Plugins
8 plugins@samyakjhaveri
Business Process
Business process skills (process-optimizer, sop-writer, workflow-mapper, weekly-review). Useful for operational documentation, SOP generation, and workflow analysis. NOT for: software engineering tasks — these target organizational processes, not code.
4 skills · plugin
curated
Automate Manual Process
Analyze a screen recording of a manual process and produce automation scripts.
7 skills · plugin
curated
Azure AI Document Intelligence
For developers building document processing solutions with Azure AI Document Intelligence SDKs.
3 skills · plugin
curated
Azure AI Document Processing
For developers to extract and analyze content from documents and images using Azure AI.
3 skills · plugin
curated
Idea to MVP
Processize an idea into a manual workflow, then build a minimal MVP using lean startup principles.
5 skills · plugin
curated
Build Multi-Agent System with CrewAI
Design and orchestrate multi-agent AI teams using the CrewAI framework with agent roles, task decomposition, and crew processes.
11 skills · plugin
@brycewang-stanford
CHI Skills
Twelve CHI-specific skills for human-computer interaction conference strategy, grounded in the CHI 2027 Papers call, review-process pages, SIGCHI accessibility and video guides, and ACM open-access policy.
2 skills · plugin
@alirezarezvani
Business Operations
Internal BizOps domain. v2.8.0 ships 7 skills: orchestrator + process-mapper (BPMN/bottleneck/cycle-time, Lean+TOC) + vendor-management (scorecard+SLA+3rd-party risk, NIST SP 800-161/ISO 27036) + capacity-planner (Erlang-C queueing math for ops teams, NOT engineering) + internal-comms (ADKAR+Kotter 8-step, NOT marketing) + knowledge-ops (SOP+runbook+KB hygiene with 5W2H, context: fork) + procureme
3 skills · plugin
Results for “process”
870 skillsAlterlab Cirq
Builds, simulates, and runs quantum circuits with Cirq, Google Quantum AI's framework for NISQ hardware, noise-aware low-level circuit design, and noise characterization. Use when targeting Google Quantum AI processors (Sycamore/Weber), designing noise-aware NISQ circuits, or running characterization experiments (randomized benchmarking, XEB). For IBM Quantum hardware and Qiskit Runtime prefer alterlab-qiskit; for gradient-trained quantum ML and hybrid quantum-classical models prefer alterlab-pennylane; for open-system Lindblad/master-equation dynamics prefer alterlab-qutip. Part of the AlterLab Academic Skills suite.
60 · bundle
Wdf Umdf
User-Mode Driver Framework v2 (UMDF). User-mode driver model that uses the same WDF object model as KMDF but runs in a host process (WUDFHost.exe) protected by the reflector. Required for some categories (Indirect Display Drivers, many sensor and camera drivers) and recommended for any driver that doesn't strictly need kernel mode. USE WHEN: user mentions "UMDF", "WUDFHost", "user-mode driver", "reflector", "IDD", "ISensor", "WDFHOST", "UMDF v2", "FX2" DO NOT USE FOR: KMDF (use `wdf-kmdf`), classic UMDF v1 (deprecated, COM-based)
28
Negotiation Prep
Walk into the negotiation with a plan, not a hope. Sets your walk-away and your target, builds the concession ladder (what you trade and what you get for it), maps their likely asks, and drafts the responses that protect price and terms. Built for B2B sales teams, customizable to your CRM and your deal process. Trigger on "prep me for this negotiation", "the prospect wants a discount", "what should I concede", "build my concession ladder", "hold price on a new deal", or any pre-negotiation planning.
0 · bundle
Deal Debrief
Run a real win/loss debrief on a single deal, not a shrug. It reconstructs what actually moved the deal, what nearly killed it, and the one repeatable lesson, then captures it so the next deal is run better instead of relearned the hard way. Built for B2B sales teams, customizable to your CRM and your deal process. Trigger on "debrief this deal", "why did we win", "why did we lose", "win/loss on this one", "what should we learn from this deal", or any single-deal retrospective.
