digital ghost

Research-to-implement pipeline chaining 5 MCP tools with graceful degradation

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Parallel Agent Orchestration

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Ethical security testing methodology - 5-phase pipeline, OWASP checklist, proof levels, structured findings

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Fast file editing via Morph Apply API (10,500 tokens/sec, 98% accuracy)

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OPC Architecture Understanding

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Unified math capabilities - computation, solving, and explanation. I route to the right tool.

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Incident severity classification, runbook templates, root cause analysis, and post-incident review

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Web change monitoring - track changes on pages, detect updates, changelog diffs

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Claude Code Action entegrasyonu - PR review ve issue-to-fix workflow kurulumu

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Coroutine patterns, Flow operators, Jetpack Compose state management, Ktor routing, and Kotlin Multiplatform shared code.

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Hızır'ın kullanım kılavuzu. Tüm komutlar, agent'lar, workflow'lar, sistemler burada. /hizir yaz, her şeyi gör.

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HIPAA compliance - PHI protection, technical/administrative/physical safeguards, minimum necessary standard, BAA requirements, de-identification, access logging

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Complete Claude Code hooks reference - input/output schemas, registration, testing patterns

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Interactive workspace discovery - learn what tools, workflows, agents, and hooks are available

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Hook Development Rules

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Index at Creation Time

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Pattern for progressively refining context retrieval to solve the subagent context problem

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JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.

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Topic design, partition strategies, consumer group patterns, exactly-once processing, and dead letter queue handling.

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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.

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KVKK and GDPR compliance patterns - consent management, right to erasure, breach notification, audit logging, cookie consent, and data classification.

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LLM Tuning Patterns

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k6 script templates, load profiles, response time thresholds, SLO validation, and performance testing strategies.

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Search Mathlib for lemmas by type signature pattern using Loogle.

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