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 agentmods add skills/abilityai/abilities/find-connectionsnpx skills add Abilityai/abilities --skill find-connectionsgit clone --depth 1 https://github.com/Abilityai/abilitiesWrote 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/abilityai/abilities/find-connections)<a href="https://agentmods.dev/skills/abilityai/abilities/find-connections"><img src="https://agentmods.dev/badge/skills/abilityai/abilities/find-connections.svg" alt="Measured on agentmods" 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 | $0.00012 | $0.00564 |
| Opus 5 | $0.00006 | $0.00282 |
| Sonnet 5 | $0.00002 | $0.00113 |
| Haiku 4.5 | $0.00001 | $0.00056 |
Grade A, and why
find-connections 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 4d 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 — 95 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Find Connections
Discover and map connections between notes in the Brain vault.
Arguments
$ARGUMENTS - Either a specific note name or "all" for vault-wide analysis
Step 1: Load Notes
If specific note:
- Read the target note
- Extract its key concepts, tags, and existing links
If "all" or no argument:
- Scan
Brain/02-Permanent/for recent notes (last 14 days) - Or sample 20 random notes for analysis
Step 2: Extract Concepts
For each note, identify:
- Main topic/thesis
- Key terms and concepts
- Existing
[[wiki-links]] - Tags from frontmatter
Step 3: Find Semantic Connections
Search for related notes:
For each key concept:
Grep in Brain/02-Permanent/ for the concept
Exclude the source note itself
Track which notes mention this concept
Step 4: Classify Connection Types
Categorize found connections:
- Direct links: Already linked with
[[note]] - Potential links: Share concepts but not linked
- Thematic clusters: Notes on same broad topic
- Bridge opportunities: Could connect two unlinked clusters
Step 5: Generate Report
Output connection map:
## Connection Analysis for [Note/Vault]
### Direct Connections (X notes)
- [[Note A]] - explicitly linked
- [[Note B]] - explicitly linked
### Suggested Connections (X notes)
- **Note C** - shares concept "X" (high relevance)
- **Note D** - shares tags [tag1, tag2]
### Thematic Clusters
1. **Cluster: Topic Name** (X notes)
- Note 1, Note 2, Note 3
### Isolated Notes (no connections)
- Note X - consider linking to [suggestions]
Step 6: Offer Actions
Ask user:
- "Would you like me to add these suggested connections to the notes?"
- "Should I create a MOC (Map of Content) for any cluster?"
If yes, update the notes' Connections section with new [[links]].
Step 7: Update Changelog
Append to Brain/CHANGELOG.md:
## [Today's Date]
- Connection analysis: Found X new connections
- Clusters identified: [list]
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.
- 4d ago First seen · 95 lines · 12 tokens per session scan A 63667b067fe4
find-connections is a skill published in the GitHub repository Abilityai/abilities (11 stars, last pushed 17d ago), licensed MIT. It adds 12 tokens to every session and 564 once invoked, about $0.0001 per session on Opus 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.
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