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/reflect)<a href="https://agentmods.dev/skills/mubit-ai/claude-plugins/reflect"><img src="https://agentmods.dev/badge/skills/mubit-ai/claude-plugins/reflect/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/reflect"><img src="https://agentmods.dev/badge/skills/mubit-ai/claude-plugins/reflect.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 | $0.00028 | $0.01218 |
| Opus 5.5 | $0.00011 | $0.00487 |
| Sonnet 5.5 | $0.00006 | $0.00244 |
| Haiku 4.5 | $0.00003 | $0.00122 |
Grade A, and why
reflect 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 — 83 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Reflect over the current run with the bundled script — POST /v2/control/reflect {run_id}
behind it — and relay what it prints: one line per extracted lesson, with the lesson's id,
type, importance and scope on the line.
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs reflect --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}"
--data-dir "${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.
If it reports no lessons, say so plainly; an empty reflect is a real answer, not an error.
Neither command here is an MCP tool: mubit_reflect 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 standing catalogue
When the user wants what memory holds rather than what this run just produced:
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs lessons --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" # this run, plus what travelled
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs lessons --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" --scope run # this run alone
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs lessons --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" --scope global # only what has travelled
node ${CLAUDE_PLUGIN_ROOT}/bin/admin.mjs lessons --data-dir "${MUBIT_CC_DATA_DIR:-${CLAUDE_PLUGIN_DATA}}" --importance high --limit 10
The three scopes answer three different questions, and asking the wrong one is how a healthy store reads as empty:
- no
--scope— this run's lessons, plus every lesson stored aboverunscope by any run. The honest default, and the right one for "what do we know here". --scope run— this run alone. What this session has banked so far.--scope session/global— only the lessons that have travelled, from every run the key can see. Read a zero here as a real zero rather than as a fault.
The listing says what it is showing and how many matched. Every lesson is printed in full:
the script never degrades a lesson to a (seen earlier) pointer and never records what it
printed, because a shell command cannot know whether its output reached the model. --json
is the whole catalogue with its metadata.
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 · +29 lines · +9 tokens per session 9ed3aa621a9c
- 2mo ago Changed · +12 lines 5ea73ee9fe34
- 2mo ago First seen · 42 lines · 19 tokens per session scan A 7b90889f404a
reflect is a skill published in the GitHub repository mubit-ai/claude-plugins (12 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 28 tokens to every session and 1,218 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.
reflect compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| reflectmubit-ai/claude-plugins | Skill | 12 | 1mo ago | Apache-2.0 | A | 28 | 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 |