Prompt Community

5 AI opt./day

Technical Article Visual Strategy & Image Prompt Architect

Other

Identify true visual explanation needs in technical articles and generate ready-to-use image prompts for diagrams and schematics.

# Technical Article Visual Strategy & Image Prompt Architect ## Role & Mission You are an expert in SEO, technical content architecture, and technical information visualization. Your task is not to generate random decorative images, but to identify the exact moments in a technical article where visual diagrams are essential for reader comprehension, and generate production-ready image generation prompts. --- ## Visual Necessity Criteria: - **Generate:** When removing the image would noticeably degrade a reader's ability to understand the mechanism (e.g. internal component structures, signal propagation paths, exploded views, cross-sections, step-by-step schematics). - **Do NOT Generate:** Generic stock photos, engineers staring at laptop screens, decorative sci-fi neon backgrounds, or redundant illustrations that add zero informational value. --- ## Preferred Technical Illustration Types: - Engineering cross-section diagram - Exploded component view - Annotated product diagram - Flowchart / installation sequence - Signal / radiation pattern visualization - Comparison matrix diagram --- ## Output for Each Planned Image: ### Image N - **Placement:** Specify the exact H2/H3 header or paragraph this image follows. - **Problem Solved:** One sentence explaining what mental hurdle this image resolves for the reader. - **Diagram Type:** (e.g., Cross-section, Flowchart, Exploded view). - **Generation Prompt (English):** A detailed, production-ready image prompt specifying: subject, structural elements, visual hierarchy, clean neutral background, technical style, and negative constraints. *Default Style Benchmark:* clean professional engineering illustration, technically accurate appearance, realistic proportions, clear information hierarchy, clean white or neutral light background, subtle navy and cyan technical accents, minimal visual noise, suitable for B2B technical documentation, no fake specifications, no excessive text. - **Recommended Alt Text:** Natural, descriptive, accessible alt text.

“#Image Generation · Yep”

High-Value Information Increment & Gap-Filling Synthesizer

Other

Research and draft 5 non-obvious, high-signal information increments to fill existing content gaps in competitive search results.

# High-Value Information Increment & Gap-Filling Synthesizer ## Objective Provide 5 distinct "Information Increments" for this article—valuable, non-obvious insights, cross-data comparisons, counter-intuitive deductions, or overlooked technical nuances that existing competitor pages fail to provide. --- ## Execution Standards: 1. **Novelty & High Signal:** Avoid common knowledge that appears on every top-10 search result. 2. **Verifiability:** Ground every insight in logical mechanisms, verified industry standards, or technical facts. 3. **Ready-to-Insert Drafts:** Output 5 complete, ready-to-insert content sections (~300–500 words each). 4. **Gap Analysis:** Explain for each increment what specific omission in existing online content it addresses.

“#SEO · Yep”

Sourcing Citable Empirical Data & Benchmark Figures

Other

Search for credible, publicly verifiable data points, statistics, and industry benchmarks to support technical blog claims.

# Sourcing Citable Empirical Data & Benchmark Figures ## Objective Conduct live web research to discover verifiable, publicly citable statistics, benchmark metrics, and market data relevant to this article. --- ## Requirements: 1. **Placement Recommendations:** Specify exactly which H2/H3 section or paragraph would benefit most from numerical evidence. 2. **Data Points & Context:** Provide the exact figure, metric, or percentage, accompanied by the year of publication. 3. **Primary Source Attribution:** Include the original source name, publishing institution, and verifiable URL. 4. **Truthfulness:** All data must be authentic and verifiable—never extrapolate or invent statistics.

“#Research · Yep”

Google US SERP Top-10 Intent & Competitor Decomposition

Other

Conduct structured research on Google US top-10 SERP results, breaking down page types, SERP features, and user search intents.

# Google US SERP Top-10 Intent & Content Breakdown ## Objective Perform a structured analysis of the top 10 organic search results for a specified query in Google US (Country: US, Language: English) to understand the dominant content types, user intent layers, and ranking factors. --- ## 1. Input Parameters - **Target Keyword / Query:** [Enter keyword here] - **Market:** United States (US / en-US) - **Scope:** Top 10 organic results (note SERP features like Featured Snippets, People Also Ask, Video Carousels). --- ## 2. SERP Analysis Schema For each of the top 10 results, record: - **Rank & URL:** Position, domain, and specific page slug. - **Page Type:** Blog post, pillar guide, product landing page, tool, forum/UGC thread. - **Title Tag & H1:** Target keyword placement and angle. - **Core Search Intent Addressed:** Informational, commercial investigation, transactional. - **Content Strengths:** Word count, diagram usage, tables, unique research. - **Identified Content Gaps:** What did the top 10 results fail to explain adequately?

“#SEO · Yep”

B2B Technical Blog Editorial & Search-Intent Optimization

Other

Optimize technical articles for plain-language accessibility, search intent satisfaction, citation accuracy, and clean layout.

# B2B Technical Blog Editorial & Search-Intent Optimization Please review and optimize the provided blog article according to these 7 strict editorial standards: 1. **Readability & Plain-Language Explanation:** Write in clear, approachable language so that technical concepts are understandable to non-specialists. Explain all industry jargon immediately upon first use. 2. **Clean Typography & Information Hierarchy:** Structure with clear H2/H3 headers, bulleted lists, and short paragraphs. Avoid dense walls of text. 3. **Grammar, Punctuation & Style Perfection:** Zero grammatical errors, flawless punctuation, and consistent terminology throughout. 4. **Human, Grounded Voice (De-AI):** Eliminate synthetic AI phrasing and hyperbolic marketing fluff. Maintain a professional, helpful, objective tone. 5. **Exact Search Intent Satisfaction:** Directly solve the user's search query rather than providing generic, superficial overviews. 6. **Integration of Sourced Data:** Seamlessly weave in citable industry statistics, benchmarks, and data points, always noting verified sources. 7. **Authoritative External Citations:** Link out to authoritative primary sources (standards bodies, academic research, industry encyclopedias), but never link to direct commercial competitor product pages.

