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.
Compress code and text for LLMs by stripping noise — reduce tokens by up to 50% and cut API costs without losing meaning.
cargo install tersify Persistent memory for AI coding agents — Claude Code, Cursor, Windsurf, and Copilot. One command setup, zero manual steps.
cargo install aimemo Semantic code intelligence for Rust — tree-sitter parsing, embeddings, and RAG for multi-language codebases.
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.
trimcp compresses MCP tool outputs by 60–90% before they reach your LLM — tersify cuts another 50% on top.
semtree parses and indexes Rust, Python, JavaScript, TypeScript, and Go with tree-sitter.
aimemo works with Claude Code, Cursor, Windsurf, and GitHub Copilot — out of the box, zero configuration.
tersify, aimemo, semtree, semstore, and trimcp — all MIT licensed, all on crates.io.
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% tokens on MCP responsesCode and text stripped of noise before being sent.
−50% tokens on code contextCodebase indexed semantically — only relevant code injected.
Precise context, no noiseDecisions and conventions remembered across sessions.
No repeated explanationsZero configuration for the basics — one command and you're running.
# 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.