makecindy
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cindy
Cindy is an open-source AI agent that runs locally on your machine, integrates multiple AI harnesses and models, and provides memory, skills, and automation to perform real work in your projects and apps.
indie-game-match-history-database-agent-skill
A production-grade, zero-dependency Python engine for storing, rating, leaderboard, replay, and privacy management of indie multiplayer game match histories, paired with a Claude Code skill harness for analysis.
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License
MIT
Last updated
2026-07-29
AI repository intelligence
FR-AI / ANALYSISWhy it is worth attention
It combines a fully functional, tested engine with an evidence-backed, self-improving knowledge base and code generation skill, grounding recommendations in runnable code rather than prose.
Who it is for
- Indie game developers needing match history infrastructure
- Game data engineers building analytics pipelines
- Claude Code users seeking domain-specific skills
- Server operators managing multiplayer game backends
Use cases
- Record and query match results with ELO or Glicko-2 ratings
- Generate and serve top-N leaderboards with deterministic tie-breaking
- Comply with GDPR/COPPA via retention aging and player erasure
- Store and retrieve compressed, integrity-checked replay blobs
Strengths
- Zero runtime dependencies for the core engine (pure Python stdlib)
- Multiple rating engines (ELO, Glicko-2) and pluggable storage backends (memory, SQLite, tiered)
- Built-in privacy pipeline (retention, expiry, erasure) for regulatory compliance
- Comprehensive testing with 99 unit+integration tests and structural validators
Considerations
- No built-in distributed or sharding support for large-scale deployments
- Limited to Python runtime; no client libraries for other languages
- Claude Code skill harness is separate and requires Claude Code environment
README quick start
Installation
Description
🎮📊 Indie Game Match-History Database & Rating Engine | Production-grade zero-dependency Python package indie_match_history & Claude Code skill (v1.1.0). Features ELO/Glicko-2, ZSET leaderboards, SHA-256 replays, GDPR compliance, & crawl4ai RAG loops..
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