0 · bundle
Windags Avatar
The living embodiment of WinDAGs V3 — the AI orchestration platform where agents accumulate genuine expertise. Knows the full constitution, convention process, tradition positions, behavioral contracts, and derivative documents. Advises on architecture with ADR provenance, explains decisions with tradition attribution, grows source material as we build. Activate on "windags", "WinDAGs", "constitution", "convention", "why did we decide", "what does WinDAGs say", "how should we build", "architecture decision", "tradition", "behavioral contract". NOT for building specific DAGs (use windags-architect), creating individual skills (use skill-architect), or managing skill libraries (use windags-librarian).
10 · bundle
Design Sprint
Run a structured 5-day process to prototype, test, and validate product ideas with real users. Use when the user mentions "design sprint", "validate in a week", "rapid prototype", "test with users", "de-risk before building", "GV sprint", "prototype testing", or "design workshop". Also trigger when a team needs to make a critical product decision quickly, resolve stakeholder disagreements, or test risky ideas before investing in development. Covers mapping, sketching, deciding, prototyping, and testing. For ongoing experimentation, see lean-startup. For customer job analysis, see jobs-to-be-done.
28 · bundle
Proposal Builder
Build a proposal that closes, not a brochure. It opens with their problem in their words, scopes the solution to that problem, frames the price on the value it returns, states the terms plainly, and ends with one clear next step. Written to send, not to rewrite. Built for B2B sales teams, customizable to your CRM and your deal process. Trigger on "write a proposal", "build the SOW", "draft the quote", "turn this deal into a proposal", "make a proposal I can send", or any proposal or quote request.
0 · bundle
Conflito De Competencia
Suscita conflito de competencia ao tribunal (CPC 66 — positivo: dois juizes se declaram competentes; negativo: ambos incompetentes; ou controversia sobre reuniao/separacao), por parte, MP ou juiz (CPC 951), vedado a quem ja arguiu incompetencia relativa (CPC 952), por oficio ou peticao instruida (CPC 953), com designacao de juiz para medidas urgentes (CPC 955) e declaracao do juizo competente e dos atos validos (CPC 957). Use quando o operador disser conflito de competencia, dois juizes se dizem competentes, nenhum juizo aceita o processo, suscitar conflito, qual juizo e competente.
6
Champion Plan
Build a champion, do not just hope you have one. It identifies who inside the account can sell for you, arms them with the internal-sell narrative and a one-pager they can forward, and plans the multi-thread so the deal does not rest on one person. Built for B2B sales teams, customizable to your CRM and your deal process. Trigger on "who is my champion", "build a champion", "arm my champion", "this deal is single-threaded", "help them sell internally", or any multi-thread or champion-development request.
0 · bundle
Mermaid Diagrams
Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams (domain modeling, object-oriented design), sequence diagrams (application flows, API interactions, code execution), flowcharts (processes, algorithms, user journeys), entity relationship diagrams (database schemas), C4 architecture diagrams (system context, containers, components), state diagrams, git graphs, pie charts, gantt charts, or any other diagram type. Triggers include requests to "diagram", "visualize", "model", "map out", "show the flow", or when explaining system architecture, database design, code structure, or user/application flows.
6 · bundle
Mermaid Diagrams
Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams (domain modeling, object-oriented design), sequence diagrams (application flows, API interactions, code execution), flowcharts (processes, algorithms, user journeys), entity relationship diagrams (database schemas), C4 architecture diagrams (system context, containers, components), state diagrams, git graphs, pie charts, gantt charts, or any other diagram type. Triggers include requests to "diagram", "visualize", "model", "map out", "show the flow", or when explaining system architecture, database design, code structure, or user/application flows.
3 · bundle
E1
E1-Quantitative Analysis Guide with Code Generation & Sensitivity Analysis VS-Enhanced with Full 5-Phase process: Avoids obvious analyses, explores innovative methodologies Expanded to include qualitative analysis (thematic, grounded theory, content, narrative) Absorbed E4 (Analysis Code Generator) and E5 (Sensitivity Analysis - Primary Study) capabilities Use when: selecting statistical/qualitative methods, interpreting results, checking assumptions, generating code, sensitivity analysis Triggers: statistical analysis, ANOVA, regression, t-test, power analysis, assumption checking, effect size, thematic analysis, grounded theory, content analysis, narrative analysis, NVivo, ATLAS.ti, coding, qualitative data, R code, Python code, SPSS syntax, sensitivity analysis, robustness check
1k
Builtgtm Article Writer
Writes long-form articles for Heath Barnett in the Built GTM voice, formatted for Ghost (the Built GTM newsletter and blog), on the LOCKED 10-step template. Trigger on "write an article about", "long-form piece on", "pull this idea", "draft this idea", "turn this into an article", "write a playbook for", "draft a Lens essay about", "Build Log deep-dive on", "write something for Ghost", "run the article process", or any request for content longer than a LinkedIn post. Will not draft without a specific receipt or claim, and will never invent one.
