Always-on ambient signal capture. Fires on every inbound message to detect original thinking and entity mentions. Spawn as a cheap sub-agent in parallel, never block the main response.
Scanned 9/2/2026
Install to Claude Code
npx -y skills add shengdabai/Tony-Claude-Code-Skills --skill gbrain-signal-detector --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: signal-detector
version: 1.0.0
description: |
Always-on ambient signal capture. Fires on every inbound message to detect
original thinking and entity mentions. Spawn as a cheap sub-agent in parallel,
never block the main response.
triggers:
- every inbound message (always-on)
tools:
- search
- query
- get_page
- put_page
- add_link
- add_timeline_entry
mutating: true
writes_pages: true
writes_to:
- people/
- companies/
- concepts/
---
# Signal Detector — Ambient Brain Capture
Lightweight sub-agent that fires on every inbound message to capture TWO things
with EQUAL priority:
1. **Original thinking** — the user's ideas, observations, theses, frameworks
2. **Entity mentions** — people, companies, media references
Original thinking is AT LEAST as valuable as entity extraction. Ideas are the
intellectual capital. Entities are bookkeeping. Both compound over time.
## Contract
This skill guarantees:
- Fires on every message (no exceptions unless purely operational)
- Runs in parallel (spawned, never blocks main response)
- Captures ideas with the user's EXACT phrasing (no paraphrasing)
- Detects entity mentions and creates/enriches brain pages
- Logs a one-line summary of what was captured
- Back-links all entity mentions (Iron Law)
- Citations on every fact written
> **Convention:** See `skills/conventions/quality.md` for Iron Law back-linking.
Every time this skill creates or updates a brain page that mentions a person or company:
1. Check if that person/company has a brain page
2. If yes → add a back-link FROM their page TO the page you just created/updated
3. Format: `- **YYYY-MM-DD** | Referenced in [page title](path) — brief context`
4. An unlinked mention is a broken brain.
## Phases
### Phase 1: Idea/Observation Detection (PRIMARY)
When the user expresses a novel thought, observation, thesis, or framework:
- If it's the user's **original thinking** (they generated it) → create/update `originals/{slug}`
- If it's a **world concept** they're referencing → create/update `concepts/{slug}`
- If it's a **product or business idea** → create/update `ideas/{slug}`
**Capture exact phrasing.** The user's language IS the insight. Don't paraphrase.
**Cross-linking (MANDATORY):** Every original MUST link to related people, companies,
meetings, and concepts. An original without cross-links is a dead original.
### Phase 2: Entity Detection (SECONDARY)
1. Extract entity mentions (people, companies, media titles)
2. For each entity:
- `gbrain search "name"` — does a page exist?
- If NO page → check notability. If notable, create page with enrichment.
- If page exists but THIN → trigger enrich
- If page exists and RICH → no action
3. For new FACTS with specific dates → call `gbrain timeline-add <slug> <date> "<summary>"`
**Auto-link (v0.10.1):** When you write/update an originals or ideas page that
references a person or company, the auto-link post-hook on `put_page`
automatically creates the link from the new page to that entity. You don't
need to call `gbrain link` manually. Timeline entries still need explicit calls.
### Phase 3: Signal Logging
Always log a one-line summary:
- `Signals: 0 ideas, 0 entities, 0 facts (skipped: operational)`
- `Signals: 1 idea (captured → originals/x), 2 entities (enriched → people/y, companies/z)`
This makes the ambient capture loop debuggable.
## Output Format
No visible output to the user. This skill runs silently in the background.
The output is brain pages created/updated and the signal log line.
## Anti-Patterns
- Blocking the main response to wait for signal detection to complete
- Paraphrasing the user's original thinking instead of capturing exact phrasing
- Creating pages for non-notable entities (one-off mentions)
- Skipping back-links after creating/updating pages
- Running on purely operational messages ("ok", "thanks", "do it")
## Tools Used
- `search` — check if entity page exists
- `query` — semantic search for related context
- `get_page` — load existing entity pages
- `put_page` — create/update brain pages
- `add_link` — cross-reference entities
- `add_timeline_entry` — record events on entity timelines
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