
Reference guide for Agentica multi-agent infrastructure APIs
AST-based code search and refactoring via ast-grep MCP
Azure Functions, Cosmos DB modeling, Service Bus patterns, Bicep templates
Analyze Claude Code sessions via Braintrust
Workflow orchestrator that chains existing skills for feature development
Failure injection patterns, blast radius control, steady state hypothesis, and gameday planning for resilience testing.
Claude Code CLI commands, flags, headless mode, and automation patterns
OpenAI Codex CLI + Claude Code (Hizir) birlikte kullanim rehberi. Is dagitim pattern'leri, GitHub Actions workflow ornekleri, review dongusu ve iki AI yazilim asistaninin guclu yanlarini birlestiren orchestration stratejileri.
Competitive analysis - feature matrix, SWOT, market positioning, benchmark.
Transform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup", "learn from sessions", "compound learnings", or "what patterns should become skills".
Create or update continuity ledger for state preservation across clears
Cloud cost optimization, token/API cost tracking, build time optimization, and FinOps patterns
Mathematically rigorous Socratic interview system that drives ambiguity below 20% before any code is written. One question per message, weighted ambiguity scoring, brownfield-aware, outputs a complete PRD. Replaces discovery-interview with a stricter protocol.
Figma-to-code translation, design tokens, spacing/typography scales, responsive breakpoints, and design system bridge patterns.
Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
Autonomous experiment loop: hypothesize > modify > test > evaluate > keep/discard > repeat. Run N experiments automatically with measurable metrics. Works for performance optimization, A/B testing, prompt engineering, and any measurable improvement task.
Gradual rollout strategies, kill switches, A/B testing integration, flag lifecycle management, and technical debt prevention.
Meta-skill workflow orchestrator for bug investigation and resolution. Routes to debug, implement, test, and commit based on scope.
Full-stack frontend development combining premium UI design, cinematic animations, AI-generated media assets, persuasive copywriting, and visual art. Builds complete, visually striking web pages with real media, advanced motion, and compelling copy. Use when: building landing pages, marketing sites, product pages, dashboards, generating media assets (image/video/audio/music), writing conversion copy, creating generative art, or implementing cinematic scroll animations.
Phase transition validation with artifact checklists, PASS/FAIL/CONDITIONAL gates for workflows
Claude Code Action entegrasyonu - PR review ve issue-to-fix workflow kurulumu
Protobuf schema design, streaming patterns, interceptor chains, deadline propagation, and error handling for gRPC services.
Complete Claude Code hooks reference - input/output schemas, registration, testing patterns
Implement technical plans from thoughts/shared/plans with verification
Implementation agent that executes a single task and creates handoff on completion
Index at Creation Time
Pattern for progressively refining context retrieval to solve the subagent context problem
JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.
Knowledge graph integration for token-efficient codebase understanding. Uses codebase-memory MCP for AST indexing, dependency graphs, and smart context selection. 6-71x token savings vs raw file reading.
--- name: learn description: Hizlica kural/ogrenim kaydet. CLAUDE.md'ye ve memory'ye yazar. Kullanim: /learn <kural> --- # /learn - Hizli Ogrenim Kaydi Kullanici `/learn <kural>` yazdiginda su adimlari takip et: ## Adim 1: Argumani Parse Et Kullanicinin verdigi metni analiz et: - Ne ogrenilmeli? - Severity: CRITICAL / IMPORTANT / MINOR - Kategori: code / react / api / git / security / performance / testing / workflow ## Adim 2: CLAUDE.md'ye Kaydet Mevcut dizinde CLAUDE.md var mi kontrol et
Guide to the math cognitive stack - what tools exist and when to use each
Topic design, partition strategies, consumer group patterns, exactly-once processing, and dead letter queue handling.
Content marketing strategy - content audit, editorial calendar, SEO optimization, content funnel (TOFU/MOFU/BOFU), performance metrics, developer content, social media planning
Agent Orchestration Rules
Web change monitoring - track changes on pages, detect updates, changelog diffs
axe-core integration, WCAG 2.2 AA checklist, keyboard navigation testing, screen reader testing, and ARIA pattern validation.