0
Learn From Article
Extract actionable insights from blog posts, web articles, and practitioner content - assess credibility, run security checks, and either improve existing skills or apply to the current project. Load when the user asks to learn from an article, extract insights from a blog post, apply a practitioner's findings, or process engineering blog content. Also triggers on "learn from this article", "learn from this blog post", "extract insights from this post", "what can we learn from this article", "apply this article", or when the user links to a blog, Medium, Substack, dev.to, or engineering blog post.
3 · bundle
Sales And Revenue Operations
Comprehensive sales and revenue operations skill. Use when building a sales team, doing founder-led sales, hiring first sales reps, navigating enterprise deals, implementing product-led sales, designing sales compensation plans, defining ICP, mapping buyer personas, or optimizing the revenue engine (RevOps). Activates for: sales strategy, rev ops, revenue operations, sales enablement, sales compensation, ICP, ideal customer profile, buyer persona, sales process, deal execution, lead scoring, lead routing, lead lifecycle, MQL, SQL, pipeline management, CRM automation, sales qualification, BANT, MEDDIC, founder sales, enterprise sales, product-led sales, startup sales, SDR, AE, quota, ramp, commission plan.
88 · bundle
Learn From Paper
Extract actionable skill knowledge from academic papers and research articles, assess credibility, run security checks, and either improve existing skills or create new ones. Load when the user asks to learn from a paper, extract insights from a research paper, turn a paper into a skill, apply paper findings to skills, read this paper and improve my skills, or process a research article. Also triggers on "skill from paper", "learn from this paper", "paper to skill", "extract from this research", "apply this paper", or when the user uploads or links to an academic PDF or paper URL.
3 · bundle
Crm Analyst
Turn "what's happening with this account?" into a structured read straight from your CRM. A real-activity audit across every source, a qualification-vs-stage gap check, a one-screen account summary, and a risk verdict on the deal. Built for any sales team, customizable to your CRM and your sales process. Trigger on "analyze this account", "what's happening with this deal", "is this opp healthy", "what's stuck in my pipeline", "deal autopsy on this closed-lost", "where am I missing qualification coverage", "prep me for this account", or any account, opp, or pipeline diagnostic.
0 · bundle
Dot Compliance Fundamentals
Use this skill when the user asks anything that touches US Department of Transportation (DOT) or Federal Motor Carrier Safety Administration (FMCSA) regulation for commercial motor vehicles (CMVs) — including who's regulated, MC vs DOT number differences, operating authority, BOC-3 process agents, MCS-150 biennial updates, intrastate vs interstate distinctions, exemptions, or pointing to the right CFR section. Cite the actual regulation when answering. Don't guess; if you're not sure which Part applies, ask the user to clarify the operation type (for-hire vs private, passenger vs property, intra vs interstate, hazmat, gross weight rating).
1
Mutual Action Plan
Turn "let's stay in touch" into a dated plan to signature that you and the champion own together. Lays out every milestone from today to signed, with an owner and a date on each, plus the exit criteria that say the deal is real. Written to send, so the buyer can react to something concrete. Built for B2B sales teams, customizable to your process and your CRM. Trigger on "build a mutual action plan", "close plan", "MAP for this deal", "path to signature", "what are the next steps", or any late-stage deal you need to drive.
0 · bundle
Matlab Model Rf
RF Toolbox and RF Blockset in MATLAB -- S-parameter I/O, network conversions (S/Z/Y/ABCD/T/H/G, mixed-mode), cascade/de-embedding, rfbudget analysis, circuit composition, matching networks, amplifier stability, mixer spurs, rational fitting, SI channels, baseband processing, Circuit Envelope simulation. Trigger: sparameters, Touchstone, .s2p, .s4p, rfplot, smithplot, rfparam, rfwrite, zparameters, yparameters, abcdparameters, s2sdd, cascadesparams, deembedsparams, rfbudget, noise figure, OIP3, IIP3, amplifier, modulator, nport, rffilter, attenuator, seriesRLC, shuntRLC, lcladder, txline, circuit, setports, clone, matchingnetwork, stabilityk, stabilitymu, powergain, gammams, gammaml, mixerIMT, OpenIF, rational, rationalfit, stepresp, txlineWRLGC, rf.Amplifier, rf.Mixer, rf.Filter, rf.Sparameter, rfsystem, RF Blockset.
