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Productivity
Skill

/scout

Evaluate URLs and tools — check vault coverage, assess relevance, recommend save or skip

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From plugin
cog-second-brain
1.3k36 skills10 agents
Install
$ npx -y skills add huytieu/COG-second-brain --skill scout --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/scout

Context preview

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

Evaluate URLs and tools — check vault coverage, assess relevance, recommend save or skip

SKILL.md

scout.SKILL.md
name: scout
description: Evaluate URLs and tools — check vault coverage, assess relevance, recommend save or skip
roles: [all]
integrations: [web-fetch, web-search]

COG Scout Skill

Purpose

Lightweight URL/tool triage that sits between "ignore" and `/url-dump`. Evaluates whether a URL or tool is worth saving or skipping — checking existing vault coverage, assessing relevance to the user's profile and interests, and recommending a clear next action.

When to Invoke

  • User wants to evaluate a URL or tool before committing to a full save
  • User says "scout this", "evaluate this", "should I save this?", "is this relevant?"
  • User shares one or more URLs and wants a quick relevance assessment
  • User mentions a tool/service name and wants to know if it's worth investigating

Agent Mode Awareness

**Check `agent_mode` in `00-inbox/MY-PROFILE.md` frontmatter:**

  • If `agent_mode: team` — delegate vault scanning and web fetching to parallel sub-agents (one for vault search, one for content fetch/analysis). Combine results for recommendation.
  • If `agent_mode: solo` (default) — handle all scanning and analysis directly in the conversation. No delegation.

Pre-Flight Check

**Before executing, check for user profile:**

1. Look for `00-inbox/MY-PROFILE.md` and `00-inbox/MY-INTERESTS.md` in the vault 2. If NOT found:

   Welcome to COG! Scout works best with a profile for relevance matching.

   Would you like to run /onboarding first, or should I evaluate with general criteria?

3. If found:

  • Read `MY-PROFILE.md` for active projects and role
  • Read `MY-INTERESTS.md` for topic areas
  • Read `00-inbox/MY-INTEGRATIONS.md` for active integrations (check if `web-fetch` and `web-search` are available)

Boundary with `/url-dump`

**Scout evaluates** ("should I save this?"). **URL-dump saves** ("save this now").

  • Scout checks existing coverage, assesses relevance, and recommends an action
  • If the recommendation is **Save**, scout hands off to `/url-dump` with pre-filled category
  • Users who already know they want to save should use `/url-dump` directly

Process Flow

1. Accept Input

Accept one or more of:

  • **URL(s):** Direct links to evaluate
  • **Tool/service name(s):** Will search for the tool first
  • **Mixed:** Combination of URLs and names

**Prompt (if no input provided):**

What URL(s) or tool(s) would you like me to evaluate?
(You can paste URLs, tool names, or a mix)

**Batch mode:** Multiple URLs/names in one invocation are processed together with a summary table at the end.

2. Vault Coverage Check

For each URL or tool name, search the **entire vault** for existing coverage.

**Search strategy:**

  • Extract domain from URL (e.g., `github.com/owner/repo` → search for repo name)
  • Search for tool/service name across the whole vault (grep for domain, repo name, tool name)
  • Match against URL strings in frontmatter (`url:` fields) and inline links

**If found:**

🔍 Existing coverage found for [name]:
- [file path] — saved [date], category: [category]
- [file path] — mentioned in [context]

Want me to check if an update is needed, or skip this one?

3. Content Fetch & Analysis

**If URL provided and web-fetch is active:**

  • Fetch the URL content using WebFetch
  • Extract: title, description, content type, author, date

**If tool name provided (no URL):**

  • Use WebSearch to find the tool's primary page
  • Fetch and analyze the top result

**Content type detection:**

  • **Tool/Service:** Software, SaaS, API, library, framework
  • **Article/Blog:** Long-form content, tutorial, opinion piece
  • **Repository:** GitHub/GitLab repo (extract stars, last commit, language)
  • **Research:** Paper, study, academic content
  • **News:** Industry news, announcement
  • **Reference:** Documentation, spec, standard

4. Relevance Assessment

Score relevance against user context:

**Profile Match (from MY-PROFILE.md):**

  • Does it relate to an active project? Which one?
  • Does it align with the user's role?
  • Does it fit the user's tech stack?

**Interest Match (from MY-INTERESTS.md):**

  • Does it match any declared interest topics?
  • How directly relevant is it?

**Quality Signals:**

  • For repos: stars, recent activity, maintainer health
  • For tools: pricing model, maturity, adoption
  • For articles: author credibility, publication quality, recency
  • For all: uniqueness vs. what's already in the vault

5. Recommendation

Based on analysis, recommend one of two actions:

**Save** — Worth adding to the knowledge base

✅ SAVE — [Title/Name]
Category: [suggested category for url-dump]
Relevance: [High/Medium] — [why it matters]
Projects: [affected project(s) if any]

Shall I hand off to /url-dump to save it?

**Skip** — Not relevant or not worth the time

⏭️ SKIP — [Title/Name]
Reason: [clear explanation — wrong stack, low quality, already covered, irrelevant to interests]

6. Batch Summary (for multiple items)

When processing multiple URLs/tools, end with a summary table:

## Scout Summary

| # | Item | Verdict | Reason |
|---|------|---------|--------|
| 1 | [Name 1] | ✅ Save | [brief reason] |
| 2 | [Name 2] | ⏭️ Skip | [brief reason] |

**Actions:**
- [X] items ready to save via /url-dump

7. Execute Follow-up Actions

Based on user confirmation:

  • **Save items:** Hand off to `/url-dump` with pre-filled category suggestion
  • **Skip items:** No action needed

Fallback Behavior

| Scenario | Behavior | |----------|----------| | web-fetch unavailable | Evaluate based on URL structure, domain reputation, and vault search only. Note that content wasn't fetched. | | web-search unavailable | For tool-name inputs (no URL), ask the user for a direct URL instead. For URL inputs, proceed normally — web-search is not needed. | | No user profile | Evaluate with general quality/relevance criteria, skip personalized relevance scoring | | URL is paywalled | Note limitation, evaluate based on available preview

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Cognition + Obsidian + Git — A self-evolving second brain powered by AI agents, markdown files, and version control. No database, no vendor lock-in — just .md files that think.

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