docs and tend to cost debugging time.
---
## Mental model
### Claude Desktop is the frontend, Managed Agents is the backend
The Claude you're typing to in Desktop is a **relay
DataFrame Serialization
All DataFrame-to-records conversion for API responses, streaming events, or
frontend-visible data MUST use the centralized helpers in
`data_formulator.datalake.parquet_utils`:
| Source type | Helper |
|---|---|
| `pd.DataFrame
Run end-to-end deploy pipelines across Stripe, Supabase, and Vercel using the Composio CLI. Promote Stripe products, push Supabase migrations, ship Vercel deployments, and verify with post-deploy checks — all from one script.
Analyzes your recent Codex chat history to identify coding patterns, development gaps, and areas for improvement, curates relevant learning resources from HackerNews, and automatically sends a personalized growth report to your Slack DMs.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Codex's capabilities with specialized knowledge, workflows, or tool integrations.
Run the AG-UI Dojo demo viewer locally and wire the AG-UI .NET SDK in as a dojo integration. USE FOR: starting the dojo app (apps/dojo), running the .NET dojo backend (AGUIDojoServer), registering or modifying the ag-ui-dotnet integration (agents.ts/menu.ts/env.ts/files.json), running the dojo Playwright e2e suite for the .NET integration (agUiDotnetTests), or understanding how dojo-e2e.yml runs it in CI. DO NOT USE FOR: generic Playwright validation of arbitrary pages (use agui-playwright-validate), or the docs site (use agui-dotnet-sdk-docs).
Write integration tests for the AG-UI .NET SDK. USE FOR: adding a new AG-UI event type and covering it end-to-end, testing SSE or protobuf streaming through the hosting pipeline, verifying AGUIChatClient maps events to ChatResponseUpdate, multi-turn conversation tests, parameterizing a test over Json/Protobuf transports, adding or updating a GettingStarted sample replay/Verify snapshot. Covers: WebApplicationFactory + DelegatingStreamingChatClient setup, IChatClient-based assertions with Assert.Collection, TransportFormat [Theory] (Json/Protobuf), recording/replay capture infrastructure, and the 8-capture-point Verify baselines. DO NOT USE FOR: unit tests of event serialization (use tests/AGUI.Abstractions.UnitTests) or stream-conversion unit tests (use tests/AGUI.Server.UnitTests).
Use when adding A2UI rendering to any AG-UI-supported framework or custom AG-UI application, scaffolding an AG-UI app that should render A2UI, adapting an AG-UI integration to emit A2UI surfaces, or wiring the AG-UI A2UI middleware/toolkit with a compatible renderer.
discovery, observability, and governance — a
multi-module project with a Java backend, a React/TypeScript frontend, a Python ingestion framework,
and Docker infrastructure.
## Stack at a glance
- **Backend**: Java 21 + Dropwizard
data governance. This is a multi-module project with Java backend services, React frontend, Python ingestion framework, and comprehensive Docker infrastructure.
## Architecture Overview
- **Backend**: Java 21 + Dropwizard REST API framework
Use to review code changes with a two-stage process - first checking spec/requirements compliance, then code quality. Works on staged changes, branches, or PRs.
Plain text files in a repository that tell a coding agent how the project works: commands to run, conventions to follow and things to avoid. CLAUDE.md, AGENTS.md, cursor rules and skills are the common kinds.
CLAUDE.md or AGENTS.md?
CLAUDE.md is read by Claude Code. AGENTS.md is an open format that Codex, Cursor and other agents read. Many projects keep one and point the other at it.
What is a skill?
A folder with a SKILL.md that describes one capability, such as filling PDFs or reviewing code. The agent loads it only when the task calls for it.
Can I search my own team's files too?
Your agents already can, over MCP, limited to the files you're allowed to read. Searching them from this page is coming.