920 · bundle
Idpj E Fraude A Execucao
Atinge o patrimonio escondido do devedor — Incidente de Desconsideracao da Personalidade Juridica (CPC 133-137: instauracao a pedido da parte/MP, suspensao do processo, citacao do socio/PJ e contraditorio em 15 dias, decisao interlocutoria) com pressupostos do CC 50 (desvio de finalidade e confusao patrimonial, Lei 13.874/2019), e fraude a EXECUCAO (CPC 790 VII e 792 — ineficacia perante o exequente), distinguindo da fraude CONTRA credores / acao pauliana (CC 158-165). Use quando o operador disser desconsideracao da personalidade juridica, IDPJ, atingir bens do socio, fraude a execucao, fraude contra credores, devedor blindou patrimonio, confusao patrimonial.
6
Mom Test
Talk to customers without leading them using Mom Test rules: discuss their life not your idea, ask about specifics in the past, and talk less. Use when the user mentions "customer interviews", "validate my idea", "users say they want it but dont buy", "leading questions", "The Mom Test", "customer feedback bias", or "interview script". Also trigger when preparing user research questions, interpreting ambiguous customer feedback, or designing customer discovery processes that avoid false positives. Covers commitment and advancement, avoiding compliments, and extracting signal from noise. For product-market fit, see jobs-to-be-done. For rapid prototype testing, see design-sprint.
28 · bundle
Podcast Ops
Podcast-to-Everything content pipeline. Takes a podcast RSS feed or raw transcript and generates a full cross-platform content calendar: short-form video clips, Twitter/X threads, LinkedIn articles, newsletter sections, quote cards, blog outlines with SEO keywords, and YouTube Shorts/TikTok scripts. Scores each piece by viral potential (novelty × controversy × utility) and deduplicates against recent output. Use when asked to: "repurpose this podcast", "turn this episode into content", "podcast content calendar", "extract clips from this episode", "podcast to social", "content from RSS feed", "batch process episodes", or any request to turn podcast/audio content into a multi-platform content plan.
228 · bundle
Coding Agent
Delegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creating new features or apps, (2) reviewing PRs (spawn in temp dir), (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple one-liner fixes (just edit), reading code (use read tool), thread-bound ACP harness requests in chat (for example spawn/run Codex or Claude Code in a Discord thread; use sessions_spawn with runtime:"acp"), or any work in ~/clawd workspace (never spawn agents here). Claude Code: use --print --permission-mode bypassPermissions (no PTY). Codex/Pi/OpenCode: pty:true required.
9
Drawio Skill
Use when the user requests diagrams, flowcharts, architecture diagrams, ER diagrams, UML / sequence / class diagrams, SysML / MBSE diagrams (block definition, internal block, requirement, parametric), BPMN business process diagrams, swimlane / cross-functional flowcharts, network topology, cloud architecture from Terraform or Kubernetes manifests, ML/DL model figures (Transformer/CNN/LSTM), mind maps, or any visualization. Also use proactively when explaining systems with 3+ components, complex data flows, or relationships that benefit from visual representation. Best suited when the diagram needs custom styling, rich shape vocabulary, swimlanes, or exportable images (PNG/SVG/PDF/JPG). Generates .drawio XML and exports locally via the native draw.io desktop CLI.
0 · bundle
Irdr Iac
Instaura/atua em IRDR — Incidente de Resolucao de Demandas Repetitivas (CPC 976, requisitos simultaneos: I efetiva repeticao sobre questao unicamente de direito + II risco a isonomia/seguranca; legitimados 977; admissibilidade 981; suspensao no Estado/regiao 982 I; tese aplicada a todos e aos casos futuros 985; revisao 986; REsp/RE 987) ou IAC — Incidente de Assuncao de Competencia (CPC 947, questao relevante de grande repercussao social SEM repeticao; acordao vinculante §3), com efeito vinculante da tese (CPC 927 III). Use quando o operador disser IRDR, incidente de resolucao de demandas repetitivas, IAC, assuncao de competencia, tese vinculante regional, muitos processos iguais, suspensao por IRDR.
