confidence — Agent Skill
by spotify · Updated
Access Confidence feature flags, experiments, and migration tools directly from Claude Code.
At a glance
confidence is an Agent Skill by spotify in the Coding & Engineering category. In Claude Code it installs with `/plugin install confidence@claude-plugins-official` after adding the anthropics/claude-plugins-official marketplace; other assistants use its SKILL.md instructions as rules. Its source repository has 9 GitHub stars (as of Oct 28, 2026).
How to install confidence in your AI client
Setup for Claude Code, Claude Desktop, Cursor, Codex, Windsurf, Cline and VS Code — copy-paste ready.
How to install confidence in Claude CodeAnthropic's agentic CLI
Add the marketplace
claude/plugin marketplace add anthropics/claude-plugins-officialInstall the skill
claude/plugin install confidence@claude-plugins-officialUse it
These are slash commands for a Claude Code session, not your shell. Claude auto-invokes the skill when your request matches its description — or type its slash command if it exposes one.
How to install confidence in Claude DesktopDesktop app (MCP config)
Clone the source
bashgit clone https://github.com/spotify/confidence-ai-plugins.gitAdd the SKILL.md to your Skills folder
Settings → Capabilities → Skills → add the folder containing SKILL.md. Claude picks it up automatically.
How to install confidence in CursorAI-first code editor
Clone the source
bashgit clone https://github.com/spotify/confidence-ai-plugins.gitConvert to a Cursor rule
Create .cursor/rules/confidence.mdc and paste the SKILL.md body. Set `alwaysApply` or a glob so the Agent loads it in context.
How to install confidence in Codex CLIOpenAI coding agent
Clone the source
bashgit clone https://github.com/spotify/confidence-ai-plugins.gitReference in AGENTS.md
Add the skill's instructions (or a link) to AGENTS.md at your repo root — Codex reads it on every run.
How to install confidence in WindsurfCodeium's agentic IDE
Clone the source
bashgit clone https://github.com/spotify/confidence-ai-plugins.gitAdd to your rules / context
Paste the SKILL.md instructions into this tool's custom rules or workspace instructions so the agent follows them.
How to install confidence in ClineVS Code autonomous agent
Clone the source
bashgit clone https://github.com/spotify/confidence-ai-plugins.gitAdd to your rules / context
Paste the SKILL.md instructions into this tool's custom rules or workspace instructions so the agent follows them.
How to install confidence in VS CodeCopilot / MCP support
Clone the source
bashgit clone https://github.com/spotify/confidence-ai-plugins.gitAdd to your rules / context
Paste the SKILL.md instructions into this tool's custom rules or workspace instructions so the agent follows them.
Documentation
Full READMEConfidence AI Plugin
Official Confidence plugin for AI coding tools. Manage feature flags, experiments, onboarding, and migrations right from your agent.
✨ Highlights
- Manage feature flags without leaving your editor: create, list, update, target, resolve, and archive flags from Claude Code, Cursor, Codex, or Gemini CLI
- One-command migrations from PostHog, Eppo, Statsig, or Optimizely (flags *and* SDK code; Optimizely also migrates users, teams, roles, policies, and Flag clients)
- Guided onboarding: spin up a Confidence account, invite teammates, create SDK clients, and connect a warehouse without reading a setup doc
- Docs on tap: search Confidence documentation and SDK integration guides inline while you code
- Works with every major AI coding assistant through the same MCP servers
ℹ️ Overview
Confidence is Spotify's feature flagging and experimentation platform, built on the OpenFeature standard. This plugin exposes Confidence's flag management, documentation, and migration tooling as MCP servers and slash commands, so you can create a flag, plan a migration off another platform, or onboard a new workspace directly from your AI coding assistant's chat.
⬇️ Installation
Claude Code
claude plugin install confidenceCursor
From the Marketplace: open Cursor Settings → Plugins, search for Confidence, and click Install.
Manual setup: add the MCP servers to .cursor/mcp.json in your project (or ~/.cursor/mcp.json globally):
{
"mcpServers": {
"confidence-flags": {
"url": "https://mcp.confidence.dev/mcp/flags"
},
"confidence-docs": {
"url": "https://mcp.confidence.dev/mcp/docs"
}
}
}Codex
Excerpt — the full document is on GitHub.
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