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Affaan Mustafa

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• 226k repo stars
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1. ▌
   Network Config Validation · affaan-m

   Pre-deployment checks for router and switch configuration, including dangerous commands, duplicate addresses, subnet overlaps, stale references, management-plane risk, and IOS-style security hygiene. Use when reviewing a router or switch configuration before deployment.
   226k repo stars
2. ▌
   Recursive Decision Ledger · affaan-m

   Use when the user asks for repeated rollouts, marked decision processes, high-dimensional search, stochastic optimization, local-optima exploration, ensemble comparison, or recursive reasoning with a visible evidence trail.
   226k repo stars
3. ▌
   Returns Reverse Logistics · affaan-m

   Codified expertise for returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management. Informed by returns operations managers with 15+ years experience. Includes grading frameworks, disposition economics, fraud pattern recognition, and vendor recovery processes. Use when handling product returns, reverse logistics, refund decisions, return fraud detection, or warranty claims.
   226k repo stars
4. ▌
   Swift Protocol Di Testing · affaan-m

   Protocol-based dependency injection for testable Swift code — mock file system, network, and external APIs using focused protocols and Swift Testing. Use when Swift code needs testing and file system, network, or external APIs must be mocked.
   226k repo stars
5. ▌
   Agent Harness Construction · affaan-m

   Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates. Use when defining or revising an agent's tool set, action space, or observation format.
   226k repo stars
6. ▌
   Android Clean Architecture · affaan-m

   Clean Architecture patterns for Android and Kotlin Multiplatform projects — module structure, dependency rules, UseCases, Repositories, and data layer patterns. Use when structuring modules, layers, or data flow in an Android or KMP project.
   226k repo stars
7. ▌
   Content Hash Cache Pattern · affaan-m

   Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation. Use when repeated file processing is slow and results should be cached and invalidated by content rather than path.
   226k repo stars
8. ▌
   LLM Trading Agent Security · affaan-m

   Security patterns for autonomous trading agents with wallet or transaction authority. Covers prompt injection, spend limits, pre-send simulation, circuit breakers, MEV protection, and key handling. Use when an autonomous agent holds wallet or transaction authority and its limits, simulation, or key handling need review.
   226k repo stars
9. ▌
   Mailtrap Email Integration · affaan-m

   Guides agents through integrating transactional email sending via Mailtrap's Email API, including sandbox testing, domain verification, and API authentication. Use when implementing email-sending features, debugging delivery issues, or setting up safe dev/staging email testing.
   226k repo stars
10. ▌
    Benchmark Optimization Loop · affaan-m

    Use when the user asks to make something faster, try many variants, run recursive optimization, benchmark latency/throughput/cost, or choose the best implementation by repeated measured tests.
    226k repo stars
11. ▌
    Data Throughput Accelerator · affaan-m

    Use when large data ingestion, backfill, export, ETL, warehouse loading, manifest catch-up, or table synchronization needs to become much faster while preserving data correctness.
    226k repo stars
12. ▌
    Foundation Models On Device · affaan-m

    Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+. Use when adding on-device LLM features with Apple FoundationModels on iOS 26+.
    226k repo stars
13. ▌
    Generating Python Installer · affaan-m

    Commercial-grade Python installer expert for Windows: Nuitka extreme compilation, dist slimming, DLL footprint analysis, and Inno Setup packaging to ship the smallest, fastest installers. Use when a Python app must ship as a minimal, fast-starting Windows installer; not for basic script-to-exe conversion. 中文触发：Nuitka 极限优化、Python 商业打包、极限编译 Python、dist 瘦身、DLL 分析、最小安装包、最快启动、商业级打包风格
    226k repo stars
14. ▌
    Nutrient Document Processing · affaan-m

    Process, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images. Use when converting, OCRing, extracting from, redacting, signing, or filling documents via the Nutrient DWS API.
    226k repo stars
15. ▌
    Parallel Execution Optimizer · affaan-m

    Use when the user wants a task done much faster through parallel work, concurrent agents, batched tool calls, isolated worktrees, or many independent verification lanes without losing correctness.
    226k repo stars
16. ▌
    Uspto Database · affaan-m

    USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs. Use when a task needs official United States patent or trademark records from USPTO systems.
    226k repo stars
17. ▌
    Agent Introspection Debugging · affaan-m

    Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports. Use when an agent run fails and you need a reproducible diagnosis instead of a retry.
    226k repo stars
18. ▌
    Pubmed Database · affaan-m

    Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed literature monitoring. Use when a task needs biomedical literature from PubMed rather than general web search.
    226k repo stars
19. ▌
    Compose Multiplatform Patterns · affaan-m

    Compose Multiplatform and Jetpack Compose patterns for KMP projects — state management, navigation, theming, performance, and platform-specific UI. Use when building Compose or Jetpack Compose UI, state, navigation, or theming in a KMP project.
    226k repo stars
20. ▌
    Logistics Exception Management · affaan-m

    Codified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with 15+ years operational experience. Includes escalation protocols, carrier-specific behaviors, claims procedures, and judgment frameworks. Use when handling shipping exceptions, freight claims, delivery issues, or carrier disputes.
    226k repo stars
21. ▌
    Springboot Verification · affaan-m

    Bucle de verificación para proyectos Spring Boot: build, análisis estático, pruebas con cobertura, escaneos de seguridad y revisión de diff antes del lanzamiento o PR.
    226k repo stars
22. ▌
    Carrier Relationship Management · affaan-m

    Codified expertise for managing carrier portfolios, negotiating freight rates, tracking carrier performance, allocating freight, and maintaining strategic carrier relationships. Informed by transportation managers with 15+ years experience. Includes scorecarding frameworks, RFP processes, market intelligence, and compliance vetting. Use when managing carriers, negotiating rates, evaluating carrier performance, or building freight strategies.
    226k repo stars
23. ▌
    Prediction Market Oracle Research · affaan-m

    Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence. Use for source-grounded analysis of market-implied probabilities, caveats, and integration patterns without investment advice. Use when evaluating prediction markets as a data source or oracle signal for a product, agent, or dashboard.
    226k repo stars
24. ▌
    Workspace Surface Audit · affaan-m

    アクティブなリポジトリ、MCPサーバー、プラグイン、コネクター、環境サーフェス、ツールのセットアップを監査し、最も価値の高いECCネイティブスキル、フック、エージェント、オペレーターワークフローを推奨する。ユーザーがClaude Codeのセットアップを支援してほしい場合や、環境で実際に何が使えるかを理解したい場合に使用する。
    226k repo stars
25. ▌
    Laravel Plugin Discovery · affaan-m

    Laravel プラグイン検出、パッケージ管理、依存関係解決、およびサービスプロバイダ統合。
    226k repo stars
26. ▌
    Homelab Network Readiness · affaan-m

    ホームラボネットワーク準備、セキュリティ評価、パフォーマンステスト、および展開準備。
    226k repo stars
27. ▌
    Unified Notifications Ops · affaan-m

    GitHub、Linear、デスクトップアラート、フック、接続された通信インターフェースを網羅する、統合されたECCネイティブワークフローとして通知を運用する。真の問題がアラートルーティング、重複排除、エスカレーション、またはインボックス崩壊である場合に使用する。
    226k repo stars
28. ▌
    Project Guidelines Example · affaan-m

    Project-specific skill template covering architecture, patterns, testing, and deployment guidance.
    226k repo stars
29. ▌
    Literature Review · affaan-m

    Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging. Use when the task is to find, screen, synthesize, and cite a body of academic or technical literature.
    226k repo stars
30. ▌
    Scholar Evaluation · affaan-m

    Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback. Use when evaluating academic or scientific work — papers, proposals, methods sections, or evidence quality — against a repeatable rubric.
    226k repo stars
31. ▌
    Regex Vs LLM Structured Text · affaan-m

    構造化テキストの解析に正規表現と大規模言語モデルのどちらを使うかを選択するための意思決定フレームワーク——まず正規表達式から始め、信頼度の低いエッジケースにのみ大規模言語モデルを追加する。
    226k repo stars
32. ▌
    Architecture Decision Records · affaan-m

    コーディングセッション中にアーキテクチャ決定を構造化ADRとして記録し、自動的に決定の瞬間を検出し、コンテキスト、検討された代替案、根拠を記録します。今後の開発者がコードベースの形成理由を理解するためのADRログを維持します。
    226k repo stars
33. ▌
    Make Interfaces Feel Better · affaan-m

    Apply concrete design-engineering details that make interfaces feel polished. Use when reviewing or improving UI spacing, typography, borders, shadows, motion, hit areas, icons, text wrapping, and interaction states.
    226k repo stars
34. ▌
    Competitive Platform Analysis · affaan-m

    >- Use when scoping a competitive landscape — identifying, categorising, and score-filtering a competitor set before any benchmarking begins. Decides who counts as a competitor, which tier they belong to, and which sources to mine. First step in the three-skill competitive pipeline; precedes benchmark-methodology.
    226k repo stars
35. ▌
    Competitive Report Structure · affaan-m