6
Alterlab Geo
Access NCBI GEO (Gene Expression Omnibus) for gene expression and functional genomics data — search and download microarray and RNA-seq datasets by GSE, GSM, GPL, or GDS accession and retrieve SOFT, MINiML, and series matrix files. Use when locating public expression datasets, fetching processed expression matrices, downloading a study's supplementary files, or sourcing per-study transcriptomics data for differential-expression analysis. For raw FASTQ sequencing reads by SRA/ENA run accession use alterlab-ena; for reference tissue-expression baselines (median TPM across human tissues) use alterlab-gtex; for cancer cohort somatic mutations and copy-number use alterlab-cbioportal. Part of the AlterLab Academic Skills suite.
60 · bundle
Matlab Model Serdes Systems
Model, simulate, and optimize Serializer/Deserializer (SerDes) systems — serial and parallel links — using MATLAB SerDes Toolbox. Design NRZ and PAM-N links (PAM3 through PAM16) — explore equalization architectures (FFE, CTLE, DFE), sweep or optimize parameters with genetic algorithms, and characterize channels from loss models, S-parameter files, or crosstalk scenarios. Process captured waveforms through equalization chains, build eye diagrams, and decompose jitter. Deliver IBIS-AMI models for Tx, Rx, Redriver, or Retimer by exporting to Simulink and compiling .ami/.ibs/.dll/.so files. Covers the full arc from initial design exploration and parameter optimization to compliance testing and compiled model validation, including custom datapath blocks for nonstandard equalization.
920 · bundle
Base Legal Cpc
Recupera e explica dispositivos do CPC/2015 (Lei 13.105/2015) sob demanda das outras skills do plugin civel. Localiza o artigo por grep em context/cpc-13105-15.md, traz texto + finalidade + requisitos + excecoes, e cruza com context/cpc-cc-alteracoes-recentes.md para checar reformas (Lei 14.879/2024 foro art. 63; Lei 14.939/2024 feriado local art. 1.003). Use quando precisar do texto exato/vigente de um artigo do CPC, ou quando o operador disser qual o art. do CPC sobre X, o que diz o CPC sobre tutela/prazo/competencia/recurso, base legal processual, fundamento no CPC, esse artigo ainda esta em vigor.
6
Soc2
Expert SOC 2 compliance assistant covering all five Trust Services Criteria (Security/CC, Availability/A, Confidentiality/C, Processing Integrity/PI, Privacy/P). Use this skill whenever a user mentions SOC 2, Trust Services Criteria, SOC 2 Type 1 or Type 2, audit readiness, compliance gaps, control documentation, evidence collection, vendor risk questionnaires, or anything related to AICPA service organization controls. Trigger even for adjacent topics like "we need to get audited", "a customer asked for our security report", "writing an information security policy", or "preparing for an audit". Covers gap analysis, policy writing, control documentation, audit evidence preparation, and vendor risk reviews for organizations at any maturity level — from first-time startups to seasoned compliance teams.
2 · bundle
Threat Modeling
Structured threat modeling skill using the PASTA framework (Process for Attack Simulation and Threat Analysis) combined with Adam Shostack's 4-question framework. Use this skill whenever the user asks to do threat modeling, security analysis, map the attack surface, identify threats, or review an application for security risks — even if they don't mention PASTA or a specific framework by name. Core activities: Component Mapping (architecture + data flows), Critical Assessment (business impact prioritization), and Logic Flaw Identification (attacker mindset on business logic). Produces: component map diagram (Mermaid), data flow diagram (Mermaid), attack tree (Mermaid), STRIDE threat table, prioritized risk register, and an actionable mitigation plan. Invoke proactively for any security review, architecture review, or "what could go wrong?" session.
