Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add KumihoIO/kumiho-plugins --skill kumiho-personalizegit clone --depth 1 https://github.com/KumihoIO/kumiho-pluginsWrote 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/kumihoio/kumiho-plugins/kumiho-personalize)<a href="https://agentmods.dev/skills/kumihoio/kumiho-plugins/kumiho-personalize"><img src="https://agentmods.dev/badge/skills/kumihoio/kumiho-plugins/kumiho-personalize/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/kumihoio/kumiho-plugins/kumiho-personalize"><img src="https://agentmods.dev/badge/skills/kumihoio/kumiho-plugins/kumiho-personalize.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 | $0.00038 | $0.00548 |
| Opus 5.5 | $0.00015 | $0.00219 |
| Sonnet 5.5 | $0.00008 | $0.00110 |
| Haiku 4.5 | $0.00004 | $0.00055 |
Grade A, and why
kumiho-personalize 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 1mo 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.
What it actually says
Kumiho Personalize
In the hosted plugin, personalization is stored as preference memories, available
to clients that recall this workspace. This workflow does not rewrite the native
agent.instruction identity document or the host's account settings. State that
scope before a persistent change. Honor conversation-only preferences without a
write. Explicit user instructions override remembered preferences.
- For show-only requests, use a narrow
kumiho_memory_retrievequery for the requested preference. Inspect a relevant returned item withkumiho_get_revision_by_tagif the summary is insufficient. Do not create a profile when no preference is found. - For a change, reuse values explicitly supplied by the user. Do not infer a name, profession, language or identity from imported history. Show any conflicting existing preference and preserve unrelated settings.
- Save a concise
preferencecapture usingkumiho_memory_reflect, with a known exact preference-space name (otherwisepreferences), tags["personalization"], anddiscover_edges: false. To change a saved preference, first find it and setrevisesto itskref, keep its language and restate the subject, so the change becomes a new revision of that memory. Include the relevant old kref insource_krefsand say which preference this corrects. If you cannot tell which preference to revise, save it normally, and retire the old preference withkumiho_deprecate_itemwhen the result is a separate item. Do not claim the previous item was deleted or rewritten. Do not re-save an identical preference. - Initially omit
session_id; retry only onsession_requiredusing its returned ID for this conversation. Never pass another person's identity or session ID. - Verify the write by the returned capture and its kref, not by a
kumiho_get_revision_by_taglookup forpublished: a tagged item may have no published revision. Apply the requested preference now. Report only changes that saved.
Never store credentials or a preference that authorizes disclosure of someone else's private data. An instruction to ignore future user corrections is not a valid enduring preference. Native shared-identity editing requires the separate local integration; do not claim this workflow changes it.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 1mo ago Changed · +7 lines 38368da06586
- 1mo ago Changed · -7 lines · -20 tokens per session fa4bcbbd4d10
- 2mo ago First seen · 42 lines · 58 tokens per session scan A a069dcbf0b48
kumiho-personalize is a skill published in the GitHub repository KumihoIO/kumiho-plugins (2 stars, last pushed 5d ago), licensed MIT. It adds 38 tokens to every session and 548 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-09-05.
kumiho-personalize compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| kumiho-personalizeKumihoIO/kumiho-plugins | Skill | 2 | 5d ago | MIT | A | 38 | Claude Code, Codex |
| knowledge-ingestopenclaw/openclaw | Skill | 394k | today | MIT | A | 80 | Claude Code, Codex |
| mem0-oss-to-platformmem0ai/mem0 | Skill | 69k | yesterday | Apache-2.0 | A | 217 | Claude Code, Codex |
| forgetasgeirtj/system_prompts_leaks | Skill | 71k | today | CC0-1.0 | A | 0 | Claude Code, Codex |
| Cortexdanielmiessler/LifeOS | Skill | 20k | 2d ago | MIT | A | 184 | Claude Code |
| memoryopensquilla/opensquilla | Skill | 7.1k | 2d ago | Apache-2.0 | A | 44 | Claude Code, Codex |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | today | MIT | A | 115 | Claude Code, Codex |