AGENTS.md examples from real projects

open-metadataAGENTS.md

OpenMetadata

open-metadata/OpenMetadata/AGENTS.md

operator/` — Kubernetes operator - `openmetadata-integration-tests/` — backend API integration tests (`*IT.java`) - `openmetadata-mcp/` — MCP server - `openmetadata-ui-core-components/` — canonical React component library - `openmetadata-ui/src/main/resources/ui/` — React frontend application - `openmetadata

No other project uses it yet

storytoldDeletes or force-pushesAGENTS.md

lightcraft

storytold/lightcraft/AGENTS.md

crates/engine`): id, label, menu path, shortcut, params, enabled(), run(). UI, CLI, control channel and MCP all dispatch by id. Every slider is a `develop` control spec. - **Long-running work shows

No other project uses it yet

akitaonrailsAGENTS.md

ai-memory

akitaonrails/ai-memory/AGENTS.md

version is `workspace.package.version` in `Cargo.toml`. - **Async runtime:** `tokio` (full features). - **MCP/HTTP:** `rmcp` 3.8 (server SDK; MCP 2026-07-28 plus the legacy initialize handshake) + `axum` 0.8 for MCP HTTP, hooks

apifyAGENTS.md

apify-mcp-server

apify/apify-mcp-server/AGENTS.md

Apify MCP server TypeScript, ES modules. Runs in two modes: **stdio** (local CLI clients, `stdio.ts`) and **HTTP Streamable** (`dev_server.ts`). **Before implementing**: work from an issue that is assigned or explicitly

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apifyAGENTS.md

apify-mcp-server / src

apify/apify-mcp-server/src/AGENTS.md

index_internals_test_kit.ts` — the separate `./internals/test-kit.js` surface for `tests/test_kit/**`'s own self-reference imports only; apify-mcp-server-internal doesn't consume it, don't add anything here it does. - `stdio.ts

No other project uses it yet

prowler-cloudAGENTS.md

prowler

prowler-cloud/prowler/AGENTS.md

conventions | [SKILL.md](skills/prowler-ui/SKILL.md) | | `prowler-sdk-check` | Create new security checks | [SKILL.md](skills/prowler-sdk-check/SKILL.md) | | `prowler-mcp` | MCP server tools and models | [SKILL.md](skills/prowler-mcp/SKILL.md) | | `prowler-test-sdk` | SDK testing (pytest + moto) | [SKILL.md](skills/prowler-test-sdk/SKILL.md

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prowler-cloudAGENTS.md

prowler

prowler-cloud/prowler/docs/AGENTS.md

group is subscription-gated. One sanctioned exception: the Prowler MCP group is marked because the hosted server at `mcp.prowler.com` includes tools for Prowler Cloud-specific features, and its overview page

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prowler-cloudAGENTS.md

prowler / mcp_server

prowler-cloud/prowler/mcp_server/AGENTS.md

Prowler MCP Server - AI Agent Ruleset > **Skills Reference**: See [`prowler-mcp`](../skills/prowler-mcp/SKILL.md) ## Auto-invoke Skills When performing these actions, ALWAYS invoke the corresponding skill FIRST: | Action | Skill | |--------|-------| | Add changelog entry

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grokabilityReads credentialsAGENTS.md

snipe-it

grokability/snipe-it/AGENTS.md

rather than explaining obvious details. === boost rules === # Laravel Boost ## Tools - Laravel Boost is an MCP server with tools designed specifically for this application. Prefer Boost tools over manual alternatives like

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livekitPipes a download into a shellAGENTS.md

agents

livekit/agents/AGENTS.md

when working with this project. LiveKit offers both a CLI (`lk docs`) and an MCP server for browsing and searching its documentation. ### LiveKit CLI Install or update the CLI: - **macOS

No other project uses it yet

yusufkaraaslanReads credentialsAGENTS.md

Skill_Seekers

yusufkaraaslan/Skill_Seekers/AGENTS.md

OpenRouter, Together AI, Fireworks AI, Markdown, LangChain, LlamaIndex, Haystack, Weaviate, ChromaDB, FAISS, Qdrant, Pinecone - **MCP Server:** FastMCP-based Model Context Protocol server for AI assistant integration ## Setup ```bash # REQUIRED before

palmier-ioAGENTS.md

palmier-pro

palmier-io/palmier-pro/AGENTS.md

internal Swift methods. Use connected MCP tools directly when available, or run the MCP server and use a temporary script or client to exercise it. - MCP tests must verify

bytebaseAGENTS.md

bytebase

bytebase/bytebase/AGENTS.md

runs every READ method without asking (`apiCallNeedsConfirmation` in `frontend/src/modules/agent/logic/tools/apiMethodClass.ts`), so a READ method that MCP narrows per request needs an exception there. ## Forked engine packages Some engines have their

MicrosoftAGENTS.md

agent-framework / ag-ui

microsoft/agent-framework/python/packages/ag-ui/AGENTS.md

history()`** - Converts persisted Agent Framework messages to bounded AG-UI Host history while retaining MCP widget payloads and model replay metadata - **`AGUIEventConverter`** - Converts between Agent Framework and AG-UI events

No other project uses it yet

MicrosoftReads credentialsAGENTS.md

agent-framework / core

microsoft/agent-framework/python/packages/core/AGENTS.md

configured MCP tools' async contexts, then release them along with lazily connected MCP tools. `async with agent` delegates to these methods; a partially failed `open()` closes resources already entered. - Providers

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MicrosoftAGENTS.md

agent-framework / declarative

microsoft/agent-framework/python/packages/declarative/AGENTS.md

checks both series because response caching and default-header integration use its internals. ## MCP Handler Lifetimes `DefaultMCPToolHandler` creates a fresh tool/session for every invocation, including `tools/list`, with or without

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MicrosoftAGENTS.md

agent-framework / gemini

microsoft/agent-framework/python/packages/gemini/AGENTS.md

mapping - **`get_file_search_tool()`** - Retrieval from Gemini file search stores - **`get_mcp_tool()`** - Model Context Protocol server integration ## Usage ```python from agent_framework import Content, Message from agent_framework.gemini import

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MicrosoftAGENTS.md

agent-framework / hosting-mcp

microsoft/agent-framework/python/packages/hosting-mcp/AGENTS.md

result)` converts an Agent Framework response or message to MCP `ContentBlock` values. ## Boundary This package does not provide a server, routes, transport lifecycle, authentication, authorization, session-key policy, concurrency policy

No other project uses it yet

MicrosoftReads credentialsAGENTS.md

agent-framework / openai

microsoft/agent-framework/python/packages/openai/AGENTS.md

process and must not be serialized as MCP items. An approval is hosted when its function call carries a `server_label` in `function_call.additional_properties`; approvals without that metadata are local

No other project uses it yet

carla-simulatorAGENTS.md

carla

carla-simulator/carla/AGENTS.md

wrong one fails slowly. Ask the user, then record the answer. ### Optional: MCP server [`Util/AgenticTools/`](Util/AgenticTools/) serves the same skills over MCP (`list_skills`, `read_skill`, `check_prerequisites`, `get_config

No other project uses it yet