domain cluster

Data & AI

Machine learning, LLMs, and data processing.

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data-analysis
72

write-tip

Create or improve AI productivity tips and guides for the Abacus dashboard. Use when writing new tips, editing existing tips, or reviewing tip content for quality. Ensures tips follow the established format with scenarios, prompts, and proper structure.

getsentry
getsentry
data-ai
open
llm-ai
72

agents-bootstrap

Generate a project-specific AGENTS.md from a user goal, then confirm before overwriting.

appautomaton
appautomaton
data-ai
open
data-analysis
72

clay-enrichment-9step

Complete 9-step Clay enrichment workflow for 90%+ data coverage plus 58 Clay templates across 8 categories. Use when building enrichment workflows, setting up Clay tables, or maximizing data quality.

sachacoldiq
sachacoldiq
data-ai
open
data-analysis
72

clay

Expert Clay platform consultant for B2B data enrichment and workflow automation. Use when the user asks about Clay tables, waterfall enrichment, Clay credits, Clay pricing, Claygent, Clayscript formulas, Clay CRM sync, Clay enrichment workflows, Clay integrations, Clay Chrome extension, Clay templates, or building data pipelines in Clay. Also triggers on "Clay workflow", "enrichment waterfall", "Clay credits", "Claygent", "Clayscript", "Clay + HubSpot", "Clay + Salesforce", "Clay table", "Clay providers", "enrich in Clay", "Clay API", "Clay column", "Clay formulas", "find emails", "email waterfall", "phone waterfall", "lead scoring", "Clay debugging". Do NOT use for general CRM questions without Clay context, standalone email tools (Findymail, Hunter), or non-Clay enrichment platforms.

sachacoldiq
sachacoldiq
data-ai
open
data-analysis
72

table-setup

Create and configure Clay tables, choose column types, import data, and set up auto-update. Use when the user asks about creating a Clay table, choosing column types, importing data (CSV, CRM, LinkedIn), setting up views and filters, configuring auto-update, using the Chrome extension, or organizing workbooks. Triggers on "create table", "table setup", "column types", "data import", "auto-update", "Clay table", "workbook", "views", "filters", "CSV import", "Chrome extension", "Clip to Clay". Do NOT use for enrichment-specific questions, scoring, or formula writing.

sachacoldiq
sachacoldiq
data-ai
open
data-analysis
72

scoring

Build lead scoring systems in Clay using formulas and enrichment data. Use when the user asks about lead scoring, ICP fit scoring, segmentation, lead qualification, tier assignment, prioritizing leads, or building a 100-point scoring model. Triggers on "lead scoring", "scoring system", "ICP fit", "segmentation", "lead qualification", "tier assignment", "prioritize leads", "score leads", "qualify leads", "lead score". Do NOT use for enrichment setup, email finding, or general data manipulation without scoring context.

sachacoldiq
sachacoldiq
data-ai
open
llm-ai
71

prompt-optimizer

Advanced prompt optimization and composition system for all prompt types (system prompts, task-specific, creative, technical, agentic). Use when users need to refine, optimize, or transform prompts to achieve better AI outputs. Triggers include requests to improve prompts, make prompts more effective, analyze prompt quality, create prompts from scratch, optimize existing prompts for specific goals, or optimize for Claude 4.x models. Also use when users share prompts that could be improved or ask for prompt engineering guidance.

wasintoh
wasintoh
data-ai
open
data-analysis
70

data-viz

Data visualization for charts and graphs. Use when user needs "画图/图表/可视化". Creates static PNG or interactive HTML charts from data.

JinFanZheng
JinFanZheng
data-ai
open
llm-ai
70

voice-apply

Applies a voice profile to transform content. Use when user asks to write in a specific voice, match a tone, apply a style, or transform content to sound like a particular voice profile.

jmagly
jmagly
data-ai
open
llm-ai
70

voice-create

Generate custom voice profiles from natural language descriptions. Use when relevant to the task.

jmagly
jmagly
data-ai
open
llm-ai
70

voice-apply

Applies a voice profile to transform content. Use when user asks to write in a specific voice, match a tone, apply a style, or transform content to sound like a particular voice profile.

jmagly
jmagly
data-ai
open
llm-ai
70

voice-analyze

Reverse-engineer voice profiles from sample content by analyzing writing patterns. Use when relevant to the task.

