Engineers
~80–100 pages
The Complete Guide to AI-Assisted Development with Pyckle
Solving the context problem — semantic search, intelligent routing, and persistent memory for AI coding tools
Free Ebook
Markdown
By David Kelly Price
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About This Ebook
For developers who have used AI coding tools and hit the context wall — Copilot suggesting functions that don't exist, Claude hallucinating APIs, ChatGPT losing track of decisions made three messages ago. This guide explains why it happens and how to fix it.
What you'll learn:
- The Context Problem — why stateless AI tools fail on real codebases
- Pyckle MCP — semantic codebase indexing via the Model Context Protocol
- Pyckle Agent — intelligent context routing before every model call
- Advanced Configuration — threshold calibration, hybrid search, session memory
- Team Deployment — shared indexes, access patterns, cost management
- Measuring Impact — token efficiency, recall quality, latency benchmarks
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Free Semantic Code Search
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The tool this book is about — semantic search, context routing, and code intelligence for Claude Code.