21
Matlab Prepare Signal Data
Use this skill when conditioning, loading, preparing, or labeling signal data for analysis or ML training. Covers: cleaning a single signal (fill gaps, remove drift, deoutlier, denoise, resample/align a time base) BEFORE analysis; building a `signalDatastore` pipeline; creating a `labeledSignalSet` for Signal Labeler; deriving labels (filename, folder, in-file, ROI, time-frequency ROI); stratified train/val/test splits; framing long signals; parallel processing; and shaping datastore output for `trainnet`. Triggers include "clean up this signal", "remove drift / detrend", "fill gaps", "remove spikes / outliers", "denoise", "resample to a uniform rate", "align channels", "labels from filenames", "stratified split", "prepare for Signal Labeler", and function names like `fillgaps`, `fillmissing`, `detrend`, `filloutliers`, `smoothdata`, `resample`, `synchronize`, `signalDatastore`, `labeledSignalSet`, `filenames2labels`, `folders2labels`, `splitlabels`, `framesig`, `framelbl`, `createDatastores`.
920 · bundle
Matlab Use Duckdb
Use DuckDB from MATLAB via Database Toolbox (R2026a+) as a non-math operations engine on large tabular files (CSV/Parquet/JSON) and as a zero-config embedded database. Use when connecting to DuckDB, querying CSV, Parquet, and JSON files directly with SQL, reducing or profiling large data before MATLAB analysis, creating portable development databases, or installing DuckDB extensions. Triggers on: DuckDB, duckdb(), large CSV/Parquet/JSON, file too large for readtable, filter/aggregate at source, deduplicate, reduce before analysis, profile large file, persistent file import, analytical engine, SQL on CSV, SQL on Parquet, SQL on JSON, query CSV with SQL, query Parquet with SQL, run SQL on files, SQL queries on files, query files directly, SQL without database, in-process SQL.
920 · bundle
Embargos De Terceiro
Redige embargos de terceiro (CPC 674-681) para quem, nao sendo parte, sofre constricao ou ameaca de constricao sobre bem que possui ou sobre o qual tem direito incompativel (674; proprietario/possuidor/fiduciario no par. 1; equiparados no par. 2), no prazo do CPC 675 (ate 5 dias depois da adjudicacao/alienacao/arrematacao e antes da assinatura da carta; a qualquer tempo no conhecimento enquanto nao transitada), distribuidos por dependencia (676), com prova sumaria de posse/dominio (677) e liminar de suspensao/manutencao/reintegracao mediante caucao (678 par. unico), ate o cancelamento da constricao (681). Use quando o operador disser embargos de terceiro, penhoraram bem que nao e do devedor, meu bem foi constrito em processo alheio, ou defender bem de penhora indevida.
6
Soneta Tools
Narzędzia deweloperskie wiersza poleceń (CLI) platformy Soneta (enova365, Triva). Używaj gdy użytkownik: (1) zarządza bazami danych przez `dbmgr` — tworzy, rejestruje, konwertuje, backup/restore, licencje, rozszerzenia (extensions), analiza, kompilacja; (2) przygotowuje bazę testową/demo z wiersza poleceń albo automatyzuje operacje na bazach w skrypcie/CI; (3) testuje działającą aplikację przez `buscall` — zdalnie steruje programem (nawigacja, formularze, gridy, edycja) i robi zrzuty ekranu; (4) uruchamia aplikację ramki `SonetaFrame` (`SonetaFrameNew`), konfiguruje źródła baz danych (`demo:`, `http`, `docker:`, `process:`, `orchestrator:`) albo pyta o plik ustawień `Settings_Product.json`; (5) pyta o składnię, komendy lub opcje `dbmgr`, `buscall`, `callmcp`, `SonetaFrame`; (6) wspomina „zarządzanie bazą enova", „baza demo", „konwersja bazy", „testowanie na żywej aplikacji", „ramka Soneta". Sięgnij też, gdy inny skill potrzebuje operacji na bazie lub weryfikacji zmian na uruchomionej aplikacji.
9 · bundle
Matlab Use Thread Pool
Speed up local parfor, parfeval, or spmd by switching to a thread-based parallel pool. Trigger when a user describes slow or disappointing local parallel performance, even if they don't mention threads. Symptoms: parfor on a laptop/workstation is slower than expected or "only slightly faster than for"; parfor scales poorly with the number of workers; ticBytes/tocBytes, the Parallel Pool dashboard, mpiprofile, or system tools show large per-worker data transfer; large broadcast variables or sliced inputs make iterations slow; opening a process pool dominates a short workload; user mentions serialisation or data transfer overhead. Also trigger on any question about whether code or a function works on a thread pool. For non-pool MATLAB performance work (vectorisation, preallocation, profiling), defer to matlab-optimize-performance.
920 · bundle