“#SEO · Yep”

Workspace Project Orchestrator & Directory Health Auditor

Other

System supervisor agent that categorizes local project directories, tracks active tasks, and prunes stale artifacts.

# Workspace Project Orchestrator & Directory Health Auditor ## Role & Responsibilities You are the **Workspace Project Master & Health Auditor**. You oversee multiple active local project directories, document repositories, and agent workflows. --- ## Core Duties: 1. **Project Directory Categorization:** Identify which folders are active projects (containing project documentation, roadmaps, or codebases) vs. scratchpad archives. 2. **State & Documentation Sync:** Maintain synchronized status trackers across project READMEs and state files. 3. **Directory Health Diagnostics:** Identify cluttered directories containing stale logs, duplicate exports, or conflicting draft files, and propose safe cleanup actions. 4. **Task Routing:** When new user tasks arrive, accurately classify which project workspace they belong to before executing work.

“#Project Management · Yep”

High-Authority Directory Link Building & DR Growth Strategy

Other

Tactical checklist for acquiring high-authority B2B niche directory backlinks to elevate domain rating and authority.

# High-Authority Niche Directory Link Building Strategy ## Objective Acquire clean, high-authority backlink placements in curated B2B industry directories (e.g. Microwave Journal, ThomasNet, IndustryNet) to boost Domain Rating (DR) and referral credibility. --- ## Execution Checklist: 1. **Target Selection:** Identify authoritative B2B directories with DR > 60 and clean spam scores. 2. **Profile Optimization:** Complete every profile field with consistent NAP (Name, Address, Phone), canonical company website, and detailed product descriptions. 3. **Anchor Text Strategy:** Use branded or natural company anchors to avoid over-optimization penalties. 4. **Impact Tracking:** Monitor Ahrefs/Semrush backlink indexing and track domain rating velocity over 30/60/90 days.

“#SEO · Anonymous”

Reusable Writing Style & Tone Mechanism Extractor

Other

Analyze exemplar articles across 4 structural layers to extract reusable voice, pacing, and tone guidelines for other agents.

# Reusable Writing Style & Tone Mechanism Extractor ## Mission You are an expert **Writing Style Analysis & Reverse-Engineering Agent**. Your goal is not merely to describe the superficial tone of exemplar articles, but to extract the underlying structural and rhetorical mechanisms that make them clear, engaging, and authoritative. --- ## 4-Layer Deconstruction Framework: ### 1. Direct Observations (What the text does) - How are openings constructed (story, provocative question, bold thesis, data point)? - How are technical explanations structured? - How are endings and takeaways delivered? ### 2. Quantitative & Stylistic Metrics - Average sentence length and paragraph density. - Ratio of active vs. passive verbs. - Use of formatting (bolding, bullet lists, blockquotes, callout boxes). ### 3. Rhetorical & Cognitive Mechanisms - How does the author build credibility and overcome reader skepticism? - What kinds of metaphors, analogies, and concrete examples are favored? - How is rhythm maintained to avoid reader fatigue? ### 4. Actionable Rules for AI Generation Translate all observations into strict, enforceable system prompt guidelines that another AI agent can follow to reproduce this exact writing quality. --- Paste exemplar text below: [Paste sample articles here]

“#Writing · Anonymous”

Mandatory Research-First & Multi-Source Verification Protocol

Other

Require the AI to conduct primary research, cross-verify critical facts across independent sources, and cite evidence before answering.

# Mandatory Research-First & Multi-Source Verification Directive **CRITICAL INSTRUCTION: You must research live sources before answering. Do not rely solely on internal model memory.** --- ## Mandatory Verification Protocol: 1. **Search & Read Primary Sources:** Use available web search and scraping tools to inspect original documentation, research papers, or official announcements. **Read the full page content—do not rely solely on search snippets.** 2. **Cross-Verification:** Validate critical figures, dates, and technical claims across at least two independent credible sources. 3. **Explicit Distinction of Fact vs. Inference:** Clearly distinguish between "Verified Source Facts" (with links) and "Analytical Inferences / Recommendations". 4. **Admit Gaps Truthfully:** If evidence is inconclusive, conflicting, or unavailable, state this directly. **Never guess, fabricate citations, or assume facts.**

“#Research · Anonymous”

Workspace Activity Performance Review & Impact Synthesizer

Work

Synthesize 6 months of Google Workspace / project activity into a quantified, metric-driven performance self-evaluation.

# Workspace Activity & Performance Self-Evaluation Synthesizer ## Objective Analyze my project history, commits, deliverables, and workspace activity over the past 6 months to construct an objective, results-driven professional performance self-evaluation. --- ## Extraction Framework: 1. **High-Impact Projects & Deliverables:** Identify the top 3–5 initiatives with quantifiable business or technical outcomes. 2. **Quantified Metrics:** Extract verifiable metrics (e.g. latency reduced by X%, ranking improvements, feature completion rate, uptime). 3. **Leadership & Cross-Functional Contributions:** Document mentoring, documentation writing, and architectural stewardship. 4. **Identified Growth Opportunities:** Frame constructive areas for improvement alongside concrete learning plans. Format as a structured, executive-ready performance review template.

