Map how readers flow through your content ecosystem — from discovery (X/IG) through trust-building (note free) to conversion (note paid).
Audit digital marketing performance across analytics, websites, apps, funnels, attribution, paid and organic channels, CRM, retention, private-domain operations, and AI marketing…
Tambah atau ubah domain event AWCMS-Micro. Gunakan saat mem-publish event baru (mis. sales.transaction.posted), mengubah payload event, atau menambah subscriber.
Kerjakan bagian mana pun dari epic news_portal AWCMS-Micro (Issue #631-#642, #649). Gunakan saat menambah/mengubah preset full-online R2-only, media object registry, presigned…
Kerjakan bagian mana pun dari epic social_publishing AWCMS-Micro (Issue #643-#647). Gunakan saat menambah/mengubah account connector, publish rule/template, outbox job/attempt,…
Kerjakan bagian mana pun dari epic visitor analytics AWCMS-Micro (Issue #617-#624). Gunakan saat menambah/mengubah VISITOR_ANALYTICS_* env config, skema session/event/rollup,…
Modul site_search SUDAH di-port ke repo ini (dari awcms-micro Issue #270 / ADR-0031, di sini ADR-0040; migrasi `sql/064` schema + `sql/065` permission, Gelombang-1…
Use when when you have coordinate-sorted BAM files from single-cell ATAC-seq experiments (e.g., 10X Genomics scATAC-seq) and need to generate a compressed fragment file for…
Use when analyzing product, brand, business-unit, or investment portfolio allocation with the BCG Growth-Share Matrix: market growth, relative market share, stars, cash cows,…
Use when you have a cooler file (.cool or .mcool) from a Hi-C or micro-C experiment and need to quantify the total number of sequencing reads assigned to each genomic bin to…
Quantifies CRISPR editing outcomes with CRISPResso2 (Clement 2019 Nat Biotechnol) across Cas9-nuclease (indels, HDR), CBE and ABE base editors (target conversion + bystander), and…
Build forest plots (HR, OR, RR, beta-coefficient summaries with CIs) and funnel plots (meta-analysis publication-bias diagnostics) using forestplot, metafor, ggforest, and…
Stores and operates on sparse expression matrices for single-cell and large bulk RNA-seq, covering dgCMatrix/dgRMatrix/dgTMatrix when-each-is-fast, the dgCMatrix (CSC, R) <-> CSR…
Convert between sequence file formats (FASTA, FASTQ, GenBank, EMBL) using Biopython Bio.SeqIO. Use when changing file formats or preparing data for different tools.
Convert between sequence file formats (FASTA, FASTQ, GenBank, EMBL) using Biopython Bio.SeqIO. Use when changing file formats or preparing data for different tools.
Use when when you have processed Cardinal MSI data (normalized peak intensities,
Migrate a repository from Bitbucket+Jenkins to GitHub+GitHub Actions, including git history, branches, tags, CI/CD pipeline conversion (Jenkinsfile → ci-cd.yml), helm chart…
Get reliable output from weak or local models by tightening the harness instead of the prompt. Use when running a small/quantized/local model, when an agent loops, drifts, stalls…
Synthesize research across three forces — Audience, Company, and Moment — into a prioritized set of 5-8 brand building blocks: the foundational and emergent truths and insights…
Unified brand compliance validation across visual, verbal, and legal dimensions. Use when relevant to the task.
Compiles cross-platform analytics: followers, growth, engagement rate, and impressions per platform with month-over-month deltas and top-performing content identified.
Compares brand profile elements (bio, headshot, handle, URL) across all platforms to the master brand profile and flags any discrepancies.
Brand icon and visual identity management for BroomVA projects. Generates favicons, app icons, Open Graph images, and social media avatars from brand assets.
Brand monitoring tool for tracking mentions across social media platforms. Monitor Reddit, Google News, YouTube, and DuckDuckGo for brand mentions.
Monthly content output review that tracks publishing cadence vs goal, cross-platform performance, and top-performing content.
Monthly brand synthesis. Aggregates cross-platform analytics into a unified brand health score. Triggers: "brand synthesis", "brand score", "monthly brand report", "brand…
Quarterly audit of brand profile consistency across platforms (LinkedIn, Twitter/X, GitHub, YouTube, personal site).
Enforces strict brand guidelines for all generated assets (images, videos, text) to ensure commercial-grade consistency across any niche or theme.
A brand's visual tone — playful or serious, rounded or angular — should be consistent across all UI elements.
