AI Prompt Bucket

Works with your favorite clients

Connect from your favorite AI tool — no plugins or extensions needed.

Claude Desktop

AI assistant with full MCP

Claude Code

CLI with MCP built-in

ChatGPT Desktop

OpenAI's desktop client

Cursor

AI-first code editor

Windsurf

AI-powered IDE

Any MCP Client

Any compatible client

How to connect

Three steps. No local install or bridge required.

1

Add Remote Server

In your MCP client, add a new remote server with the URL https://mcp.aipromptbucket.com

2

Authenticate via OAuth

Sign in with your AI Prompt Bucket account when prompted. OAuth authorizes your agent to manage your prompts.

3

Start Asking Questions

“Create a refund-handler prompt with Jinja2.” “Promote v3 to production.” Your agent handles the rest.

What your AI agents can do

Ask in natural language — your agent picks the right tool.

Manage Prompts

Ask “Create a customer support prompt using Jinja2” and get it done instantly. Full CRUD, version creation, rollback, and rendering — all from conversation.

Version & Label

Create immutable versions, assign labels like staging and production, and roll back instantly. Compare versions with unified diffs.

Manage Labels

List, create, and delete labels. Check label status across all your prompts from any MCP client.

Analyze & Score

Get prompt health grades, usage analytics, render error reports, and AI-powered improvement recommendations without opening a browser.

Team Admin

Manage API keys, invite team members, transfer ownership, and review audit logs — all from your editor.

Templates & Rendering

Render Jinja2, f-string, and Mustache templates with test variables.

37 tools across 5 categories

Everything your AI agent needs to manage prompts end-to-end.

Foundation

4 tools

ping, get_user_info, list_teams, get_team_info

Prompt Management

13 tools

create_prompt, create_version, promote_version, render_prompt, compare_versions

Labels

4 tools

list_labels, create_label, delete_label, get_label_status

Analytics

7 tools

get_prompt_analytics, get_prompt_health, run_team_analysis, get_render_errors

Admin

8 tools

list_api_keys, create_api_key, invite_team_member, get_audit_log

Sign up to see the full tool reference with descriptions and parameters.

MCP Server