Scores any cited source for credibility, freshness, authorship and bias. Flags marketing-disguised content. Used before any claim ships.
The agent's SOPs. Pre-built by senior practitioners.
A skill is a plug-in chunk of expertise: a method + the tools it needs + the credentials to use them. Enable one and the agent gains a discipline a 5-year specialist would bring on day one. Author your own once and apply to any agent.
A skill is not a prompt
The difference between "tell the AI to do it" and a real method. The first is a hope; the second is what wins repeatably.
"Vet these sources for me."
You wrote a clever instruction. The model interprets it differently each time. No tools attached, no quality bar.
- Reinvented every conversation
- Inconsistent — sometimes good, sometimes not
- No access to the tools the method actually needs
- No one to call when it gets it wrong
Source Vetting — the discipline.
A method written by someone who's done it for a decade. Tools bundled, credentials handled, scored against ground truth. Repeats the same way every time.
- Versioned method — one source of truth
- Consistent quality, scored continuously
- Bundled with the tools the method needs
- Maintained — updates as practice evolves
Real skills. Real names.
The catalog grows weekly. Here is the current shelf — with the agents that use each one. Author your own to extend.
Compares an idea or product claim against actual evidence. Down-weights buzzwords, surfaces what's real. Stops AI slop at the door.
Maintains a structured graph of entities, relationships and claims. Detects drift, proposes corrections, keeps facts queryable.
Holds your brand voice as a model: banned phrases, signature constructions, tone rules. Every draft scored before sign-off.
Multi-source research with citation gathering and provenance tracking. Bundled with a real SERP API and web fetcher — not the model's memory.
Breaks a fuzzy goal into a sequenced plan of subtasks each agent can execute. Coordinates parallel work and rolls results back up.
Reads, transforms and writes spreadsheets with formula awareness. Pivot tables, lookups, charts — all done programmatically.
Traces every AI citation back to its source. Identifies which third-party pages move which answers. The backbone of attribution.
Builds advanced buyer personas per product: who buys, why, criteria, objections, language. Validated, queryable, updated.
Generates valid Schema.org markup (Organization, Product, FAQ, Comparison, Article) for any page. Tested against Google Rich Results.
Tests every AI crawler (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) against every public route. Flags blocks, render fails, redirects.
Drafts targeted outreach to specific publications and reviewers in your citation graph. Real reasons, no templates. Your sign-off before send.
Restructures existing pages so the answer sits at the top, claims become quotable sentences. Same content, AI-citable shape.
Continuous verification of every connector: auth, rate limits, schema, latency. Auto-remediates within minutes of a breakage.
Samples each agent's output, scores against ground truth and consuming-team feedback. Trends scores over time.
Statistical alerts on output distribution. Catches degradation before it surfaces in your dashboard.
Your in-house example: flags anything in a draft that needs your legal team's sign-off. Authored by you, applied to every Writer.
Turns multi-agent work into a human-readable summary: what happened, who did what, what to decide next.
What's actually inside one
A worked example: Source Vetting, the skill that decides whether a citation belongs in a draft.
Source Vetting
Scores any cited source for credibility, freshness, authorship and bias. Runs before any claim ships.
A written procedure: score each source on credibility, freshness, authorship and bias; flag marketing-disguised content; require a passing threshold before a citation can enter a draft.
Read-only tokens scoped to this skill alone. Expiring, revocable, never shared across agents.
Scored continuously against ground truth. Assigned to Content Writer, Critique and Market Expert.
Your in-house SOPs, captured once
Three steps to your own skill. Write it once; every agent that needs it gains the discipline.
Write the method
Name, description, the actual method. Plain prose — the discipline as you do it, not as a generic AI assistant would imagine it.
name: Compliance Review description: Flags anything that needs legal sign-off. method: Check unsupported claims, regulated keywords, comparatives…
Allowlist the tools
Pick the tools the method needs. The skill gets exactly those — no more. Credentials scoped to that skill alone.
tools: - web_fetch # read-only - citation_crawler - internal_kb_query credentials: scoped, expiring
Assign to agents
Apply the skill to one agent, a team, or every agent that needs the discipline. Same skill, multiple workers — one source of truth.
assigned_to: - Content Writer - Marketing Writer (cloned) - Sales Drafter # propagates automatically
See a skill working on your business
30-minute working session. Pick one skill, watch it run against your data — or describe one of your own SOPs and we'll show how it would land.
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