data-engineering
456
tdd-migrate
TDD workflow for migrations - orchestrate agents, zero main context growth
vibeeval
data-ai
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machine-learning
456
ifly-voiceclone-tts
iFlytek Voice Clone tts(声音复刻) — train a custom voice model from audio samples and synthesize speech with the cloned voice. Supports the full workflow: get training text → create task → upload audio → submit training → poll results → synthesize with cloned voice. Pure Python stdlib, no pip dependencies.
iflytek
data-ai
machine-learning
456
mcp-chaining
Research-to-implement pipeline chaining 5 MCP tools with graceful degradation
vibeeval
data-ai
machine-learning
456
smart-model-routing
Dynamic model selection based on task complexity scoring. Replaces static model mappings with a weighted signal system that picks Opus, Sonnet, or Haiku-class speed per task. Works with agent-assignment-matrix.md.
vibeeval
data-ai
architecture-patterns
456
golang-patterns
Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
vibeeval
development
architecture-patterns
456
grpc-patterns
Protobuf schema design, streaming patterns, interceptor chains, deadline propagation, and error handling for gRPC services.
vibeeval
development
architecture-patterns
456
kubernetes-patterns
Pod design patterns, sidecar containers, init containers, config management, rolling updates, and resource limits.
vibeeval
development
architecture-patterns
456
constrained-optimization
Problem-solving strategies for constrained optimization in optimization
vibeeval
development
architecture-patterns
456
memory-palace
Hierarchical memory organization for multi-session context retention. Wings (projects) > Rooms (domains) > Drawers (decisions). Semantic search across all memories with zero cloud dependency.
vibeeval
development
frontend
456
commit-trailers
Commit mesajlarina yapilandirilmis karar trailer'lari ekle. Constraint, Rejected, Confidence, Scope-risk, Not-tested trailer'lari ile karar baglamini koru.
vibeeval
development
mobile
456
swift-patterns
SwiftUI view composition, @Observable patterns, async/await concurrency, TCA architecture, and Combine reactive streams.
vibeeval
development
package-distribution
456
python-patterns
Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications.
vibeeval
development
cicd
456
ai-slop-cleaner
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.
vibeeval
devops
knowledge-base
456
knowledge-management
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.
vibeeval
documentation
technical-docs
456
codex-orchestration
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.
vibeeval
documentation
code-quality
456
fp-check
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.
vibeeval
testing-security
code-quality
456
skill-evolution
Self-evolving skill system. Skills are scored after execution (0-100) on 5 dimensions. Score 90+ over 5 runs = crystallized (locked). Score below 30 = auto-repair attempted. Skills improve themselves through usage feedback.
vibeeval
testing-security
testing
456
property-based-testing
Property-based testing (PBT) patterns with fast-check (JS/TS), Hypothesis (Python), and gopter (Go). Generate random inputs, define invariants, shrink failures to minimal cases. Adapted from Trail of Bits. Use when testing pure functions, parsers, serializers, state machines, or any code where example-based tests miss edge cases.
vibeeval
testing-security
testing
456
springboot-tdd
Test-driven development for Spring Boot using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo. Use when adding features, fixing bugs, or refactoring.
vibeeval
testing-security
automation-tools
456
self-healing
Self-healing codebase system. Monitors runtime errors, test failures, and build breaks. Automatically diagnoses root cause, generates fix, validates fix, and applies if safe. Zero human intervention for routine failures.
vibeeval
tools