AGENTS.md examples from real projects

triggerdotdevAGENTS.md

trigger.dev

triggerdotdev/trigger.dev/AGENTS.md

analytics) + PostgreSQL (state) ### Apps - **apps/webapp**: Remix 2.17.4 app - main API, dashboard, orchestration. Uses Express server. - **apps/supervisor**: Manages task execution containers (Docker/Kubernetes). ### Public Packages - **packages/trigger-sdk** (`@trigger.dev/sdk`): Main SDK for writing

Arindam200Reads credentialsAGENTS.md

awesome-ai-apps

Arindam200/awesome-ai-apps/AGENTS.md

args": ["-y", "@modelcontextprotocol/server-github"], "env": {"GITHUB_PERSONAL_ACCESS_TOKEN": os.environ["TOKEN"]} } ) as server: agent = Agent(mcp_servers=[server], ...) ``` Example: `mcp_ai_agents/github_mcp_agent/main.py`, `mcp_ai_agents/mcp_starter/main.py` ### Framework-Specific Patterns **Agno Framework** (most

opensandbox-groupAGENTS.md

OpenSandbox

opensandbox-group/OpenSandbox/AGENTS.md

MCP SDKs plus generated clients - `specs/`: public OpenAPI contracts and examples - `kubernetes/`: Kubernetes operator, CRDs, task-executor, and Kind e2e tests - `manifests/charts/`: Helm charts (base, controller, server, ingress-gateway, node

mobile-dev-incReads credentialsAGENTS.md

Maestro

mobile-dev-inc/Maestro/AGENTS.md

Shared command/data models (used by `maestro-orchestra/` and consumers). | | `maestro-cli/` | CLI entry point + MCP server. Mixed Kotlin (~100 files) + Swift (~56 files for iOS-related CLI bits). | | `maestro-utils

No other project uses it yet

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

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

ParadevAIReads credentialsAGENTS.md

Paradev

ParadevAI/Paradev/AGENTS.md

reach its tools through `/mcp/plugins/ / ` on the API, which proxies to the vendor's MCP server or, for the plugins named in the `SUPERSET_HOSTED_PLUGINS` constant, serves them from

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

spreeAGENTS.md

spree

spree/spree/AGENTS.md

/dashboard` and seller panel at `/sellers` from the Rails node | | `spree/mcp` | `spree_mcp` — MCP server for the back office, under the Admin API's tenancy and permission rules | | `spree/opentelemetry` | `spree

No other project uses it yet

spreeAGENTS.md

spree / spree

spree/spree/spree/AGENTS.md

agent tools **Every new back-office workflow or feature also ships in the MCP server** — anything a merchant can do in the admin dashboard or Admin API, an agent

No other project uses it yet

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

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

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

No other project uses it yet

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

No other project uses it yet

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

No other project uses it yet

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

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

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

GoogleAGENTS.md

ax

google/ax/AGENTS.md

Control API internal/workspace spec.setup execution (git clone / inline files / skills dir / commands; MCP is read via metadata server) internal/{tunnel,guest,metadata} k8s port-forward, in-sandbox guest client, metadata

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