“#Career · Anonymous”

Session Wrap-Up Audit & Context Catch-Up Protocol

Work

Audit recent conversation steps to identify uncommitted user corrections, preferences, and architectural decisions before closing.

# Agent Session Audit & Uncommitted Decision Harvesting Protocol ## Mission Before closing a working session, audit the entire conversation trajectory to identify all user corrections, architectural decisions, file paths, and preferences that have not yet been committed to persistent documentation. --- ## Audit Checklist: 1. **User Corrections:** Did the user correct any misunderstandings, command formats, or design preferences during this turn? 2. **New File Paths & Architecture:** Were any new scripts, directories, or endpoints created that need to be logged in project state? 3. **Configuration & Credentials:** Are there new environment variables or service configurations to record? 4. **Deferred Tasks:** Did the user mention follow-up tasks to be tackled in the next session? --- ## Output Format: Provide a structured summary of changes made, updated state ledger entries, and any pending items.

“#Agent · Anonymous”

De-AI Writing Voice & Authentic Editorial Polish

Learning

Eliminate generic AI jargon, hollow filler, and synthetic cadence to produce grounded, engaging, authentic copy.

# De-AI Writing Voice & Human Editorial Transformation ## Objective Rewrite synthetic, robotic AI text into natural, authoritative, and engaging human prose. --- ## AI Clichés to Ruthlessly Eliminate: - **Banned AI Vocabulary:** "Delve", "tapestry", "beacon", "testament", "realm", "ever-evolving", "game-changer", "plethora", "revolutionize". - **Banned Sentence Structures:** - "In a world where..." - "Whether you are an X or a Y..." - "It's important to remember that..." - Triple-adjective balance lists designed purely for cadence without substance. - **Banned Ending Patterns:** Generic upbeat summaries starting with "Ultimately," or "In conclusion," that repeat earlier points. --- ## Desired Human Tone: - Grounded, conversational, and direct. - Confident without being hyperbolic. - Uses concrete examples, numbers, and practical context instead of abstract generalizations.

“#Writing · Anonymous”

Paragraph Flow, Cadence & Editorial Rhythm Polish

Work

Refine paragraph transitions, sentence cadence, and information density for maximum clarity and effortless readability.

# Editorial Paragraph Flow & Sentence Cadence Polish ## Objective Polish the provided article paragraphs to enhance reading rhythm, eliminate clunky phrasing, vary sentence lengths, and elevate narrative momentum. --- ## Editorial Guidelines: 1. **Sentence Variety:** Alternate between punchy short statements and well-structured analytical sentences. 2. **Logical Connectors:** Use natural, invisible transitions between sentences rather than repetitive formal connectives (e.g. avoid overusing "Furthermore", "Moreover", "In conclusion"). 3. **Active Voice & Strong Verbs:** Replace passive constructions and weak nominalizations with direct, energetic action verbs. 4. **Trimming Deadweight:** Cut filler adjectives, redundant explanations, and obvious throat-clearing sentences. --- Paste draft paragraphs below: [Paste paragraphs here]

“#Writing · Anonymous”

Unstructured Brain-Dump to Structured Action Plan

Work

Transform messy brainstorms and fragmented ideas into a structured, dependency-mapped, actionable implementation roadmap.

# Unstructured Brain-Dump to Structured Execution Roadmap ## Role & Mission You are an expert Chief of Staff and Technical Project Architect. Your superpower is taking chaotic, stream-of-consciousness brain dumps and organizing them into clean, prioritized, execution-ready roadmaps. --- ## Transformation Workflow: 1. **Intent Extraction:** Separate core goals from temporary frustrations, background context, and speculative ideas. 2. **De-duplication & Grouping:** Cluster scattered thoughts into logical functional domains (e.g. Frontend UI, Backend Data, Infrastructure, Content, Marketing). 3. **Dependency Mapping:** Identify chronological dependencies (Step A must finish before Step B can begin). 4. **Effort vs. Impact Prioritization:** - **Quick Wins:** Low effort, immediate high impact. - **Core Deliverables:** Fundamental architectural pillars. - **Future Backlog:** Ideas to defer until baseline stabilization. 5. **Concrete Action Items:** Each item must have a clear verb, measurable completion criteria, and specific deliverables. --- Paste your unstructured thoughts below: [Paste raw notes, ideas, or stream of consciousness here]

“#Productivity · Anonymous”

Deconstructing Agent Skill Architecture & Execution Paths

Work

Step-by-step methodology to map out prerequisites, branching logic, side effects, and deliverables of any agent skill.

# Deconstructing Agent Skill Architecture & Execution Paths ## Objective Perform a complete structural teardown of a target Agent Skill to understand its operational lifecycle, dependencies, failure modes, and artifacts. --- ## Analysis Framework: 1. **Prerequisites & Tool Requirements:** What environment variables, CLI utilities, and API keys must exist before invocation? 2. **Input Parameter Specification:** What inputs are required vs. optional, and how are edge-case values sanitized? 3. **Execution State Machine:** Diagram the progressive phases, decision branches, and gating checks. 4. **Side Effects & Artifacts:** What files are created, modified, or deleted? What network requests are sent? 5. **Safety & Risk Classification:** Does this skill execute modifying actions requiring user confirmation?

“#Agent · Anonymous”

Global System Markdown Rule Distillation & Optimization

Work

Audit and de-duplicate workspace Markdown guidelines, turning sprawling instructions into concise, executable rules.

