strategies

strategies is a skill for Claude Code from mubit-ai/claude-plugins. It costs 29 tokens per session (1,054 once invoked), scanned A, original, Apache-2.0.

A tool that finds recurring patterns across many stored lessons and presents them as general working strategies.

In plain words
What is it for?
It is for questions such as why the same kind of build failure keeps happening or what a project has learned about testing.
Why use it?
It helps explain repeated mistakes or common project habits without reading lessons one by one.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the mubit-memory plugin — 15 skills, 1 agent, 13 hooks, 1 MCP server shipped together

Good fit It is for questions such as why the same kind of build failure keeps happening or what a project has learned about testing.

Compare 6 skills from other repositories ↓
Install

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.

Claude Code
/plugin marketplace add mubit-ai/claude-plugins
Claude Code
/plugin install mubit-memory

Made for: Claude Code.

Or install mubit-memory, the plugin that ships this one along with the rest of its 15 skills, 1 agent, 13 hooks, 1 MCP server.

Wrote 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.

agentmods badge for strategies

README.md
[![agentmods](https://agentmods.dev/badge/skills/mubit-ai/claude-plugins/strategies/github.svg)](https://agentmods.dev/skills/mubit-ai/claude-plugins/strategies)
Your own site
<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.

agentmods 80×15 button for strategies

Your own site · 80×15
<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>
Per session 29 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,054 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured 1mo ago against content hash ff11bf9e75d4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

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.

integrations/claude-code/skills/strategies/SKILL.md · 73 lines

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]

Read the full file on GitHub · 73 lines

Changes

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.

  1. 1mo ago Changed · +21 lines · -24 tokens per session ff11bf9e75d4
  2. 2mo ago First seen · 52 lines · 53 tokens per session scan A 7442faf6cbd0

Subscribe to this mod's changes

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.

Related

strategies compared with skills from other repositories

strategies next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
strategiesmubit-ai/claude-pluginsSkill121mo agoApache-2.0A29Claude Code
knowledge-ingestopenclaw/openclawSkill394kyesterdayMITA80Claude Code, Codex
mem0-oss-to-platformmem0ai/mem0Skill68k2d agoApache-2.0A217Claude Code, Codex
forgetasgeirtj/system_prompts_leaksSkill71k2d agoCC0-1.0A74Claude Code, Codex
Cortexdanielmiessler/LifeOSSkill20kyesterdayMITA184Claude Code
memoryopensquilla/opensquillaSkill7.1k6d agoApache-2.0A44Claude Code, Codex
ha-data-storesshiwenwen/hope-agentSkill1.9kyesterdayMITA115Claude Code, Codex