorecard, finds the skills that show no measured lift, sharpens the s
- resonance-ops-incidentThe Incident Commander. Drives a live production incident from detection to a blameless postmortem: triage, de
- resonance-ops-legalLegal and compliance specialist with a GDPR and DACH (Germany, Austria, Switzerland) lens. Use when writing a
- resonance-ops-librarianKnowledge Keeper and Documentation Specialist. Structures knowledge so humans and agents can orient themselves
- resonance-ops-observabilityObservability Engineer. Makes a running system explainable from the outside: structured logs, metrics, distrib
- resonance-ops-page-auditThe Experience Auditor Swarm. Audits a live page or a whole site from first principles: the job each page exis
- resonance-ops-productProduct Manager and Operations Architect. Defines what to build and why, using Working Backwards, RICE scoring
- resonance-ops-productivityChief of Staff and Operations Engineer. Eliminates bottlenecks, enforces high-signal async communication, and
- resonance-ops-qaQuality Assurance Specialist. Proves that the system works, or breaks it trying. Use when writing a test plan,
- resonance-ops-refactorEssentialist Refactor Specialist. Reduces complexity without changing behavior using the Mikado Method and Saf
- resonance-ops-retroThe Analytics Officer. Generates comprehensive engineering retrospectives by analyzing git history to extract
- resonance-ops-reviewerCode Reviewer and Gatekeeper. Ensures only high-quality, maintainable, and secure code reaches the main branch
- resonance-ops-second-opinionIndependent second-model review for concrete diffs and decision artifacts. Dispatches a diff or confirmed plan
- resonance-ops-securitySecurity Auditor Specialist. Verifies defenses through STRIDE threat modeling, authorization model audits, and
- resonance-ops-shipThe Logistics Officer. Safely transports code to the user using the ShipIt protocol. Use when preparing a rele
- resonance-ops-skill-authorAuthors, audits, and hardens Resonance skills with the Forge compiler. Use when building a new skill, converti
- resonance-ops-system-healthThe Doctor. Benchmarks the system and runs a full health check (Automated + Manual) to produce a Quantified Se
- resonance-ops-update-resonanceThe Maintainer. Upgrades the Resonance framework kernel with a preflight plan, backup, scoped replacement, rol
- resonance-ops-update-roadmapThe Synchronizer. Realigns the project map (state.md) with the territory (git history). Use when the roadmap i
- resonance-ops-voiceTone of Voice Architect. Extracts the behavioral voice DNA of a Person, Brand, or Role/Character and compiles
- resonance-people-hiringHiring and People Specialist. Runs a founder's hire end to end with structured, evidence-based rigor: outcome
- resonance-research-market-researchConducts SaaS and B2B market research to identify Existential Data Points (EDPs) that transform solutions from
- resonance-sales-account-intelligenceIdentifies which accounts deserve attention now, why, and what action to take next. Covers signal detection, a
- resonance-sales-call-intelligenceAnalyzes sales call transcripts to extract deep persona insights, objection handling metrics, vocabulary libra
- resonance-sales-cold-callGenerates a structured B2B cold call script using a disarming, permission-based 6-part framework. Use when ask
- resonance-sales-lead-opsAudits lead lifecycle quality, resolves ownership, maps the customer experience from form fill to follow-up, a