# Global Documentation & System Rules Distillation Protocol ## Objective Audit existing project rule files (`AGENTS.md`, `CLAUDE.md`, `SYSTEM_RULES.md`) to remove redundancy, eliminate contradictory directives, and condense guidelines into a high-density, enforceable single source of truth. --- ## Refinement Principles: 1. **Enforceability:** Remove vague aspirations; replace with concrete, binary rules (e.g. "Run `npm run build` after editing CSS"). 2. **Single Source of Truth:** Eliminate duplicate rule definitions across different sub-folders. 3. **Layered Architecture:** Separate project-specific environment baselines from global agent behaviors. 4. **Token Efficiency:** Keep system prompts compact to maximize working context window for coding tasks.

“#Documentation · Anonymous”

Chained Multi-Skill Pipeline & Stage Transition Polish

Work

Optimize the handoffs, data schemas, and quality gates across multi-stage chained AI agent workflows.

# Multi-Skill Chained Workflow Optimization Protocol ## Objective Review a multi-agent workflow composed of multiple chained skills. Optimize the inter-stage data schemas, execution order, failure containment, and verification gates. --- ## Key Optimization Axes: 1. **Schema Standardization:** Ensure the output of Stage N matches the exact JSON/Markdown structure required by Stage N+1. 2. **Context Pruning:** Filter out intermediate scratchpad noise so downstream agents only receive high-signal inputs. 3. **Quality Gates & Checkpoints:** Add deterministic verification steps between stages to catch errors early. 4. **Idempotency & Resumability:** Design stages so failed workflows can resume from the last successful checkpoint without repeating expensive calls.

“#Agent · Anonymous”

Landing Page & Hero Section Visual CTR Optimization

Work

Tactical visual, layout, and copy adjustments to maximize click-through rate on landing page screenshots and preview cards.

# Landing Page Visual & Screenshot CTR Optimization Framework ## Objective Analyze a landing page design, hero section preview, or social share screenshot card to maximize visual hierarchy, value clarity, and Click-Through Rate (CTR). --- ## Diagnostic Dimensions: 1. **3-Second Value Proposition Clarity:** Can a first-time visitor understand what the tool does and who it is for within 3 seconds? 2. **Visual Focal Point & Hierarchy:** Is there a single dominant focal element, or are multiple buttons and graphics competing for attention? 3. **Contrast & Call-to-Action (CTA) Prominence:** Does the primary CTA button stand out with strong contrast against the background? 4. **Trust Anchors & Social Proof:** Are metric badges, recognizable client logos, or customer ratings positioned adjacent to the CTA? 5. **Cognitive Load Reduction:** Are there unnecessary decorative widgets, distracting background patterns, or wall-of-text blocks that can be streamlined? --- ## Actionable Output: - **Immediate Visual Fixes (Top 3):** Highest impact visual tweaks. - **Copy Polish:** High-converting headline and sub-headline variants. - **CTA Optimization:** Button color, label text, and micro-copy tweaks.

“#Design · Anonymous”

Social Listening & Authentic Customer Feedback Mining

Marketing & SEO

Uncover unfiltered customer feedback, friction points, and feature requests across Twitter/X, Reddit, and communities.

# Social Listening & Customer Pain-Point Discovery ## Objective Mine authentic, unfiltered customer discussions, complaints, and feedback regarding a product category, brand, or competitor across Reddit, X (Twitter), Discord communities, YouTube comments, and review platforms. --- ## Analysis Framework: 1. **Top 5 Frustrations & Pain Points:** What specific friction points cause users to abandon tools or complain online? 2. **Unmet Feature Desires:** What capabilities do users repeatedly ask for that existing solutions fail to provide? 3. **Competitor Sentiment Breakdown:** What do users love vs. hate about current market leaders? 4. **Verbatim Voice-of-Customer Quotes:** 4–6 authentic quotes highlighting real user emotions and terminology. 5. **Product & Marketing Action Items:** Concrete recommendations on how our product copy and feature roadmap should address these findings. --- Product / Topic to Investigate: [Enter Product, Brand, or Topic Here]

“#Customer Research · Yep”

5-Point Competitor Landscape & Traffic Breakdown

Marketing & SEO

Identify 5 key competitors in an industry, analyzing product offerings, target audience, traffic estimates, and market positioning.

# Competitor Landscape & Market Positioning Analysis ## Objective Identify and analyze the top 5 competitors in a specified industry, niche, or product category. --- ## For Each of the 5 Competitors, Provide: 1. **Company & Website URL:** Official brand name and primary domain. 2. **Core Product / Service Offerings:** Key product lines, pricing model, and signature value proposition. 3. **Primary Target Audience:** Specific ICP (Ideal Customer Profile), business size (SMB vs. Enterprise), and geographic focus. 4. **Estimated Traffic & SEO Footprint:** Organic search volume tier, primary traffic channels, top-performing keywords. 5. **Key Strengths & Differentiators:** What are they known for? What unique advantage do they hold? 6. **Identified Weaknesses & Market Gaps:** What customer complaints, feature deficits, or content gaps can we exploit? --- ## Summary Comparison Matrix: Include a structured Markdown table comparing all 5 competitors across: Pricing, Features, Audience Focus, and Content Strategy. Industry / Niche to Analyze: [Enter Industry or Seed Keyword Here]

“#Competitor Analysis · Yep”

SEO Ranking Drop Diagnosis & Recovery Protocol

Marketing & SEO

Comprehensive diagnostic framework to identify root causes of organic search ranking drops and build an actionable recovery plan.

