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.
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.
BERT-based filtering cuts token bills 99% without changing your workflow.