Semantic code search, persistent memory, and token-cost reduction. Rust tools built for the reality of AI-assisted development.
cargo install tersify Open source tools designed to make AI-assisted development faster and smarter.
Passively captures business rules from your Claude Code conversations and turns them into typed validation code.
cargo install noxa Compress code and text for LLMs by stripping noise. Cuts roughly half the tokens without changing the meaning.
cargo install tersify Persistent memory for AI coding agents: Claude Code, Cursor, Windsurf, and Copilot. One command to install.
cargo install aimemo Semantic code search for any codebase: tree-sitter parsing, local embeddings, and hybrid vector + BM25 retrieval. Multi-language, multi-backend.
cargo install semtree-cli Local semantic search for Rust applications: store text, search by meaning, no cloud required.
MCP proxy that reduces LLM token costs by 60-90% through compression and caching.
cargo install trimcp No benchmarks against imaginary competitors, just what our tools actually do.
Total downloads across all our crates on crates.io, updated automatically every day.
tersify, aimemo, semstore, trimcp and the semtree workspace. All MIT licensed, all on crates.io.
Tagged releases published across our repositories since day one. Real, versioned progress.
Stars across the rustkit-ai organisation. Small, growing, and entirely community-driven.
trimcp compresses MCP tool outputs by 60-90% before they reach your LLM, and tersify cuts another 50% on top.
semtree parses and indexes Rust, Python, JavaScript, TypeScript, and Go with tree-sitter.
Live figures, updated Jul 9, 2026
Each tool solves a distinct problem. Together they cover the full cost of AI-assisted development.
MCP tool outputs compressed before they reach the model.
60-90% fewer tokens on MCP responsesCode and text stripped of noise before being sent.
50% fewer tokens on code contextCodebase indexed semantically, only relevant code injected.
Precise context, no noiseDecisions and conventions remembered across sessions.
No repeated explanationsInstall with one command; the defaults need no setup.
# Install
cargo install aimemo trimcp
# Set up aimemo (writes to CLAUDE.md, configures hooks)
aimemo setup --claude
# Set up trimcp (auto-detects Claude Code MCP config)
trimcp setup# Install
cargo install aimemo trimcp
# Set up aimemo (writes to .cursor/rules/aimemo.mdc)
aimemo setup --cursor
# Set up trimcp (auto-detects Cursor MCP config)
trimcp setup# Install
cargo install aimemo trimcp
# Set up aimemo (writes to .windsurfrules)
aimemo setup --windsurf
# Set up trimcp (auto-detects Windsurf MCP config)
trimcp setup# Install
cargo install aimemo tersify
# Set up aimemo (writes to .github/copilot-instructions.md)
aimemo setup --copilot
# Compress a file before using it as context
tersify src/main.rs | pbcopyRecent updates across our open source projects.