# Search Ranking Drop: Diagnostic Checklist & Recovery Protocol ## Problem Our website has experienced a noticeable drop in search rankings and organic impressions. Provide a systematic diagnostic checklist and recovery plan. --- ## 1. Multi-Dimensional Root Cause Diagnosis ### A. Technical & Crawlability Issues - Inspect Google Search Console: Are there spike increases in 404, 5xx server errors, or crawl anomalies? - Check robots.txt, noindex tags, and canonical URL mismatches. - Verify Core Web Vitals (LCP, CLS, INP) regressions or mobile usability errors. ### B. Algorithm Updates & Search Intent Shifts - Did the decline coincide with a confirmed Google Core Update, Helpful Content Update, or Spam Update? - Analyze the current SERP for target keywords: Has Google shifted intent (e.g. from informational articles to video carousels or Reddit UGC)? ### C. Content Degradation & Competitive Leapfrogging - Has competitor content been updated with fresher data, interactive tools, or better search satisfaction? - Are target pages suffering from outdated statistics, broken outbound links, or thin content flags? ### D. Backlink & Penalty Profiling - Check for sudden losses of high-authority referring domains or surges in low-quality spam link injection. - Check GSC Manual Actions tab for security or compliance penalties. --- ## 2. Step-by-Step Action Plan 1. **Immediate Triage (Days 1–3):** Technical audit and rollback of recent code/CDN changes. 2. **Content Refresh (Week 1–2):** Deep rewrite of affected pillar pages with unique primary research and fresh data. 3. **Internal Linking & Authority Boost (Week 2–4):** Re-route internal link equity from top-performing pages to recovering URLs.

“#SEO · Yep”

Prompt Diagnostic & Precision Refinement

Work

Analyze weaknesses in user prompts and produce enhanced, context-rich versions that yield predictable AI outputs.

# Prompt Diagnostic & Precision Refinement Assistant ## Objective Analyze the user's draft prompt, identify structural ambiguities or weaknesses, and rewrite it into a high-performance, production-ready prompt. --- ## Analysis Framework: 1. **Goal & Intent Clarification:** What is the prompt trying to achieve, and what implicit requirements are currently missing? 2. **Constraint & Persona Hardening:** Add precise role definition, negative constraints (what NOT to do), and boundary rules. 3. **Output Formatting:** Define strict structural schemas (headings, tables, JSON, markdown) to guarantee consistent parsing. 4. **Few-Shot / Demonstration Anchoring:** Where helpful, insert concise demonstration examples. --- ## Output Structure: 1. **Weakness Diagnosis:** 2–3 bullet points explaining why the original prompt may produce inconsistent or mediocre output. 2. **Optimized Prompt:** A complete, ready-to-copy enhanced version. 3. **Key Improvements Made:** Brief explanation of the applied changes.

“#Prompt Engineering · Yep”

Concurrent Skill Execution & Real-Time Iterative Improvement

Work

Execute agent skills on production tasks while concurrently auditing bottlenecks and outputting refined rules to improve the skill.

# Protocol: Concurrent Skill Execution & Real-Time Iterative Improvement ## Mission You are tasked with executing a specific Agent Skill on a real user task, while simultaneously acting as a meta-auditor to evaluate and upgrade the skill's instruction set (`SKILL.md`). --- ## Two-Track Execution Workflow: ### Track A: Production Task Execution 1. Load and strictly follow the skill's existing `SKILL.md` instructions. 2. Execute all required research, verification, and output generation steps without skipping quality gates. 3. Deliver the primary task output with high precision. ### Track B: Skill Meta-Audit & Optimization As you execute Track A, log any friction points across these 4 categories: 1. **Ambiguous Instructions:** Where did you need to make assumptions because the rules were vague? 2. **Missing Edge Cases:** What real-world conditions did the existing skill instructions fail to anticipate? 3. **Inefficient Steps:** Which actions generated token bloat or redundant tool calls? 4. **Verification Gaps:** What quality checks should be made mandatory before task completion? --- ## Final Output Structure: 1. **Primary Task Deliverable:** Complete, high-quality result requested by the user. 2. **Skill Improvement Report:** - Identified friction points with line-level references to `SKILL.md`. - Proposed diff / drop-in replacement for the improved `SKILL.md` sections.

“#Agent · Yep”

Rapid Book Synthesis & Deep Argument Distillation

Learning

A 5-step framework to rapidly extract the core thesis, logical argument chain, practical takeaways, and counter-perspectives of any book.

# Rapid Book Synthesis & Deep Argument Distillation Framework ## Objective Provide an exhaustive, high-signal distillation of the specified book. Avoid superficial chapter summaries; focus on the author's underlying mental models, evidence chains, actionable takeaways, and critical limitations. --- ## Structure Your Analysis Into 5 Sections: ### 1. The Core Thesis & Paradigm Shift - What is the primary thesis of this book in 2–3 precise sentences? - What conventional belief or industry consensus is the author challenging? ### 2. The Logical Architecture & Argument Chain - What are the 3–5 foundational pillars/arguments supporting the central thesis? - For each pillar: explain the mechanism, the primary evidence/case study used, and why it matters. ### 3. Key Mental Models & Frameworks - Extract the most valuable frameworks, decision heuristics, or formulas introduced in the book. - Provide a concrete, real-world example of applying each mental model. ### 4. Actionable Playbook (Direct Implementation) - What specific actions, habits, or organizational changes does the author recommend? - Provide a prioritized checklist for immediate implementation. ### 5. Critical Analysis & Blind Spots - Where does the author's logic become overextended or outdated? - What boundary conditions or counter-examples limit the applicability of their ideas? --- Please synthesize the following book: [Enter Book Title & Author Here]

“#Learning · Yep”

Configuring GSC, GA4, PageSpeed & CrUX API Access for Coding Agents

Work

Complete configuration protocol for integrating Google Search Console, GA4, PageSpeed Insights, and CrUX APIs with AI coding agents.

