Install
$ agentstack add skill-undefined-ui-second-brain-os-second-brain-metrics ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Record metrics
A single reading tells you almost nothing. Direction over months is the information, and nobody remembers what last quarter's orphan rate was.
Core rule
Four numbers, appended to a dated log, compared against the last entry. Never page count or word count.
Workflow
- Run
scripts/vault_stats.pyandscripts/link_check.py. - Record: orphan rate, average degree, component count, stale-concept rate,
with the date and total pages for context.
- Append to the metrics note. Never overwrite previous entries.
- Compare against the last snapshot and name what moved.
- Interpret only what changed. A stable number needs no commentary.
Output format
| pages
orphan rate % ( since )
avg degree ()
components (main %)
stale concepts % ()
Moved:
Watch:
Calibration
A rising orphan rate with a rising page count means ingestion has stopped linking. That is the single most important pattern in this report and it should be called out explicitly, not left in the numbers.
Do not recommend more than one thing to fix. A metrics report with five action items gets ignored.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: undefined-ui
- Source: undefined-ui/second-brain-os
- License: MIT
- Homepage: https://x.com/undefinedKi/status/2068306794116501544
Install and usage instructions live in the source repository linked above.
Reviews
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Versions
- v0.1.0 Imported from the upstream source.