jmagly
jmagly
data-ai
open
llm-ai
70

llms-txt-support

Detect and use llms.txt files for LLM-optimized documentation. Use when checking if a site has LLM-ready docs before scraping.

jmagly
jmagly
data-ai
open
llm-ai
70

llms-txt-support

Detect and use llms.txt files for LLM-optimized documentation. Use when checking if a site has LLM-ready docs before scraping.

jmagly
jmagly
data-ai
open
data-analysis
70

toon-formatter

Token-Oriented Object Notation (TOON) format expert for 30-60% token savings on structured data. Auto-applies to arrays with 5+ items, tables, logs, API responses, database results. Supports tabular, inline, and expanded formats with comma/tab/pipe delimiters. Triggers on large JSON, data optimization, token reduction, structured data, arrays, tables, logs, metrics, TOON.

raintree-technology
raintree-technology
data-ai
open
llm-ai
70

parallel-dispatch

Generic parallel agent orchestration utility for launching multiple agents concurrently. Use when relevant to the task.

jmagly
jmagly
data-ai
open
llm-ai
70

voice-blend

Combine multiple voice profiles with weighted mixing to create hybrid voices. Use when relevant to the task.

jmagly
jmagly
data-ai
open
llm-ai
70

ralph-loop

Detect requests for iterative AI task loops and invoke the Ralph command

jmagly
jmagly
data-ai
open
llm-ai
70

skill-packager

Package skills into uploadable ZIP files for Claude. Use after skill-builder/skill-enhancer to create final upload package.

jmagly
jmagly
data-ai
open
data-analysis
70

toon-formatter

AGGRESSIVELY use TOON v2.0 format for biggish regular data (≥5 items, ≥60% uniform). Auto-applies to tables, logs, events, transactions, analytics, API responses, database results. Supports 3 array types (inline, tabular, expanded), 3 delimiters (comma, tab, pipe), key folding for nested objects. Triggers on structured data, arrays, repeated patterns. Use TOON by default when tokens matter - RAG pipelines, tool calls, agents, benchmarks. Keywords "data", "array", "list", "table", "log", "transaction", "metric", "analytics", "API", "database", "query", "TOON".

raintree-technology
raintree-technology
data-ai
open
data-analysis
69

user-research-techniques

User research methods including interviews, usability testing, surveys, and analytics. Use when planning user research, choosing a research method, gathering user insights, or validating assumptions with data. Trigger on: 'plan user research', 'which research method should I use', 'how do I talk to users', 'conduct user research', 'how many participants do I need'.

slgoodrich
slgoodrich
data-ai
open
data-analysis
69

visualization-choice-reporting

Use when you need to choose the right visualization for your data and question, then create a narrated report that highlights insights and recommends actions. Invoke when analyzing data for patterns (trends, comparisons, distributions, relationships, compositions), building dashboards or reports, presenting metrics to stakeholders, monitoring KPIs, exploring datasets for insights, communicating findings from analysis, or when user mentions "visualize this", "what chart should I use", "create a dashboard", "analyze this data", "show trends", "compare these metrics", "report on", "what does this data tell us", or needs to turn data into actionable insights. Apply to business analytics (revenue, growth, churn, funnel, cohort, segmentation), product metrics (usage, adoption, retention, feature performance, A/B tests), marketing analytics (campaign ROI, attribution, funnel, customer acquisition), financial reporting (P&L, budget, forecast, variance), operational metrics (uptime, performance, capacity, SLA), sales

lyndonkl
lyndonkl
data-ai
open
data-analysis
69

scout-mindset-bias-check

Use to detect and remove cognitive biases from reasoning. Invoke when prediction feels emotional, stuck at 50/50, or when you want to validate forecasting process. Use when user mentions scout mindset, soldier mindset, bias check, reversal test, scope sensitivity, or cognitive distortions.

lyndonkl
lyndonkl
data-ai
open
data-analysis
69

metrics-tree

Use when setting product North Star metrics, decomposing high-level business metrics into actionable sub-metrics and leading indicators, mapping strategy to measurable outcomes, identifying which metrics to move through experimentation, understanding causal relationships between metrics (leading vs lagging), prioritizing metric improvement opportunities, or when user mentions metric tree, metric decomposition, North Star metric, leading indicators, KPI breakdown, metric drivers, or how metrics connect.

lyndonkl
lyndonkl
data-ai
open
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