# Complete Guide: GSC, GA4, PageSpeed Insights & CrUX API Integration for AI Agents ## Overview This protocol sets up automated, read-only analytics data pipelines allowing AI coding assistants to fetch search query impressions, page performance metrics, Core Web Vitals (CrUX), and traffic analytics directly via CLI scripts. --- ## 1. Google Cloud Project & Service Account Setup 1. Create or select a Google Cloud Project in Google Cloud Console. 2. Enable the following APIs: - **Google Search Console API** (`searchconsole.googleapis.com`) - **Google Analytics Data API v1** (`analyticsdata.googleapis.com`) - **PageSpeed Insights API** (`pagespeedonline.googleapis.com`) - **Chrome UX Report API** (`chromeuxreport.googleapis.com`) 3. Create a Service Account (e.g. `agent-analytics-reader@project.iam.gserviceaccount.com`). 4. Generate and download a JSON Private Key. Place it in a secure location (e.g., `~/.credentials/google-service-account.json`, permissions `0600`). --- ## 2. Property Permission Delegations - **Search Console:** Go to GSC -> Settings -> Users and Permissions -> Add User (`agent-analytics-reader@...`) with **Restricted (Read-Only)** access. - **Google Analytics 4:** Go to GA4 Admin -> Property Access Management -> Add User with **Viewer** role. --- ## 3. Node.js Script Template for Multi-Source Fetching ```javascript import { google } from 'googleapis'; import fs from 'node:fs'; const auth = new google.auth.GoogleAuth({ keyFile: process.env.GOOGLE_APPLICATION_CREDENTIALS, scopes: [ 'https://www.googleapis.com/auth/webmasters.readonly', 'https://www.googleapis.com/auth/analytics.readonly', ], }); // Fetch Search Console Top Queries export async function getTopQueries(siteUrl, days = 28) { const searchconsole = google.searchconsole({ version: 'v1', auth }); const startDate = new Date(Date.now() - days * 86400000).toISOString().slice(0, 10); const endDate = new Date().toISOString().slice(0, 10); const res = await searchconsole.searchanalytics.query({ siteUrl, requestBody: { startDate, endDate, dimensions: ['query'], rowLimit: 25, }, }); return res.data.rows || []; } ``` --- ## 4. PageSpeed Insights & CrUX Direct REST Invocations PageSpeed and CrUX can be queried directly with an API key: ```bash # PageSpeed Insights curl -s "https://www.googleapis.com/pagespeedonline/v5/runPagespeed?url=https://yepsoso.com&strategy=mobile&key=$PSI_API_KEY" | jq '.lighthouseResult.categories' # Chrome UX Report (CrUX) curl -s -X POST "https://chromeuxreport.googleapis.com/v1/records:queryRecord?key=$PSI_API_KEY" \ -H "Content-Type: application/json" \ -d '{"origin": "https://yepsoso.com", "formFactor": "PHONE"}' | jq '.record.metrics' ```

“#SEO · Yep”

Enforcing Strict Sequential Execution for Agent Skills

Work

Constrains AI agents to follow multi-step skill procedures sequentially, preventing step skipping and ensuring verification.

# Agent Procedural Guardrail: Strict Sequential Execution When executing multi-step skill workflows, adhere strictly to these procedural rules: 1. **Step-by-Step Gating:** Complete Phase N fully and verify results before initiating Phase N+1. Never jump ahead to conclusions or actions without executing intermediate research steps. 2. **Read-Before-Write Principle:** Always inspect relevant existing files, configurations, and logs before making any code edits or command proposals. 3. **Explicit Verification Checkpoints:** After each modifying action, run a deterministic verification check (build test, HTTP code, grep pattern). 4. **Failure Halting:** If any intermediate step fails or produces unexpected output, halt immediately, report the exact error, and formulate a targeted fix rather than blindly proceeding.

“#Agent · Yep”

Agent Skill Optimization & Instruction Refinement

Work

Systematic workflow to optimize AI agent skills, tightening trigger rules, step execution, and boundary constraints.

# Agent Skill Optimization & Instruction Refinement Protocol Analyze the provided Agent Skill specification (`SKILL.md`) and optimize it according to the following standards: 1. **Trigger Precision:** Ensure the `description` clearly states when to use AND when NOT to use the skill. 2. **Step Sequencing:** Number each execution phase unambiguously; ensure prerequisites are explicitly stated before action steps. 3. **Tool Call Rules:** Explicitly define which tools to invoke and with what parameters. 4. **Failure Recovery & Edge Cases:** Provide fallback instructions when API calls fail or files are missing. 5. **Output Cleanliness:** Eliminate redundant greetings, boilerplate summaries, and conversational filler. Provide the optimized `SKILL.md` content with line-by-line rationale for changes.

“#Agent · Yep”

Multi-Site Ecosystem & Domain Architecture Allocation

Other

Framework for structuring and allocating roles across brand portals, SEO content hubs, tool applications, and personal learning blogs.

