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-onboardgit 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-onboard)<a href="https://agentmods.dev/skills/kumihoio/kumiho-plugins/kumiho-onboard"><img src="https://agentmods.dev/badge/skills/kumihoio/kumiho-plugins/kumiho-onboard/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-onboard"><img src="https://agentmods.dev/badge/skills/kumihoio/kumiho-plugins/kumiho-onboard.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 | $0.00052 | $0.00838 |
| Opus 5.5 | $0.00021 | $0.00335 |
| Sonnet 5.5 | $0.00010 | $0.00168 |
| Haiku 4.5 | $0.00005 | $0.00084 |
Grade C, and why
kumiho-onboard scanned grade C with 1 finding 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 26d 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.
Harvests environment variableshighData exfiltration
Enumerating or grepping the environment for keys collects credentials unrelated to what the mod says it does.
codes in chat and never extract credentials from local caches or config files. What it actually says
Connect Kumiho Memory
This directory plugin uses the hosted MCP endpoint https://mcp.kumiho.cloud/mcp
through the host's OAuth connection. It does not install a local server, Python
SDK, hook or background job.
It connects a trial or paid Kumiho Cloud workspace. Start a 14-day free trial at https://kumiho.io/signup?intent=trial with Google sign-in and no card. Each account can start once; the trial includes 1 seat, CognitiveMemory only and 2,000 nodes. After expiration, recall and export remain available for 30 days while new saves stop. Subscribe to continue using the same workspace. Deletion is announced by email beforehand. The free self-hosted Community Edition (CE) is not reachable from this connector; CE uses the separate local plugin described below.
-
Inspect which Kumiho tools the host exposes. If none are available or a tool reports an authentication error, connect or reconnect through the host:
- Claude Code: run
/mcp, select the Kumiho Memory server (plugin:kumiho-memory-cloud:kumiho-memory) and authenticate, or re-authenticate an expired login. If it is not listed, check with/pluginthat the plugin is installed and enabled. - Cowork and claude.ai: open Customize > Connectors (Settings > Connectors in some versions), select Kumiho Memory and connect it, or reconnect an expired login.
- ChatGPT and Codex: use the plugin's Connect/Reconnect flow.
The host opens the Kumiho sign-in and consent page at
control.kumiho.cloud, where the user continues with Google or email and approves access. Authentication belongs on that page; never ask for passwords, tokens or MFA codes in chat and never extract credentials from local caches or config files. - Claude Code: run
-
Call
kumiho_list_projectsto verify account access. Do not switch accounts, regions or backends merely to get a passing result. If multiple destinations matter, ask the user to choose from the returned projects. A sign-in without a Kumiho Cloud workspace can start the trial on the sign-in/consent page or at https://kumiho.io/signup?intent=trial. Let the user sign in and accept terms; never create the account or accept an agreement silently. -
Explain that only authorized memories will be stored. Offer a small first-use workflow: save one decision and recall it in a fresh conversation, or backfill selected past conversations. Installation alone does not authorize history access, sample writes, profile creation or bulk import.
-
For an empty workspace, explain what is empty; do not fabricate prior memories. Use
kumiho_get_spacesonly when the user needs to choose or confirm a space. Create a space only as needed for their authorized save. -
Verify the intended operation and state what was actually connected. A tool discovery success alone does not prove a memory was saved or recalled.
If the user explicitly wants self-hosted CE or a native local integration, explain that it is a separate backend setup and point them to its instructions: for Claude Code, https://github.com/KumihoIO/kumiho-plugins/tree/main/claude ; for Codex, https://github.com/KumihoIO/kumiho-plugins/tree/main/codex . The local plugin and this one each run their own memory protocol, so keep only one of the two enabled; with both enabled, every recall and capture would happen twice. Do not silently convert this OAuth connection into a local installation. User scope takes precedence.
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.
- 26d ago Changed · +6 lines fb1a0e6cd143
- 1mo ago Changed · +21 lines · +10 tokens per session c85563f22519
- 1mo ago Changed · -71 lines · -24 tokens per session scan A → C 33fcd3e99a27
- 2mo ago First seen · 103 lines · 66 tokens per session scan A 3fc1f1697a98
kumiho-onboard is a skill published in the GitHub repository KumihoIO/kumiho-plugins (2 stars, last pushed 5d ago), licensed MIT. It adds 52 tokens to every session and 838 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it C with 1 finding (harvests environment variables). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.
kumiho-onboard compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| kumiho-onboardKumihoIO/kumiho-plugins | Skill | 2 | 5d ago | MIT | C | 52 | 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 |