Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add e1024kb/wise-claude/plugin install wiseWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/e1024kb/wise-claude/wise-insights-refine)<a href="https://agentmods.dev/skills/e1024kb/wise-claude/wise-insights-refine"><img src="https://agentmods.dev/badge/skills/e1024kb/wise-claude/wise-insights-refine/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/e1024kb/wise-claude/wise-insights-refine"><img src="https://agentmods.dev/badge/skills/e1024kb/wise-claude/wise-insights-refine.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00173 | $0.01840 |
| Opus 5 | $0.00086 | $0.00920 |
| Sonnet 5 | $0.00035 | $0.00368 |
| Haiku 4.5 | $0.00017 | $0.00184 |
Grade A, and why
wise-insights-refine scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 145 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/wise-insights-refine — consolidate learned skills
Why this skill exists
/wise-insights-mine drafts a new ~/.claude/skills/<name>/SKILL.md each time a
recurring pattern crosses its threshold. Over time the library accumulates
skills that overlap or compose. This command finds those overlaps and, with your
per-group approval, merges redundant skills into one aggregated skill and
retires the originals — reversibly (every retired skill is backed up first).
The deterministic work — enumerating skills, parsing the wise-insights marker,
computing token overlap, and the destructive retire (backup → verify → delete) —
lives in ${CLAUDE_PLUGIN_ROOT}/scripts/insights.py (stdlib-only). This skill
runs it, judges which overlaps are genuinely the same task, synthesises the
merged skill, and orchestrates the safe ordering. It never deletes files itself;
retiring goes through the engine, which refuses to touch a skill that lacks the
marker — so hand-written skills are structurally protected.
Arguments
Parse $ARGUMENTS as a flag string (any order; all optional):
--dry-run— show the consolidation plan (groups, proposed names, what would be retired and where it'd be backed up) and make NO writes or retires.--min-jaccard <X>— overlap threshold (default 0.6). Lower surfaces looser overlaps; raise for only near-duplicates.--include-external— also surface overlaps that involve hand-written (unmarked) skills. These are suggestion-only — the external skill is never retired; you're just told it overlaps.
Validation: if $ARGUMENTS contains an unrecognised token, say which one and
stop — do not guess.
Procedure
1. Guard on /wise-init, then enumerate + find overlaps
First, enforce the setup gate per
${CLAUDE_PLUGIN_ROOT}/references/insights-init-guard.md: run the
init-registry.py check and, unless it prints INIT:ok, tell the user to run
/wise-init and STOP — do not enumerate, do not bootstrap anything yourself.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 145 lines · 173 tokens per session scan A 0f330fc7b834
wise-insights-refine is a skill published in the GitHub repository e1024kb/wise-claude (4 stars, last pushed today), licensed MIT. It adds 173 tokens to every session and 1,840 once invoked, about $0.0009 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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