Ecotokens – Another token saver for CLI Agents
PreToolUse hooks filter shell output before it hits the model, saving tokens automatically.
Context profiler for LLMs and AI agents - used to introspect context contents and reduce token costs
Proxy-based token profiling for AI agents when LangSmith costs too much.
Developers using AI coding agents like Claude Code, Copilot, opencode
LangSmith · Helicone · Braintrust
PreToolUse hooks filter shell output before it hits the model, saving tokens automatically.
Slash agent token costs 164x with hook reducers and persistent daemon state.
Enterprise agent memory layer claiming 70% token savings over Zep and Mem0.
Entropy-based context compression beats naive token stuffing, but the category is crowded.
Heuristic DOM matching cuts LLM calls, saving 89% on tokens compared to naive context stuffing.
Tree-sitter extraction cuts LLM context 50-tokens-to-8 tokens. Cursor and Cody ignore this.