Agent ve skill dosyalarinin yapisal dogrulamasi. Frontmatter kontrol, naming convention, zorunlu bolum kontrolu, tutarlilik denetimi. Yeni agent/skill eklendiginde veya mevcut dosyalar duzenlediginde otomatik calistirilir.
Agent Context Isolation
Agentic Workflow Pattern
Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration
API versioning strategies, breaking change detection, deprecation lifecycle, and migration guides
Otonom PR yasam dongusu. PR olustur, CI bekle, hata varsa duzelt, review feedback'i uygula, merge'e hazirla. Budget ve zaman limiti ile kontrol altinda tutulan tam otonom PR pipeline'i.
Lambda best practices, S3 event patterns, SQS/SNS fanout, and DynamoDB access patterns for serverless AWS architectures.
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
Background Agent Pings
AI browser automation - navigate, interact, extract, verify via browser-use MCP
Chrome DevTools MCP ile browser debugging. Console, network, performance, DOM analizi.
Traffic splitting, health checks, automated rollback, progressive delivery, and canary analysis for safe deployments.
Git history'den otomatik changelog, semantic versioning, release notes, conventional commits
GitHub Actions workflow templates, matrix builds, caching, and monorepo CI strategies
Agent hata toleransi ve devre kesici pattern. Ust uste hata yapan agent'i durdur, cooldown uygula, fallback'e gec. Kaskatli hatalari ve sonsuz retry dongularini onler.
Reverse-engineer and clone a website in one shot — extracts assets, CSS, and content section-by-section and proactively dispatches parallel builder agents in worktrees as it goes. Use this whenever the user wants to clone, replicate, rebuild, reverse-engineer, or copy any website. Also triggers on phrases like "make a copy of this site", "rebuild this page", "pixel-perfect clone". Provide the target URL as an argument.
Create git commits with user approval and no Claude attribution
Completion Check: Verify Infrastructure Is Wired
GDPR data handling, audit logging, data classification, retention policies, and consent management for regulatory compliance.
TOCTOU prevention, distributed locking, idempotency keys, race condition detection for Node.js and serverless environments.
Icerik pazarlama ve SEO odakli yazi uretimi. AI slop temizleme (30+ pattern), icerik kalite skorlama (5 boyut), watermark temizleme, copywriting formulleri (AIDA, PAS, BAB), programmatic SEO ve icerik stratejisi.
Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.
Pact consumer-driven contracts, provider verification, schema evolution
CTO-level advisory - build vs buy decisions, tech debt quantification, team scaling, ADRs, technology evaluation (RICE), budget planning, TCO, vendor management, DORA/SPACE metrics
Debug issues by investigating logs, database state, and git history
Dependency graph visualization, circular dependency detection, CVE scanning, and license compliance
Developer relations - community building, documentation, DevRel metrics.
Django security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment configurations.
Dockerfile best practices, multi-stage builds, docker-compose, container networking, volume management, and image optimization.
Message queue patterns with BullMQ, Kafka, RabbitMQ - saga, outbox, dead letter queue, exactly-once semantics.
Curated catalog of 60+ external Claude Code skills across 8 categories with quality rankings, install instructions, and fallback strategies
Scrape web pages and extract content via Firecrawl MCP
Cloud Run deployment, BigQuery optimization, Pub/Sub patterns, IAM best practices
Git Commit Rules
Search GitHub code, repositories, issues, and PRs via MCP
Schema design, resolver patterns, DataLoader, N+1 prevention, and subscription patterns for GraphQL APIs.
Agent arasi iletisim sablonlari. Standard handoff, QA verdict (PASS/FAIL), escalation, bug report, security finding ve status update formatlari.
Single page smart extraction - articles, docs, blog posts to clean markdown
HIPAA compliance - PHI protection, technical/administrative/physical safeguards, minimum necessary standard, BAA requirements, de-identification, access logging
Proje bilgisini 4 katmanli yapida organize et. Aktif projeler, sorumluluk alanlari, referans kaynaklar ve arsiv. Progressive summarization ile bilgiyi katman katman ozumse. Second brain pattern'i ile codebase bilgisini yapilandir.
