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 mubit-ai/claude-plugins/plugin install mubit-memoryWrote 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/mubit-ai/claude-plugins/strategies)<a href="https://agentmods.dev/skills/mubit-ai/claude-plugins/strategies"><img src="https://agentmods.dev/badge/skills/mubit-ai/claude-plugins/strategies/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/mubit-ai/claude-plugins/strategies"><img src="https://agentmods.dev/badge/skills/mubit-ai/claude-plugins/strategies.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 | $0.00029 | $0.01054 |
| Opus 5.5 | $0.00012 | $0.00422 |
| Sonnet 5.5 | $0.00006 | $0.00211 |
| Haiku 4.5 | $0.00003 | $0.00105 |
Grade A, and why
strategies 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.
How it starts
The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Run the bundled script — POST /v2/control/strategies behind it — and report the strategies
it prints in the user's own terms: what the pattern is, and what it was inferred from. Ask for
a small number and report all of them; a wall of generalisations is less useful than three
good ones.
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs strategies --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" --max 5
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs strategies --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" --max 8 --types failure,rule
--data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" is not optional. A Bash tool
call does not inherit CLAUDE_PLUGIN_DATA — it arrives empty — so without the flag the script
has to guess which of several mubit-memory* directories the host is using, and either
refuses with no_run or acts on a run this session's hooks never touch. The host substitutes
${CLAUDE_PLUGIN_DATA} into this file before you read it, and the shell default around it
lets a session that pins MUBIT_CC_DATA_DIR keep its pin — the same order every hook resolves
in. Pass the whole expression straight through. Do not turn it into an ENV=… node … prefix:
that is no longer a node command and will stop for a permission prompt.
Neither command here is an MCP tool: mubit_strategies and mubit_lessons left the default
tool surface so that a session pays nothing to list them, and this script reaches the same
two routes.
The one thing to be clear about
strategies is the pattern across lessons. lessons reads the individual lessons
themselves.
Every other retrieval verb answers with entries. mubit_recall finds the lessons that match a
question, admin.mjs lessons lists the catalogue, mubit_diagnose matches an error's shape,
mubit_dereference fetches the one whose reference_id you already hold. This is the only
one that answers with a shape over many of them: it clusters stored lessons into emergent
strategies, so what comes back is a generalisation the server derived, not a record anybody
wrote. Each line names the lesson ids the strategy was inferred from; mubit_dereference
reads any of them.
That makes the choice easy in both directions. "Why do we keep breaking the build the same
way?" and "what has this project learned about testing?" are strategy questions. "What did we
decide about the recall budget?" is not — that has one answer, and mubit_recall finds it
faster and quotes it. Do not reach for this for a single lesson; it will hand back a summary
of a cluster the lesson happens to sit in. For the lessons themselves:
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs lessons --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" [--scope run|session|global] [--limit N]
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 · +21 lines · -24 tokens per session ff11bf9e75d4
- 2mo ago First seen · 52 lines · 53 tokens per session scan A 7442faf6cbd0
strategies is a skill published in the GitHub repository mubit-ai/claude-plugins (12 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 29 tokens to every session and 1,054 once invoked, about $0.0001 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 2026-08-30.
strategies compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| strategiesmubit-ai/claude-plugins | Skill | 12 | 1mo ago | Apache-2.0 | A | 29 | Claude Code |
| knowledge-ingestopenclaw/openclaw | Skill | 394k | yesterday | MIT | A | 80 | Claude Code, Codex |
| mem0-oss-to-platformmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 217 | Claude Code, Codex |
| forgetasgeirtj/system_prompts_leaks | Skill | 71k | 2d ago | CC0-1.0 | A | 74 | Claude Code, Codex |
| Cortexdanielmiessler/LifeOS | Skill | 20k | yesterday | MIT | A | 184 | Claude Code |
| memoryopensquilla/opensquilla | Skill | 7.1k | 6d ago | Apache-2.0 | A | 44 | Claude Code, Codex |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 115 | Claude Code, Codex |