Packages authored by Christopher Karani
These packages are available as a package collection, usable in Xcode or SwiftPM.
Conduit
🦑 Unified Swift SDK for LLM inference across local and cloud providers
ContextCore
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers
Hive
Deterministic graph runtime for agent workflows in Swift. Same input, same output, every time — golden-testable, checkpoint-resumable, and built entirely on Swift concurrency.
Membrane
Composable, actor-based context management pipeline for LLMs. Compresses, budgets, and pages context so your model sees exactly what matters.
MetalANNS
GPU-native approximate nearest neighbor search for Apple Silicon. Pure Swift + Metal — CAGRA-style graph index with full mutability, filtered search, streaming ingest, and multiple persistence modes.
Rooster
A Mini Networking Library
SimilaritySearchKit
🔎 SimilaritySearchKit is a Swift package providing on-device text embeddings and semantic search functionality for iOS and macOS applications.
Sukari
🍯 Sweet Syntactical Sugar For Swift
Swarm
Type-safe tools, on-device inference, multi-agent workflows, memory, and guardrails, in one Swift-native runtime
Wax
Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. One File. Pure Swift
10 packages.