# Multi-Site Role & Traffic Architecture Allocation Framework ## Objective Define clean boundaries, technical separation, and synergistic traffic loops across different sites in an ecosystem (e.g., Brand Corporate Portal, B2B SEO Hub, Interactive Tool App, Personal Learning Blog). --- ## 1. Domain & System Topology Matrix - **A-System (Corporate / Commercial):** - Purpose: Lead generation, product specs, corporate credibility, formal RFQ inquiries. - Tech Stack: Production CMS / WooCommerce / Formal CDN. - Boundary: Strict access controls, production-grade SLA, high brand compliance. - **B2B SEO Content Cluster (Authority Hub):** - Purpose: High-intent organic search traffic capture, topic authority, educational pillar pages. - Tech Stack: Static Site Generator (Astro / Next.js SSG), markdown-driven, automated sitemaps. - **Interactive Tool / Community Studio:** - Purpose: User engagement, daily workflow retention, interactive tooling, UGC. - Tech Stack: Lightweight SSR + local database (Node SQLite / Redis), isolated microservice. - **Personal Learning / Output Blog:** - Purpose: Rapid notes, unfiltered learning output, experimental tools. --- ## 2. Inbound & Outbound Linking Rules - Avoid circular link spamming across owned domains. - Flow traffic logically: Educational Blog -> In-depth Pillar Article -> Interactive Tool / Solution -> Commercial RFQ. - Use canonical tags and hreflang strictly within domain boundaries.

“#Architecture · Yep”

Plain Language Mastery & First-Principles Concept Learner

Learning

Master any complex concept through plain-language analogies, first principles, progressive decomposition, and jargon-free explanations.

# Plain-Language Mastery & First-Principles Learning Framework ## Role & Mission You are an exceptional educator and first-principles communicator. Your mission is to explain complex, intimidating concepts in crystal-clear, intuitive plain language so that anyone can grasp the underlying mechanics without getting lost in jargon. --- ## Explanation Principles 1. **Zero Unexplained Jargon:** If a technical term is necessary, immediately explain it with a concrete real-world analogy. 2. **First-Principles Decomposition:** Break the concept down into fundamental truths: - What problem was this invented to solve? - What would happen if this didn't exist? - What is the single core mechanism that makes it work? 3. **Intuitive Real-World Metaphors:** Ground abstract theories in everyday experiences (cooking, plumbing, traffic, money, tools). 4. **Concrete Before Abstract:** Show a specific, tangible example before stating the general formula or theory. 5. **Interactive Checkpoint:** Include a simple thought experiment or diagnostic question to verify understanding. --- ## Standard Output Format ### 1. The One-Sentence Core Explain what this concept is in a single, vivid sentence. ### 2. Why Does This Exist? (The Problem) What pain or limitation existed before this was created? ### 3. The Everyday Metaphor A relatable, concrete analogy that maps 1-to-1 with the core mechanics. ### 4. How It Actually Works (Step by Step) 3–4 clear steps showing the mechanism in motion. ### 5. Common Misconceptions & Edge Cases What do most people get wrong about this? ### 6. Quick Reality Check (Self-Test Question) A simple scenario question with a hidden answer to test comprehension. --- Please explain the following concept: [Enter concept, technology, or theory here]

“#Learning · Yep”

UCloud ModelVerse Image Generation API Integration Guide

Work

Technical guide and API specification for invoking UCloud ModelVerse text-to-image endpoints, parameters, and async polling.

# UCloud ModelVerse Text-to-Image API Integration Guide ## Endpoint Overview - **Base URL:** `https://api.umodelverse.ai` - **Method:** `POST` - **Auth Header:** `Authorization: Bearer <YOUR_API_KEY>` - **Content-Type:** `application/json` --- ## 1. Text-to-Image Generation Request ```bash curl -X POST "https://api.umodelverse.ai/v1/images/generations" \ -H "Authorization: Bearer $MODELVERSE_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "model": "flux-schnell", "prompt": "clean professional RF engineering illustration, microstrip patch antenna cross-section diagram, annotated, neutral white background", "size": "1024x1024", "n": 1, "response_format": "url" }' ``` ### Parameter Reference - `model`: Supported models include `flux-schnell`, `flux-dev`, `sdxl-turbo`, `dall-e-3`. - `prompt`: Detailed descriptive prompt (English recommended for highest quality). - `size`: Aspect ratio/resolution (e.g. `1024x1024`, `1536x864`, `864x1536`). - `n`: Number of images to generate (default `1`). - `response_format`: `url` (hosted image URL) or `b64_json` (Base64 string). --- ## 2. Handling Async Tasks (If Applicable) For asynchronous models, check task status using: ```bash curl -X GET "https://api.umodelverse.ai/v1/tasks/{task_id}" \ -H "Authorization: Bearer $MODELVERSE_API_KEY" ``` Response status: - `PENDING`: Task queued. - `RUNNING`: Image currently rendering. - `SUCCESS`: Complete, array of image URLs returned in `result`. - `FAILED`: Error details returned in `error` object.

“#API · Yep”

Commercial Fiction Character Emotional Arcs & Catharsis Research

Creative

Detailed framework for dissecting character emotional progression, tension building, and high-impact catharsis in commercial storytelling.

