Amplio's working library — 55 skills across 8 domains. In house builds and Cowork plugins we've integrated. Each card triggers a real Claude capability, and the feedback loop routes input straight into the Vault via Gmail automation.
/ Amplio internal onboarding · use → to advance
/ 01 — Anatomy of a skill
Every Claude skill is a SKILL.md file with YAML frontmatter. Claude loads it on demand when the user's request matches the trigger phrases — no extra context burned until needed.
Name, description, and trigger phrases. This is what Claude matches against the user's request.
The actual playbook — steps, examples, rules, references. Loaded only when the skill fires.
Every submission appended with timestamp and sender. Three low ratings in 30 days triggers a rewrite.
/ 02 — The feedback loop
Every card has a "Feedback" button. It opens a prefilled mailto that flows through the Gmail to Vault automation. Claude appends your note to feedback.md, updates the SKILL.md once patterns surface, and logs the change.
| Node | What happens | The rule it obeys |
|---|---|---|
| 01 | Click feedback — every card carries the button, prefilled and ready | One click, no friction |
| 02 | Labelled email — lands in Gmail already routed for the automation | Gmail → Vault |
| 03 | Claude fetches — appends the note to feedback.md with timestamp and sender | Never overwrite — history intact |
| 04 | Vault updates — rating ≤ 2 three times in 30 days flags a rewrite; skill-creator drafts the new SKILL.md | Three signals = rewrite |
/ 03 — Domains
The library is organised around the shape of Amplio's work — sales motion, analytics delivery, knowledge management, and the meta layer that keeps the library itself alive.
ICP scoring, scraping, CRM, persona driven outreach.
Content, SEO, campaigns, brand review.
Performance, audience, budget allocation.
Tracking, SQL, stats, dashboards, viz.
Second Brain self improvement, cross client learning.
Process docs, runbooks, compliance, vendor review.
xlsx · pptx · docx · pdf artefacts.
find-skills, skill-creator, plugin management.
/ 04 — Sales · marketing · brand
Everything that moves a target from a domain list to a signed retainer — plus the content engine that keeps the brand voice consistent.
Score prospects on tracking, consent, analytics infra.
Amplio's ICP and persona intelligence. Qualify and target.
Turn ICP data into personalised outreach with contacts.
Add, update, enrich People, Companies, and Deals in Attio.
Research competitors — positioning, messaging, content.
Apply Amplio brand: colours, type, layout patterns.
Blog, social, email, landing page, case study drafts.
Keyword research, on page, content gaps, technical.
C = core, built in house · P = Cowork plugin
/ 05 — Advertising & data · 15 skills
The analytics trinity and the analysis engine around it — measurement setup, SQL, stats, charts, dashboards, and budget optimisation across paid channels.
Campaign metrics, trends, optimisation recommendations.
Overlap and cannibalisation across campaigns and platforms.
Budget split across Google, Meta, TikTok, LinkedIn, Microsoft.
GA4, GTM, events, conversions, UTMs — audit and fix.
Snowflake · BigQuery · Databricks · Postgres.
matplotlib · seaborn · plotly — publication quality figures.
From single metric lookup to full analysis, end to end.
Interactive HTML dashboards — KPIs, charts, filters.
C = core, built in house · P = Cowork plugin
/ 06 — Vault & autoresearch
Vault autoresearch runs the self improving loop on the knowledge base — it scores, enriches, and cross links the Vault daily. Client data-context and cross client pattern skills turn the Vault into a learning system.
| # | Skill | Tag |
|---|---|---|
| P30 | vault-improve — iterative autonomous improvement loop for the Vault, Karpathy style autoresearch | Vault |
| P31 | vault-health-score — quantitative Vault score: links, freshness, coverage, provenance | Vault |
| P32 | research-enrich — autonomously research topics and enrich Vault notes with fresh findings | Vault |
| P33 | client-data-context — build and maintain per client data-context files sourced from the Vault | Vault |
| P34 | client-insights — client reports, business patterns, and improvement opportunities from Vault data | Vault |
| P35 | cross-client-learner — cross client pattern analysis; generates playbooks from repeated insights | Flagship |
/ 07 — Operations & documents
File format skills that produce the artefacts clients actually receive, plus the operations layer that keeps the business side crisp — process docs, status reports, compliance, vendor reviews.
Formulas, pivots, charts — any .xlsx work.
Create, edit, parse, combine PowerPoint decks.
Reports, memos, letters, templates — any .docx.
Extract, create, merge, split, forms.
Flowcharts, RACI, SOPs with edge cases.
Weekly or monthly report with KPIs, risks, actions.
Step by step with troubleshooting and rollback.
TCO, risk, side by side, recommendation.
C = core, built in house · P = Cowork plugin
/ 08 — Meta & ownership
Owners decide when to rewrite, retire, or promote a plugin skill to core. Four roles cover the full library — and the meta layer keeps the library itself alive.
Daragh — library curator. Reviews feedback weekly. Proposes rewrites, deprecations, new skills.
Walter — core skills owner. Ships analytics-tracking, icp-buyer-personas, brand-guidelines-git, attio-crm-enrichment.
Plugin authors — upstream. Marketing, Operations, Data, and Vault autoresearch plugins are authored externally.
Claude — execution. Appends feedback, flags patterns, drafts SKILL.md updates. Never removes without approval.
find-skills — discover and install when a capability is missing.
skill-creator — the skill that builds skills. Create, edit, benchmark, optimise.
setup-cowork — guided Cowork setup and tool connection.
schedule — create scheduled tasks that run on demand or on an interval.
consolidate-memory — reflective pass over memory files.
/ Status & next · Q2 2026
Up next: return to the suite index, or revisit deck 09 for the Gmail to Vault automation that makes the feedback loop work.