Coroutine patterns, Flow operators, Jetpack Compose state management, Ktor routing, and Kotlin Multiplatform shared code.
Pod design patterns, sidecar containers, init containers, config management, rolling updates, and resource limits.
Search Mathlib for lemmas by type signature pattern using Loogle.
Unified math capabilities - computation, solving, and explanation. I route to the right tool.
Marketing analytics - UTM, attribution, CAC, ROAS, conversion tracking.
Design system token management, component API design, Storybook, and visual regression testing patterns
Scan .claude/ directory for security misconfigurations, exposed secrets, unsafe permissions
Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
WCAG 2.2 AA compliance, ARIA patterns, keyboard navigation, screen reader optimization
Steam-style achievement system with XP, levels, streaks, and skill trees. Gamifies the development workflow. 25 achievements across 5 categories.
Framework for measuring and tracking agent response quality over time. Detects regressions before they reach production. Use when evaluating agent changes, auditing quality, or establishing performance baselines.
Guide for integrating Agentica SDK with Claude Code CLI proxy
Agentica server + Claude proxy setup - architecture, startup sequence, debugging
Spawn Agentica multi-agent patterns
Framer Motion patterns, page transitions, skeleton loading, scroll-linked animations, and gesture-based interactions for React.
Agent davranis testi ve protokol uyumluluk dogrulamasi. Agent'larin tanimli rollerine uygun davranip davranmadigini assertion-based test'lerle olcer. Personality drift, role violation ve output kalite regresyonu tespit eder.
Terminal pet that lives in your statusline. 12 species, 5 stats (DEBUGGING, PATIENCE, CHAOS, WISDOM, SPEED). Reacts to your workflow - happy when tests pass, sad when builds fail, excited during swarm mode. Deterministic species from user ID.
Post-implementation cleanup that removes AI-generated bloat while preserving functionality. Runs pass-by-pass with test verification after each pass. Activate after kraken/spark complete a feature, or when a codebase needs hygiene work.
API design, versioning, testing, schema validation, and contract testing patterns for REST and GraphQL APIs.
Async REPL Protocol
AI art direction system. Claude directs image generation models (Gemini, DALL-E, Flux) via structured prompts. Generate banners, diagrams, logos, screenshots, and social media visuals without leaving the terminal.
Voice framework, visual identity standards, color palette management, typography specs, brand consistency
Braintrust tracing for Claude Code - hook architecture, sub-agent correlation, debugging
Redis caching strategies, cache invalidation, write-through/write-behind, TTL management, and cache stampede protection.
ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.
GitHub Actions workflow patterns, matrix builds, caching strategies, deployment pipelines, artifact management, and rollback procedures.
Codebase'i knowledge graph olarak analiz et. Dependency, call graph, hotspot analizi.
Universal coding standards - naming, formatting, error handling, immutability, SOLID principles
Gorev tipine gore dusunme modu secimi. 5 mod -- analytical (derin analiz), creative (yaratici cozum), systematic (adim adim), rapid (hizli aksiyon), debug (hata izleme). Her mod farkli prompt stratejisi ve karar agaci kullanir.
Commit mesajlarina yapilandirilmis karar trailer'lari ekle. Constraint, Rejected, Confidence, Scope-risk, Not-tested trailer'lari ile karar baglamini koru.
Security-focused differential code review with blast radius analysis, risk-adaptive depth (DEEP/FOCUSED/SURGICAL), git history correlation, and structured finding format. Adapted from Trail of Bits. Use when reviewing PRs, commits, or code changes for security implications.
PR size-based review depth, performance review checklist, architecture conformance checks, and framework-specific review patterns.
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
Create handoff document for transferring work to another session
ETL/ELT patterns, batch vs streaming, idempotency, data quality framework, and pipeline orchestration
Find unused functions and dead code in the codebase
Systematic hook debugging workflow. Use when hooks aren't firing, producing wrong output, or behaving unexpectedly.
Generate comprehensive PR descriptions following repository templates
Generate design systems with color palettes, typography, spacing scales, component tokens, and Tailwind config
Explicit Identity Across Boundaries
Meta-skill for internal codebase exploration at varying depths (quick/deep/architecture)
Use this skill when making any factual claim about the codebase — existence, absence, or behavior. Converts the claim-verification rule into a systematic action protocol that prevents false assertions from grep-only results.
