Atlas / Skills / Build your own

Build your own AI skills

AI Market Atlas · by Pro Pluribus

Skills and plugins for build your own that work in Claude, ChatGPT, Copilot or Gemini, checked 10 Nov 2026. Each passed the shelf's vetting test; read the note on each one.

Read before installing. Check who publishes a skill, what accounts it can reach, and whether it runs commands on your computer. Even official skills can.
Build your own

Custom skills in Claude

Anthropic · AI vendor

Upload or write SKILL.md skills; Team and Enterprise admins can share them across the organisation.

Runs on
Claude on Free, Pro, Max, Team, Enterprise (code execution on)
Check
Your own content; Enterprise malware scanning on by default since 2 Oct 2026
Notable
Anthropic created the SKILL.md format and published it as an open standard (Dec 2025)
Build your own

Skills and plugins in ChatGPT (custom GPT migration)

OpenAI · AI vendor

Build skills and private plugins (Plugin Creator); custom GPT instructions migrate into a skill inside a plugin.

Runs on
ChatGPT Business, Enterprise, Healthcare, Edu (skills); Plugin Directory in ChatGPT and Codex
Check
Admins manage plugins (bulk management from 15 Oct 2026); custom actions do not migrate and must be rebuilt
Notable
Custom GPTs retire 11 Dec 2026; migrated plugins start private
Build your own

Gemini Skills and Workspace skill builder

Google · AI vendor

Write skills in the Gemini app or build them in a Google Doc with teammates; manage them in Workspace Studio; import SKILL.md files.

Runs on
Gemini app (all personal accounts 18+), Workspace Business and Enterprise editions
Check
Workspace admins can switch skills on or off (no admin controls in the consumer app); skills do not sync between app and Workspace
Notable
Replaces Gems: migration starts 17 Nov 2026; Gems end for Workspace business no sooner than 1 Mar 2027
Build your own

Copilot Cowork skill builder and plugin upload

Microsoft · AI vendor

Guided conversation to create a skill; upload .md, .zip or .skill files; upload a Claude-format plugin package, which Cowork converts; share with named colleagues.

Runs on
Microsoft 365 Copilot Cowork
Check
Admin governance and usage-based billing apply
Notable
Shipped with Cowork GA (Jun 2026). Microsoft accepts Claude plugin packages, which shows the format is now portable across vendors
Build your own

Notion Skills

Notion · Software company

Teams write shared skills in Notion and export them as SKILL.md to Claude, Codex, Gemini and others, with update badges.

Runs on
Notion Agent; exported to other agents
Check
Your own content, so lowest supply-chain risk; plan gating not stated
Notable
Notion 3.7, 15 Sep 2026

Before you install any skill

  1. Who publishes it? Prefer the AI vendor or the company that owns the app being connected.
  2. Has it been reviewed? Look for a verified badge, or the security ratings on its skills.sh page.
  3. What accounts does it connect to, and what can it do there? Prefer read-only; check anything that can send, pay or delete.
  4. Does it run commands on your computer? A “Warn” rating often means it does, even for official skills.
  5. Has your IT team approved it? Use the admin-managed catalogue where there is one.
  6. Do you know how to disconnect it and revoke its access?
  7. Finance, legal and HR output still needs review by a qualified person.

This map is a by-product of the work. Keeping track of what each of these actually does, and which ones are worth your time, is part of how I advise founder-led companies on AI. If you want that applied to your business, the first conversation is free.

Book a 30-minute conversation →

Compiled from public sources by Pro Pluribus; updated 10 Nov 2026. General information, not advice. Company names and logos belong to their owners and are used to identify them, without affiliation or endorsement. Terms