liquid-ranklisted

# Rank skills by relevance for the current task (opt-in) You have many skills available. When you want a relevance-ordered view of which of them best fit the task at hand, run liquid-org's read-only ranker and read its report. This is a **selector you choose to invoke**, not an automatic default — nothing here changes which skill loads. You stay in control: the ranker only surfaces a relevance ordering for you to consider. ## What this ranks (and what it does NOT) - It ranks by **RELEVANCE only**: signature similarity (the task's inferred signature vs each skill's) plus content similarity (lexical overlap between the task text and each SKILL.md). Higher = more topically relevant. - It is **NOT** a measure of learned skill quality, success rate, or reward. Do not read the ranking as "this skill is better"; read it as "this skill is more about this task". - It is **read-only and preview-only**: it never prunes, archives, deletes, moves, or rewrites any skill. It only reads `SKILL.md` files and prints a ranked report. ## How to use it — EXECUTE the CLI (don't read it) Run the ranker as a command, passing the current task as a single argument, and read the printed ranked report. Do not paraphrase its internals — just run it: ```bash python -m liquid_org.integrations.hermes_skill_ranker "<the task you are working on>" ``` (Requires the `liquid-org` package installed. Inside the liquid-org dev repo, prefix with `uv run` so `uv` resolves the repo env: `uv run pyth