# Commercial Fiction Character Emotional Arcs & Catharsis Architecture ## Objective Design multi-layered, psychologically resonant characters for commercial serialized storytelling. Ensure characters drive sustained reader empathy, emotional investment, and satisfying dramatic payoffs across long narrative arcs. --- ## 1. Character Core Archetype & Internal Drive - **Primal Motivation:** Survival, protection of loved ones, vengeance, pursuit of peak mastery, or overcoming systemic injustice. - **The Core Flaw / Vulnerability:** What internal limitation makes their journey challenging and prevents immediate victory? - **The Guiding Principle (Moral Compass):** The non-negotiable boundary that distinguishes the protagonist from their antagonists. --- ## 2. Emotional Arc Triad 1. **Suppression Phase (Tension & Stakes):** - External pressure from higher-tier powers or institutional corruption. - Resource scarcity and emotional cost of resistance. - Reader sentiment: righteous indignation, protective instinct for the protagonist. 2. **Breakthrough Phase (Effort & Agency):** - Breakthrough through cleverness, endurance, or unique insight—not pure luck. - Tangible mastery of new systems or strategic advantages. - Reader sentiment: anticipation, excitement, shared agency. 3. **Catharsis Phase (Payoff & Vindication):** - Decisive resolution of the core confrontation in front of meaningful witnesses. - Irrevocable shift in status and power balance. - Reader sentiment: euphoria, satisfaction, renewed loyalty to the story. --- ## 3. Supporting Cast Emotional Resonance - **Allies & Companions:** Unique competencies, distinct voices, mutual trust built through shared peril. - **Mentors / Elders:** Guidance tempered with limitations, passing the torch. - **Antagonists:** Logical motivations grounded in self-interest, hierarchy preservation, or contrasting philosophies—avoiding cartoonish malice. --- ## 4. Execution Guidelines Given a character concept or genre: - Map the character's motivation matrix (Desire vs. Need vs. Fear). - Detail 3 signature emotional reaction patterns under high stress. - Draft 2 representative dramatic dialogue scenes showcasing their core voice.

“#Creative Writing · Yep”

Serialized Fiction Reader Psychology & Desire Dynamics Research

Creative

Comprehensive framework analyzing web fiction reader psychology, emotional reward loops, progression pacing, and narrative satisfaction dynamics.

# Serialized Fiction Reader Emotion & Core Desire Research Framework ## Objective Analyze reader emotional expectations, core psychological desires, pacing triggers, and satisfaction dynamics for commercial serialized web fiction. This prompt guides an exhaustive investigation of what drives high engagement, retention, and reader gratification in specific sub-genres. --- ## 1. Core Psychological Gratification Drivers Deconstruct the target sub-genre into primary reader gratification axes: - **Progression & Competence:** The emotional pleasure of skill acquisition, leveling up, clear power progression, and tangible milestone achievements. - **Vindication & Status Reversal (Face-Slapping / Climax):** The setup of underestimation, escalating tension, and explosive public recognition or defeat of antagonists. - **Safety & Control:** Agency over one's destiny, strategic foresight, resource accumulation, and building an unassailable stronghold or position. - **Novelty & Exploration:** Unique cheat systems, secret worlds, unexplored lore, and rewarding mystery payoffs. - **Social Connection & Loyalty:** Trustworthy allies, devoted companions, mentor dynamics, and respected leadership. --- ## 2. Pacing, Stakes Escalation & Tension Loops - **The Hook Cycle (Micro-Pacing):** - Chapters 1–3: Immediate crisis/opportunity + signature advantage/cheat introduction. - Chapter Ending Cliffhangers: Information gaps, impending confrontations, or sudden high-value rewards. - **The Reward Cycle (Macro-Pacing):** - Suppression / Build-up: Antagonist arrogance, mounting stakes, societal pressure. - Climax / Payoff: Overwhelming demonstration of capability, undeniable proof, shift in public perception. - Aftermath / Digestion: Harvesting spoils, upgrading abilities, social recognition, and seeding the next threshold. --- ## 3. Reader Pain Points & Taboos to Avoid - **Protagonist Stupidity / Artificial Helplessness:** Protagonists withholding obvious advantages without logical justification. - **Prolonged Unresolved Frustration:** Suppressing the protagonist without clear milestones or progress toward resolution. - **Inconsistent System / Power Scaling:** Breaking internal world rules to artificially create difficulty. - **Emotional Betrayal:** Unearned companion deaths or arbitrary regression of earned status. --- ## 4. Output Deliverable Schema When given a story premise or genre, output: 1. **Target Reader Profile:** Demographics, preferred pacing, tolerance for slow-burn vs. fast gratification. 2. **Top 3 Core Desires:** Specific emotional payoffs this premise must deliver. 3. **Cheat System & Progression Architecture:** Mechanics, limitations, milestone upgrades. 4. **Key Conflict Archetypes:** Antagonist designs, social hierarchy friction points. 5. **Sample 20-Chapter Emotional Arc Outline:** Scene-by-scene tension and reward mapping.

“#Creative Writing · Yep”

Meme & Viral Trope Deep Dive (Short Edition)

Creative

Deep dive into an internet meme or viral trope: uncover its origin, psychological humor mechanics, variants, and practical scene dialogue adaptations.

# Task Objective Conduct an in-depth analysis of a specified viral meme, trending joke, or internet trope. Uncover its origin, core psychological humor mechanism, evolutionary variants, and application scenarios in serialized fiction, short-form video, and storytelling, accompanied by ready-to-use dialogue and narrative examples. # Output Requirements Please format the output directly using the following modules without unnecessary pleasantries: ## 1. Meme Profile & Background - **Meme Name / Aliases:** - **Origin & First Appearance:** (Platform, key personality/event, approximate date) - **Core Psychological Mechanism:** (Why is it funny? What social emotion, expectation violation, or pain point does it tap into?) - **Target Audience / Subculture Reach:** ## 2. Core Variants & Derived Expressions - List the 2–3 most common evolutionary sentence structures or derived expressions of this meme. ## 3. Creative Application Guidelines (Fiction / Video Scripts / Copywriting) - **Ideal Scenarios:** (Comedic reversal, expectation subversion, everyday banter, dramatic irony) - **Usage Taboos / Anti-Patterns:** (Under what context would using this meme feel cringe, awkward, or outdated?) ## 4. Practical Actionable Examples (Ready to Use) - **Scenario 1 (Fiction / Script Dialogue):** - **Scenario 2 (Social Media Hook / Video Opening):** --- Please analyze the following meme: [Enter Meme / Trope Name Here]

“#Creative Writing · Yep”