    >- Use after benchmark-methodology has produced scored competitor profile cards. Assembles findings into a decision-grade report: landscape map, competitor profiles, benchmarking matrix, white-space analysis, strategic recommendations, and team alignment trigger questions. Final step in the three-skill competitive pipeline.
    226k repo stars
36. ▌
    Everything Claude Code · affaan-m bundle

    Development conventions and patterns for everything-claude-code. JavaScript project with conventional commits.
    226k repo stars
37. ▌
    Recsys Pipeline Architect · affaan-m

    Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced For You algorithm. Use this skill whenever the user is building any system that picks "the top K items for a (user, context)" — social feeds, content CMSs, RAG rerankers, task prioritizers, notification triage, search reranking, ad ranking.
    226k repo stars
38. ▌
    Intent Driven Development · affaan-m

    Turn ambiguous or high-impact product and engineering changes into scoped, verifiable acceptance criteria before or alongside implementation. Use when a user asks to clarify a feature, define acceptance criteria, de-risk a security/data/migration/integration change, prepare implementation requirements for another agent, or make a complex request testable. Do not trigger for trivial edits, straightforward fixes, active debugging, code review, or implementation requests whose acceptance conditions are already clear unless the user explicitly invokes this skill.
    226k repo stars
39. ▌
    Ito Market Intelligence · affaan-m

    Research prediction-market events, venues, underliers, liquidity, and news context for Itô basket workflows. Use for read-only market intelligence, API-gated Itô exploration, and source-grounded prediction-market briefings without investment advice or live trading.
    226k repo stars
40. ▌
    Everything Claude Code Conventions · affaan-m

    Development conventions and patterns for everything-claude-code. JavaScript project with conventional commits.
    226k repo stars
41. ▌
    Growth Log · affaan-m

    Write growth logs that extract reusable patterns from complex tasks, failures, and learning moments, using a structured template and quality checklist.
    226k repo stars
42. ▌
    Ecc Recipes · affaan-m

    Maps a described workflow to the right ECC command-group with run-order and stop condition, and browses all command-group recipe families.
    226k repo stars
43. ▌
    Delivery Gate · affaan-m bundle

    Blocks Claude from finishing a session until deterministic quality checks pass: learning library freshness, disk space, and rationalization pattern detection.
    226k repo stars
44. ▌
    Loop Design Check · affaan-m

    Designs and reviews feedback loops for AI agents to ensure goals are machine-decidable, loops are damped, and human judgment is preserved.
    226k repo stars
45. ▌
    Investor Materials · affaan-m

    Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials that stay internally consistent across multiple assets.
    226k repo stars
46. ▌
    Visa Doc Translate · affaan-m bundle

    Translate visa application documents from images to English and generate a bilingual PDF with the original and translation side by side.
    226k repo stars
47. ▌
    Agentic Engineering · affaan-m

    Guides AI agents through engineering workflows with eval-first execution, task decomposition, cost-aware model routing, and review focus for generated code.
    226k repo stars
48. ▌
    Codebase Onboarding · affaan-m

    Analyze an unfamiliar codebase and generate a structured onboarding guide with architecture map, key entry points, conventions, and a starter CLAUDE.md.
    226k repo stars
49. ▌
    Continuous Learning · affaan-m bundle

    Automatically evaluates Claude Code sessions to extract reusable patterns and save them as learned skills.
    226k repo stars
50. ▌
    Database Migrations · affaan-m

    Provides safe, reversible database schema change patterns for PostgreSQL, MySQL, and common ORMs, with guidance on zero-downtime deployments, rollbacks, and migration tooling.
    226k repo stars
51. ▌
    Deployment Patterns · affaan-m

    Provides deployment strategies, CI/CD pipeline patterns, Docker containerization best practices, health checks, and production readiness guidance for web applications.
    226k repo stars
52. ▌
    Django Verification · affaan-m

    Runs a comprehensive verification pipeline for Django projects including migrations, linting, tests with coverage, security scans, and deployment readiness checks before PRs or releases.
    226k repo stars
53. ▌
    Finance Billing Ops · affaan-m

    Provides evidence-first revenue, pricing, refunds, team-billing, and billing-model truth workflows for sales snapshots, pricing comparisons, duplicate-charge diagnosis, or code-backed billing reality.
    226k repo stars
54. ▌
    Iterative Retrieval · affaan-m

    Progressively refines context retrieval in multi-agent workflows to solve the subagent context problem.
    226k repo stars
55. ▌
    Kubernetes Patterns · affaan-m

