AGENTS.md examples from real projects

debeziumAGENTS.md

debezium

debezium/debezium/AGENTS.md

analyze the codebase, DO NOT set up build environments, DO NOT run scripts, or MCP, or skills, DO NOT look things up online, DO NOT make code changes, UNTIL

No other project uses it yet

formbricksReads credentialsAGENTS.md

formbricks

formbricks/formbricks/AGENTS.md

into `useState` or Jotai. The existing server actions wrap service calls and return `{ data }` or `{ error }` consistently; keep that contract when changing them. - MCP tools (`apps/web/modules/mcp`) are thin adapters over

openreplayAGENTS.md

openreplay / mcp_app

openreplay/openreplay/mcp_app/AGENTS.md

OpenReplay MCP App — Agent Guide Reference: https://modelcontextprotocol.github.io/ext-apps/api/documents/Patterns.html --- ## Project Structure ``` server.ts MCP server entry point (stdio transport) lib/ tools.ts All tool registrations (UI + internal) api.ts OpenReplay REST API client

VercelAGENTS.md

portless

vercel-labs/portless/AGENTS.md

change to a CLI command, flag, output, or environment variable must update the MCP tools in `packages/portless/src/mcp.ts` in the same change. `mcp.test.ts` reads `portless --help` and each tool command

No other project uses it yet

AutomatticReads credentialsAGENTS.md

wp-calypso

Automattic/wp-calypso/AGENTS.md

rendering primitives built with WordPress components. Agents Manager consumes it; conversation handling and MCP transport stay in consumers. - **Agenttic** (`packages/agenttic-client`, `packages/agenttic-ui`) — AI agent chat client library and UI components. Also

nearaiReads credentialsAGENTS.md

ironclaw

nearai/ironclaw/AGENTS.md

execution. - Sandboxed extension execution belongs in WASM or a runtime lane; external server integrations belong behind MCP and the network boundary. - Discovery is side-effect-free. Installation, credential binding, activation

nearaiAGENTS.md

ironclaw / tests

nearai/ironclaw/tests/AGENTS.md

before durable storage without retaining inline media/blob base64 | `mcp.rs` | | User-registered and bundled hosted MCP servers register, authenticate, project active, restore, and invoke | `hosted_mcp_registration.rs` | | Web search/fetch runs the real

ChainlitAGENTS.md

chainlit

Chainlit/chainlit/AGENTS.md

over keeping legacy code in place. ## MCP-First Approach (CRITICAL) When available, **ALWAYS** prefer MCP servers over manual alternatives. Use **Context7** for docs/API references, **Serena** for code navigation/refactoring/memory, and **GitHub

tw93AGENTS.md

Kami

tw93/Kami/AGENTS.md

WeasyPrint-safe. Pure Python, no Node, ships in the package. - `scripts/mcp_server.py` - zero-dependency MCP stdio server exposing `kami_templates` / `kami_doctor` / `kami_render` / `kami_check` / `kami_deliver` / `kami_screenshot

No other project uses it yet

MemTensorReads credentialsAGENTS.md

MemOS

MemTensor/MemOS/AGENTS.md

parsers/` `reranker/` | Provider implementations (`base.py` + `factory.py` + each backend) | | `src/memos/api/` | FastAPI service (routers / handlers / middleware / MCP server) | | `src/memos/configs/` | All pydantic configuration classes (one-to-one with the modules above) | | `src/memos/context/` | Cross

viarotel-orgAGENTS.md

escrcpy

viarotel-org/escrcpy/AGENTS.md

string | string[]` contract; business code stays untouched across internal changes. - [packages/madb/](../packages/madb/) is an MCP server for AI agent Android device control via ADB and yadb (32 tools

aureuserpAGENTS.md

aureuserp

aureuserp/aureuserp/AGENTS.md

important rather than explaining obvious details. === boost rules === # Laravel Boost - Laravel Boost is an MCP server that comes with powerful tools designed specifically for this application. Use them. ## Artisan

mesheryReads credentialsAGENTS.md

meshery

meshery/meshery/AGENTS.md

navigate, snapshot, click, fill forms, run JS, inspect console/network) in place of raw Playwright/chrome-devtools MCP for ad hoc tasks. - Run `quota-axi` to check local agent-provider quota windows before

No other project uses it yet

cocoindex-ioAGENTS.md

cocoindex

cocoindex-io/cocoindex/AGENTS.md

status` to confirm the root is this repo. We register no MCP server on purpose — an `ccc mcp` mode exists, but the CLI costs no context until invoked and behaves

No other project uses it yet

TencentCloudAGENTS.md

Octop

TencentCloud/Octop/AGENTS.md

agents/`, `api/routers/workspace*.py` | | `infra/connectors/` | Connector catalog, OAuth, MCP gateway, credential crypto | `api/routers/connectors.py`, `internal_mcp.py`, `agents/manager.py` (MCP assembly) | | `infra/control/` | Host control surfaces: `browser/`, `desktop/`, `mobile/` | `api/routers/browser/`, `desktop/`, `mobile/` | | `infra/cron/` | Cron jobs, triggers

BeehiveInnovationsReads credentialsAGENTS.md

zen-mcp-server

BeehiveInnovations/zen-mcp-server/AGENTS.md

requirements-dev.txt` Also read CLAUDE.md and CLAUDE.local.md if available. ## Project Structure & Module Organization PAL MCP Server centers on `server.py`, which exposes MCP entrypoints and coordinates multi-model workflows. Feature-specific tools

pestphpReads credentialsAGENTS.md

pest

pestphp/pest/AGENTS.md

continue the work. When the project holds `boost.json`, write each rule with the MCP tool `record-rule` of Laravel Boost instead of a file in `.hod/rules/`. That tool writes

rerun-ioAGENTS.md

rerun

rerun-io/rerun/AGENTS.md

output once the notification arrives. ### Driving a running egui UI (for agents) Two MCP servers let an agent see and click a running UI instead of guessing from code: - `rerun

CloudflareReads credentialsAGENTS.md

cloudflare-os

cloudflare/cloudflare-os/AGENTS.md

reads are billed | | `packages/gatekeeper-microsoft/AGENTS.md` | Microsoft 365: SharePoint, Outlook, Calendar | | `packages/gatekeeper-websearch/AGENTS.md` | Web Search | | `packages/mcp-shared/AGENTS.md` | MCP / MCP Server Portal gatekeepers | | `packages/observability/AGENTS.md` | server logging, issue reporting, metrics | | `packages/error-reporting/AGENTS.md` | frontend error reporting | | `scripts/release/AGENTS.md

CloudflareAGENTS.md

cloudflare-os / mcp-shared

cloudflare/cloudflare-os/packages/mcp-shared/AGENTS.md

portal` (one admin-configured portal). Not a Worker; a library both import, holding the MCP client, the OAuth chain, the account DO base, the resource-URL scope grammar