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/perplexity-research

Brain-augmented web research. Sends brain context about a topic to Perplexity, which searches the web with citations and returns what is NEW vs what the brain already knows. Use for entity enrichment, current-state checks, deal monitoring, and freshness deltas. NOT for simple

From plugin
gbrain
28k57 skills
Install
$ npx -y skills add garrytan/gbrain --skill perplexity-research --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/perplexity-research

Context preview

The summary Claude sees to decide when to auto-load this skill.

Brain-augmented web research. Sends brain context about a topic to Perplexity, which searches the web with citations and returns what is NEW vs what the brain already knows. Use for entity enrichment, current-state checks, deal monitoring, and freshness deltas. NOT for simple

SKILL.md

perplexity-research.SKILL.md
name: perplexity-research
version: 0.1.0
description: Brain-augmented web research. Sends brain context about a topic to Perplexity, which searches the web with citations and returns what is NEW vs what the brain already knows. Use for entity enrichment, current-state checks, deal monitoring, and freshness deltas. NOT for simple URL fetches (use web_fetch) or brain-only queries (use gbrain query).
triggers:
  - "perplexity research"
  - "perplexity-research"
  - "what's new about"
  - "current state of"
  - "web research"
  - "what changed about"
  - "surface new developments"
mutating: true
writes_pages: true
writes_to:
  - research/

perplexity-research — Brain-Augmented Web Research

> **Convention:** see [conventions/quality.md](../conventions/quality.md) for > citation rules; every claim from web research lands with a verifiable > citation, not a paraphrase. > > **Convention:** see [conventions/brain-first.md](../conventions/brain-first.md) > for the lookup chain. This skill ENFORCES brain-first by sending brain > context as part of the Perplexity prompt — the web search focuses on > the delta between brain knowledge and current web state.

What this does

Combines existing brain knowledge with Perplexity's web search. The agent sends brain context about a topic into a Perplexity query; Perplexity searches + reads + synthesizes multiple pages with citations, focused on what's NEW relative to the supplied context.

**The key insight:** Perplexity doesn't just search — it reads and synthesizes with citations. By sending brain context in the instructions, it knows what you already know, so it surfaces the delta instead of repeating settled fact.

When to use this vs other tools

| Need | Use | |------|-----| | Deep research with citations | **This skill** — Perplexity + Opus | | Quick URL content | `web_fetch` | | Brain-only lookup | `gbrain query` / `gbrain search` | | Real-time social monitoring | external X / social-media collectors | | Structured data lookup against a tracker | `skills/data-research/SKILL.md` |

Output structure

The research output lands as a brain page under `research/<slug>.md` with this structure:

---
title: "[Topic] — Research [YYYY-MM-DD]"
type: research
date: YYYY-MM-DD
brain_context_slugs: ["pages whose context was sent to Perplexity"]
recency_filter: "[hour|day|week|month|none]"
---

# [Topic] — Research [YYYY-MM-DD]

> Executive summary: 2-3 sentences on the delta between brain knowledge
> and current web state.

## Key New Developments
What's changed since the brain was last updated on this topic.

## Confirming Signals
Web evidence validating existing brain knowledge.

## Contradictions or Updates
Things that conflict with the brain — these need a closer look.

## Recommended Brain Updates
Specific page updates the user might want to make based on this research.
Each item: which page, what to add or change, source URL.

## Citations
- [Source title](URL) — accessed YYYY-MM-DD
- [Source title](URL) — accessed YYYY-MM-DD
- ...

Invocation

The skill is markdown agent instructions; the agent uses Perplexity's API directly (or a host-provided `perplexity` CLI if installed):

# 1. Pull brain context
gbrain get <slug>                    # or
gbrain query "<topic keywords>"

# 2. Compose the Perplexity query with brain context inline:
#    """
#    Topic: <topic>
#    Brain context (what we already know): <embedded gbrain content>
#    Find: what's NEW since 2026-MM-DD that the brain doesn't reflect.
#    Cite every claim.
#    """

# 3. Call Perplexity API or the host's perplexity binary:
#    curl https://api.perplexity.ai/chat/completions \
#      -H "Authorization: Bearer $PERPLEXITY_API_KEY" \
#      -H "Content-Type: application/json" \
#      -d '{"model": "sonar-pro", "messages": [{"role":"user","content":"..."}]}'

# 4. Write the structured research page via put_page:
gbrain put research/<slug>      # via the put_page operation

# 5. Cross-link entities mentioned (people, companies) per Iron Law.

Models

| Model | Cost / query | Use when | |-------|-------------|----------| | Perplexity sonar-pro | ~\$0.04 | Deep analysis, entity enrichment, deal research | | Perplexity sonar | ~\$0.007 | Quick lookups, bulk monitoring, briefing pipelines |

Default to sonar-pro. Drop to sonar for bulk / cron contexts where cost matters more than depth.

Integration patterns

Entity enrichment

Called by `skills/enrich/SKILL.md` when an entity page (person, company) needs current web context:

BRAIN=$(gbrain get people/<slug> 2>/dev/null)
# Send <slug>'s page content as brain_context to Perplexity, get current
# news / role / context, then update the brain page with what's new.

Deal / company monitoring (cron)

For each active item under `deals/` or `companies/`:

# Weekly: pull recent news per company; flag changes for review.

Morning briefing

Replace raw `web_fetch` calls in briefing pipelines with this skill so the agent doesn't re-narrate already-known facts.

Recency filter

Pass `recency_filter` to Perplexity: `hour | day | week | month`. Useful for news-cycle topics; omit for evergreen research.

Anti-Patterns

  • ❌ Sending NO brain context. Then it's just a search — use `web_fetch`

instead.

  • ❌ Truncating the brain context. The whole point is "knows what you

know." Send dense context.

  • ❌ Discarding citations. Every claim in the output must have a URL.
  • ❌ Skipping the cross-link step when entities are mentioned. Iron Law.

Environment

  • `PERPLEXITY_API_KEY` set in the agent's environment (or in

`~/.gbrain/.env`).

  • Optional: install Perplexity's official CLI for richer streaming output.

Related skills

  • `skills/academic-verify/SKILL.md` — wraps perplexity-research for

citation-verified academic claim checking

  • `skills/enrich/SKILL.md` — calls perplexity-research as part of the

entity-enrichment loop

  • `skills/data-research/SKILL.md` — stru
Read more
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