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Woods
woods
GitHub
woods
lost-in-the/woods
lostinthewoods
lost-in-the
lostinthe
Homepage
8 versions
49 pages (1.6.1)
5 aliases
8
Versions
49
Pages (1.6.1)
5
Aliases
Pages
Versions
Usage
1.6.1
▼
stable
Woods Agent Guide
What Woods Provides
MCP Server Setup
Index Server
Console Server
+28 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/A...
23.8 KB
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Woods Architecture
Pipeline Overview
What Is an ExtractedUnit?
How Does Extraction Work?
Eager Loading
+22 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/A...
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Backend Adaptability Matrix
Persistence Story
Vector Stores
Database compatibility
pgvector (PostgreSQL Extension)
+43 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/B...
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Configuration Reference
CI-Only Extraction (Subset of Extractors)
Docker Extraction with Environment-Based Paths
Environment-Conditional Embedding Provider
Core Options
+18 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/C...
17.9 KB
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Console MCP Server Setup
Option A: Stdio via Rake (Recommended)
Prerequisites
How It Works
MCP Client Configuration
+47 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/C...
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Woods Coverage Gap Analysis: Retrospective
Methodology
Perspective 1: Senior Rails Developer
Top 5 Missing Use Cases
Perspective 2: Tech Lead / Architect
+7 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/C...
26.0 KB
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Agentic Strategy Guide
Core Principles
1. Retrieve, Don't Guess
2. Start Narrow, Expand As Needed
3. Budget Awareness
+58 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Console MCP Server
What This Enables
Architecture
System Overview
Relationship to woods
+35 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Context Formatting & Chunking Strategy
Chunking Strategy
The Tension
Current Approach: Semantic Chunking
Open Question: Chunk Independence vs. Context Dependency
+17 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Flow Extraction
Error Classes
Proposed Solution: FlowAssembler
Architecture Overview
Components
+36 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Model Extraction Fixes — Signal Quality for AI Consumption
Fixes and Their Impact on AI Consumption
1. All Models Now Get Semantic Chunks
2. Validation and Callback Conditions Are Serializable
3. Implicit belongs_to Validators Tagged
+6 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Operations
Schema Management
The Problem
Strategy: Generator + Standalone Tasks
Schema Versioning
+37 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Woods Optimization & Best Practices Review
Critical: Performance
1. ✅ Git Data Extraction — N+1 Shell Commands — RESOLVED
2. ✅ Repeated File Reads Within Each Extractor — RESOLVED
3. ✅ O(n^2) Model Name Scanning in Dependency Extraction — RESOLVED
+54 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Persistence, Bootstrap Flow, and Query Performance
1. Problem
2. Design principles
3. Architecture
3.1 On-disk layout
+25 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Claude Toolkit Design for Woods
Solution
Architecture
Layer 1: Rules (always-loaded context)
Layer 2: Skills (reusable instruction sets)
+5 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Shared AST Layer, RubyAnalyzer & FlowAssembler
Solution
Design Decisions
Why merge the AST layer?
Why Prism over other parsers?
+34 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Woods: Proposal & Deep Plan
Problem Statement
What Exists Today
What's Missing
What Woods Does
+38 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Design Documents
Plans
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
2.0 KB
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Retrieval Layer Architecture
Table of Contents
Design Principles
1. Backend Agnosticism
2. Layered Retrieval
+65 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Design & Documentation Review
Findings Summary
Critical Code Bugs
B-001: ✅ EXTRACTORS key mismatch breaks incremental extraction — RESOLVED
B-002: ✅ Missing types in `re_extract_unit` — RESOLVED
+35 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/d...
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Docker Setup Guide
Installation
1. Add the gem
2. Run the install generator
3. Run migrations
+25 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/D...
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Embedding Models
Switching models
Why `num_ctx` isn't enough
Adding a new model to the registry
When to stay on `nomic-embed-text`
+2 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/E...
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Woods Extractor Reference
The Five Phases
Two Discovery Strategies
Eager Loading
What Every Extractor Returns
+45 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/E...
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Frequently Asked Questions
Does Woods work without Rails?
What Rails versions does Woods support?
Does Woods work with MySQL?
How large a codebase can Woods handle?
+44 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/F...
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Getting Started
Supported versions
1. Install the Gem
2. Configure
Storage Presets
+14 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/G...
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MCP HTTP Transport Evaluation
HTTP/SSE Transport Support
What's Available Out of the Box
Usage Pattern
Rails Controller Integration
+13 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/M...
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MCP Servers
Choosing the Right Tool
Index Server
Setup
Claude Code Configuration
+23 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/M...
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Woods MCP Tool Cookbook
Understanding Your Codebase
"What models do we have?"
"How is the User model structured?"
"What callbacks fire when Order saves?"
+45 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/M...
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MCP Registration in Git Worktrees
Fix: Add a `.mcp.json` to the Worktree Root
How Plugin Discovery Works
Verifying MCP Registration for a Subagent
Option 1: List tools from a claude session in the worktree
+4 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/M...
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Notion Integration
Setup
1. Create a Notion Integration
2. Create Notion Databases
3. Share Databases with Integration
+16 more
github.com/lost-in-the/woods/blob/v1.6.1/docs/N...
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