Schema compression
Reduce structural and descriptive overhead in Function Calling definitions.
PRODUCT / CONTEXT EFFICIENCY
Keep tool payloads useful without carrying all their weight.
Tokenless compresses tool schemas and responses before they enter model context. Its reversible stash lets an agent retrieve dropped payloads by marker when full fidelity is needed.
anolisa install tokenlessPLATFORMLinux
CLI VERSIONv0.6.1
LICENSEMIT
Response compression
Remove redundancy from API and tool output; payload compression is not a whole-session savings rate.
Reversible stash
Store truncated content behind <<tokenless:HASH>> markers and recover it with retrieve.
TOON encoding
Represent structured JSON more compactly in model context.
Environment checks
Check dependencies, configuration, permissions, and network readiness before tool use.
Statistics
Inspect payload compression by operation and session, with baseline comparison support.
Code-verified CLI path
tokenless compress-schema --file tool.json
cat response.json | tokenless compress-response
tokenless retrieve <HASH>
tokenless stats summary
tokenless env-check --all