Jev in production › Search, ranking and matching
Jev classifier ranks and filters web and code search results and screens for prompt injection inside a production Pi harness extension, with about 2,000 free uses per month (pi-web-search).
High-performance, context-efficient tools for the Pi agent harness.
A monorepo of modular extensions engineered specifically for the Pi coding agent. Each package adheres to strict context-efficiency principles, zero-bloat architecture, and native Pi integration. Detailed subagent delegation benchmarks live in benchmarks/README.md.
- Minimal by Design — Engineered for zero-context bloat and preserve the agent's context window. Prompts and schemas stay minimal while benchmaxxing every tool for effectiveness. - Keyless by Default — Essential utilities like public web and code retrieval work instantly out of the box. - Pi-Native — Built strictly around Pi's extension lifecycle, tools, custom slash commands, themes, and configuration store.
For the project's own README, linking back here: