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CodeWeaver logo

CodeWeaver Alpha 6

Exquisite Context for Agents — Infrastructure that is Extensible, Predictable, and Resilient.

Python Version License Alpha Release MCP Compatible

DocumentationInstallationFeaturesComparison


What It Does

CodeWeaver gives Claude and other AI agents precise context from your codebase. Not keyword grep. Not whole-file dumps. Actual structural understanding through hybrid semantic search.

CodeWeaver Alpha 6 transforms from a "Search Tool" into Professional Context Infrastructure. With 100% Dependency Injection (DI) and a Pydantic-driven configuration system, it provides the reliability and extensibility required for industrial-grade AI deployments.

Example:

Without CodeWeaver:
  Claude: "Let me search for 'auth'... here are 50 files mentioning authentication"
  Result: Generic code, wrong context, wasted tokens

With CodeWeaver:
  You: "Where do we validate OAuth tokens?"
  Claude gets: The exact 3 functions across 2 files, with surrounding context
  Result: Precise answers, focused context, 60-80% token reduction

⚠️ Alpha Release: CodeWeaver is in active development. Use it, break it, help shape it.


How CodeWeaver Stacks Up

Quick Reference Matrix

Feature CodeWeaver Alpha 6 Legacy Search Tools
Search Type Hybrid (Semantic + AST + Keyword) Keyword Only
Context Quality Exquisite / High-Precision Noisy / Irrelevant
Extensibility DI-Driven (Zero-Code Provider Swap) Hardcoded
Reliability Resilient (Automatic Local Fallback) Fails on API Timeout
Token Usage Optimized (60–80% Reduction) Wasted on Noise

📊 See detailed competitive analysis →


🚀 Getting Started

Quick Install

Using the CLI with uv:

# Add CodeWeaver to your project
uv add code-weaver

# Initialize with a profile (recommended uses Voyage AI)
cw init --profile recommended

# Verify setup
cw doctor

# Start the background daemon
cw start

📝 Note: cw init supports different Profiles:

  • recommended: High-precision search (Voyage AI + Qdrant)
  • quickstart: 100% local, private, and free (FastEmbed + Local Qdrant)

Want full offline? See the Local-Only Guide.

🐳 Prefer Docker? See Docker setup guide →


✨ Features

🔍 Exquisite Context

  • Hybrid search (sparse + dense vectors)
  • AST-level understanding (27 languages)
  • Reciprocal Rank Fusion (RRF)
  • Language-aware chunking (166+ languages)

🛡️ Industrial Resilience

  • Automatic local fallback (FastEmbed)
  • Circuit breaker pattern for APIs
  • Works airgapped (no cloud required)
  • Pydantic-driven validation at boot-time

🧩 Universal Extensibility

  • 100% DI-driven architecture
  • 17+ integrated providers
  • Custom provider API
  • Zero-code provider swapping

🛠️ Developer Experience

  • Live indexing with file watching
  • Diagnostic tool (cw doctor)
  • Multiple CLI aliases (cw / codeweaver)
  • Selectable profiles for easy setup

💭 Philosophy: Context is Oxygen

AI agents face too much irrelevant context, causing token waste, missed patterns, and hallucinations. CodeWeaver addresses this with one focused capability: structural + semantic code understanding that you control.

  • Curation over Collection: Give agents exactly what they need, nothing more.
  • Privacy-First: Your code stays local if you want it to.
  • Infrastructure over Tooling: Built to be the reliable foundation for your AI stack.

📖 Read the detailed rationale →


Official Documentation: docs.knitli.com/codeweaver/

Built with ❤️ by Knitli

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