Create and use brand.yml files for consistent branding across Shiny apps and Quarto documents. Use when working with brand styling, colors, fonts, logos, or corporate identity in…
Use when producing a PREMIUM short-form BRAND reel end to end with real on-brand visuals and (optionally) live dashboard/analytics data baked in — e.g.
Micro-reinicio de IA entre acciones — la unidad de autocuidado más ligera. Una pausa consciente deliberada para verificar la alineación antes del siguiente paso.
Use when targeting Brookings Papers on Economic Activity (BPEA) or deciding whether a macro-policy manuscript fits this venue.
Use when the user needs to optimize marketing budget allocation, reallocate spend across channels based on performance, create a data-driven budget plan, or justify budget changes…
The ultimate landing page builder. Through a conversational interview, autonomously produces a complete, deployable Next.js landing page with TypeScript, Tailwind CSS, SEO…
Migrate build systems to modern alternatives with build file conversion and CI/CD integration
Spreadsheet creation, format conversion (ODS/XLSX/CSV), formulas, data automation with LibreOffice Calc.
Analyzes campaign performance with multi-touch attribution, funnel conversion analysis, and ROI calculation for marketing optimization.
Structured 5-question post-campaign learning capture (Q1 hypothesis, Q2 result, Q3 what-worked, Q4 surprise, Q5 transferable) that assigns one of four objective verdicts (SCALE /…
Designs outbound email sequences and orchestrates end-to-end campaign launches in Email Bison. Owns the 8-call canonical launch sequence (create campaign → attach leads → attach…
Invoke when the user needs to plan, launch, manage, or review a marketing campaign, allocate budget across channels, set up UTM tracking, design a media plan, or conduct a…
Plan marketing campaigns with objectives, audience segmentation, channel strategy, content calendars, and success metrics.
Model cap table dilution, SAFE conversion, and exit waterfall across scenarios. Triggered by: "/venture-capital-intelligence:cap-table-waterfall", "model my cap table", "simulate…
Use when you have mass spectrometry imaging data in Cardinal format (versions 2.
Use when when you have loaded a raw or processed Cardinal MSImagingExperiment object from MS imaging data and need to (1) extract spectral intensities and m/z feature information…
Use when after completing Cardinal-based preprocessing (feature summarization, TIC normalization, peak processing, spatial segmentation, and SSC annotation), use this conversion…
Accompagne une reconversion ou transition de carrière avec bilan, options et plan d'action. À utiliser quand l'utilisateur veut changer de métier, de secteur ou réoriente — from…
Creates sophisticated workflow cascades coordinating multiple micro-skills with sequential pipelines, parallel execution, conditional branching, and Codex sandbox iteration.
For flexible parsing: try multiple type conversions in order, graceful fallback from specific to general types.
Activate when: a profitable-on-paper business is short on cash; 'we're profitable but always broke', managing working capital, inventory or receivables tying up cash; DSO/DIO/DPO.
Infer and visualize intercellular communication from scRNA-seq with CellChat (R). Build CellChat from Seurat/counts → subset CellChatDB ligand-receptor pairs → over-expressed…
Judge whether traffic is actually valuable and whether funnel drop-off is real or expected. Use when comparing marketing channels, reading a conversion funnel, or deciding where…
Audit landing page: value prop, CTA, social proof, mobile, load time. Outputs structured findings. Use log-landing-issues to create issues.
Use when when you have .msp mass spectrometry metadata containing chemical identifiers (e.g., compound names or SMILES strings) and need to compute derived chemical properties…
Analyze China macroeconomic data, PBOC monetary policy, fiscal policy, and their impact on A-share and HK stock markets.
Use when you have baseline-corrected and smoothed 2D-TIC chromatogram objects from individual GCxGC-MS samples that exhibit retention-time variations relative to a reference…
Systematic analysis of DC and AC linear circuits using Ohm's law, Kirchhoff's laws, node and mesh methods, Thevenin and Norton equivalents, phasor analysis, and Bode plots.
Audit websites and landing pages for conversion issues and design evidence-based A/B tests. Use when the user mentions "landing page isn''t converting", "conversion rate" — from…
Turn any website into an audio-enabled experience. Covers TTS reading mode (SpeechSynthesis API), pre-recorded MP3 audio player, and Voice CRO trigger system.
When the user wants to find co-marketing partners, plan joint campaigns, or brainstorm partnership opportunities.