React Hook Form + Zod integration, multi-step forms, optimistic validation, server-side error mapping, and file upload patterns.
Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.
--- name: django-verification description: Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before release or PR. --- # Django Verification Loop Run before PRs, after major changes, and pre-deploy to ensure Django application quality and security. ## Phase 1: Environment Check ```bash # Verify Python version python --version # Should match project requirements # Check virtual environment which p
Mapping design, query optimization, aggregation patterns, index lifecycle management, and search relevance tuning.
Email delivery infrastructure - DNS authentication (SPF/DKIM/DMARC), subdomain isolation, provider abstraction, template systems, bounce handling, warmup strategy, and deliverability monitoring.
Environment Triage
React error boundary hierarchy, fallback UI patterns, offline-first fallback, retry mechanisms, and graceful degradation.
Formal evaluation framework for Claude Code sessions implementing eval-driven development (EDD) principles
Otonom deney dongusu. Kod degisikligi yap, olc, karsilastir, kabul et veya geri al. Metrik bazli karar verme ile performans, boyut veya kalite optimizasyonu. Tek basina veya agent ile kullan.
Systematic false positive verification for security findings. Provides structured methodology to confirm or dismiss scanner results, manual audit findings, and automated alerts. Adapted from Trail of Bits. Use when triaging security scan results or verifying audit findings.
Progressive memory recall with 4 scope layers AND 3 depth layers. Scope: identity > project > room > deep. Depth: IDs only > summary > full. 10-50x token savings through fetch-on-confirmation pattern.
LLM Tuning Patterns
GDPR compliance - data subject rights, lawful basis, DPIA, privacy by design, breach notification, consent management, cross-border transfers, PII masking
Multi-layer cognitive stack for machine-verified mathematical problem solving across 14 sub-disciplines.
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
React, Next.js, TypeScript frontend patterns - component design, state management, performance
Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building real-time app, building chat app, Express + React, Next.js API, Node.js backend, Python backend, Go backend, designing service layers, implementing error handling, managing config/auth, setting up API clients, implementing auth flows, handling file uploads, adding real-time features (SSE/WebSocket), hardening for production. DO NOT TRIGGER when: pure frontend UI work, pure CSS/styling, database schema only.
Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
GitHub MCP Server ile GitHub API erisimi. Repo, issue, PR, code search, release yonetimi.
Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices.
Graceful Degradation with Helpful Messages
Growth engineering - PLG, referral, viral loops, onboarding optimization.
Adaptive content summarization - auto-detect content type and produce relevant summary
Competitive intelligence - extract features, pricing, tech stack from competitor sites
Multi-page deep crawling - documentation sites, wikis, knowledge bases
Structured data extraction - tables, pricing, products, API endpoints with schema
Interactive workspace discovery - learn what tools, workflows, agents, and hooks are available
Hızır'ın kullanım kılavuzu. Tüm komutlar, agent'lar, workflow'lar, sistemler burada. /hizir yaz, her şeyi gör.
Hook Development Rules
Idempotent Redundancy
Implement technical plans from thoughts/shared/plans with verification
Incident severity classification, runbook templates, root cause analysis, and post-incident review
Detect fail-open configurations, hardcoded secrets, weak authentication defaults, permissive CORS, disabled security features, and other insecure-by-default patterns. Adapted from Trail of Bits. Use during security review or when auditing configuration and initialization code.
--- name: java-coding-standards description: Java coding standards for Spring Boot services: naming, immutability, Optional usage, streams, exceptions, generics, and project layout. --- # Java Coding Standards Standards for readable, maintainable Java (17+) code in Spring Boot services. ## Core Principles - Prefer clarity over cleverness - Immutable by default; minimize shared mutable state - Fail fast with meaningful exceptions - Consistent naming and package structure ## N
KVKK and GDPR compliance patterns - consent management, right to erasure, breach notification, audit logging, cookie consent, and data classification.
k6 script templates, load profiles, response time thresholds, SLO validation, and performance testing strategies.