    Provides production-grade Kubernetes YAML patterns and kubectl debugging commands for deploying, managing, and debugging workloads reliably.
    226k repo stars
56. ▌
    Liquid Glass Design · affaan-m

    Implement Apple's Liquid Glass design system for iOS 26+ with dynamic glass materials, blur, reflection, and interactive morphing in SwiftUI, UIKit, and WidgetKit.
    226k repo stars
57. ▌
    MCP Server Patterns · affaan-m

    Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.
    226k repo stars
58. ▌
    Opensource Pipeline · affaan-m

    Fork, sanitize, and package private projects for safe public release through a three-stage pipeline.
    226k repo stars
59. ▌
    Orch Change Feature · affaan-m

    Orchestrate altering an existing, working feature to new desired behavior by updating tests first, then changing implementation, reviewing, and committing with gated approval.
    226k repo stars
60. ▌
    Gget · affaan-m

    Quickly query genomic reference databases for Ensembl IDs, gene metadata, sequences, BLAST searches, and enrichment analysis using the gget CLI or Python package.
    226k repo stars
61. ▌
    Social Graph Ranker · affaan-m

    Ranks mutual connections by bridge value for warm introductions, using a weighted graph model with decay and engagement bonuses.
    226k repo stars
62. ▌
    Springboot Patterns · affaan-m

    Provides Spring Boot architecture patterns for building scalable REST APIs, including layered services, data access, caching, async processing, and logging.
    226k repo stars
63. ▌
    Springboot Security · affaan-m

    Provides best practices for implementing authentication, authorization, input validation, CSRF protection, secrets management, rate limiting, and dependency security in Spring Boot services.
    226k repo stars
64. ▌
    Tinystruct Patterns · affaan-m bundle

    Provides architecture and implementation patterns for building modules with the tinystruct Java framework, covering dual-mode CLI/HTTP actions, JSON serialization, database persistence, MCP tools, and more.
    226k repo stars
65. ▌
    Windows Desktop E2e · affaan-m

    End-to-end testing for Windows native desktop apps (WPF, WinForms, Win32/MFC, Qt) using pywinauto and Windows UI Automation.
    226k repo stars
66. ▌
    AI First Engineering · affaan-m

    Guides teams in adapting engineering processes, architecture, code review, and testing for high-volume AI-assisted code generation.
    226k repo stars
67. ▌
    Automation Audit Ops · affaan-m

    Produces an evidence-backed inventory of live automations (jobs, hooks, connectors, MCP servers, wrappers) and recommends keep/merge/cut/fix-next actions before rewriting anything.
    226k repo stars
68. ▌
    Cpp Coding Standards · affaan-m

    Enforces modern, safe, and idiomatic C++ coding practices based on the C++ Core Guidelines for writing, reviewing, or refactoring C++ code.
    226k repo stars
69. ▌
    Customer Billing Ops · affaan-m

    Operate customer billing workflows such as subscriptions, refunds, churn triage, billing-portal recovery, and plan analysis using connected billing tools like Stripe.
    226k repo stars
70. ▌
    Documentation Lookup · affaan-m

    Fetches up-to-date documentation for libraries, frameworks, and APIs via the Context7 MCP server instead of relying on training data.
    226k repo stars
71. ▌
    Ecc Tools Cost Audit · affaan-m

    Audits ECC Tools GitHub App for cost issues like runaway PR creation, quota bypass, premium-model leakage, and duplicate jobs, using an evidence-first workflow.
    226k repo stars
72. ▌
    Enterprise Agent Ops · affaan-m

    Operate long-lived agent workloads with observability, security boundaries, and lifecycle management.
    226k repo stars
73. ▌
    Google Workspace Ops · affaan-m

    Operate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents.
    226k repo stars
74. ▌
    Inherit Legacy Style · affaan-m

    Scans legacy codebases to extract implicit coding conventions across architecture dimensions, resolves conflicts interactively, and generates an enforceable style rules file.
    226k repo stars
75. ▌
    Ito Data Atlas Agent · affaan-m

    Design agents that watch data sources, build candidate prediction-market baskets, draft parameter changes, and hand results to a human for review.
    226k repo stars
76. ▌
    Kotlin Ktor Patterns · affaan-m

    Provides Ktor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication testing.
    226k repo stars
77. ▌
    Laravel Verification · affaan-m

    Runs a multi-phase verification pipeline for Laravel projects including environment checks, linting, static analysis, tests with coverage, security scans, and deployment readiness.
    226k repo stars
78. ▌
    Ml Adoption Playbook · affaan-m

    Provides an adaptive methodology for adding machine learning models to existing codebases, covering problem framing, data readiness, architectural decoupling, and baseline model integration.
    226k repo stars
79. ▌
    Quarkus Verification · affaan-m

    Runs a comprehensive verification pipeline for Quarkus projects including build, static analysis, tests with coverage, security scans, native compilation, and diff review before PRs or releases.
    226k repo stars
80. ▌
    Token Budget Advisor · affaan-m

    Intercepts responses to let users choose the depth and token budget before answering, with heuristic token estimation and preset depth levels.
    226k repo stars
81. ▌
    Agent Self Evaluation · affaan-m bundle

    Rates an agent's own output on five axes — accuracy, completeness, clarity, actionability, conciseness — producing a structured scorecard with evidence and improvement suggestions.
    226k repo stars
82. ▌
    AI Regression Testing · affaan-m

    Prevents AI-introduced regressions with sandbox-mode API testing, automated bug-check workflows, and patterns that catch blind spots where the same model writes and reviews code.
    226k repo stars
83. ▌
    API Connector Builder · affaan-m

    Adds a new API connector or provider to a repository by matching its existing integration pattern exactly, including layout, config, auth, error handling, tests, and wiring.
    226k repo stars
84. ▌
    Benchmark Methodology · affaan-m

    Scores competitors across nine weighted dimensions with explicit 1–5 rubrics and a tension plot, producing comparable profile cards for competitive analysis.
    226k repo stars
85. ▌
    Connections Optimizer · affaan-m

    Analyze and reorganize your X and LinkedIn network with review-first pruning, add/follow recommendations, and channel-specific warm outreach drafted in your real voice.
    226k repo stars
86. ▌
    Continuous Agent Loop · affaan-m

    Provides patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.
    226k repo stars
87. ▌
    Dart Flutter Patterns · affaan-m

    Provides production-ready Dart and Flutter code patterns for null safety, immutable state, async composition, widget architecture, state management, navigation, networking, and testing.
    226k repo stars
88. ▌
    Dynamic Workflow Mode · affaan-m

    Design task-local harnesses, eval gates, and reusable skill extraction for adaptive agent workflows.
    226k repo stars
89. ▌
    Orch Fix Defect · affaan-m

    Reproduce a bug as a failing regression test, fix until green, review, and commit via a delegated pipeline.
    226k repo stars
90. ▌
    Prisma Patterns · affaan-m

    Provides production patterns and non-obvious traps for Prisma ORM in TypeScript backends, covering schema design, query optimization, transactions, pagination, and common pitfalls.
    226k repo stars
91. ▌
    Python Patterns · affaan-m

    Provides Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications.
    226k repo stars
92. ▌
    Security Review · affaan-m bundle

    Provides a comprehensive security checklist and code patterns for authentication, input validation, secrets management, SQL injection prevention, XSS, CSRF, rate limiting, and sensitive data exposure.
    226k repo stars
93. ▌
    Skill Stocktake · affaan-m bundle

    Audits all Claude skills and commands using a quality checklist and AI holistic judgment, with Quick Scan and Full Stocktake modes.
    226k repo stars
94. ▌
    Autonomous Loops · affaan-m

    Run Claude Code autonomously in loops, from simple sequential pipelines to multi-agent DAG orchestration.
    226k repo stars
95. ▌
    Backend Patterns · affaan-m

    Provides backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
    226k repo stars
96. ▌
    Click Path Audit · affaan-m

    Trace every user-facing button through its full state change sequence to find bugs where functions individually work but cancel each other out, produce wrong final state, or leave the UI inconsistent.
    226k repo stars
97. ▌
    Coding Standards · affaan-m

    Establishes baseline coding conventions for naming, readability, immutability, and code-quality review across projects.
    226k repo stars
98. ▌
    Fastapi Patterns · affaan-m

    Provides production-grade FastAPI development patterns including project structure, Pydantic v2 schemas, dependency injection, async handlers, authentication, authorization, transactional service layers, and testing with httpx and pytest.
    226k repo stars
99. ▌
    Hipaa Compliance · affaan-m

    Provides HIPAA-specific decision gates and guardrails for healthcare software, directing users to implementation and review skills for PHI handling, audit logging, and compliance.
    226k repo stars
100. ▌
     Jira Integration · affaan-m

     Retrieve, analyze, and update Jira tickets directly from your AI coding workflow using MCP or REST API.
     226k repo stars