AGENTS.md examples from real projects

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

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

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

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

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

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

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

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

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

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

MoonshotAIAGENTS.md

kimi-cli

MoonshotAI/kimi-cli/AGENTS.md

software engineering workflows. It supports an interactive shell UI, ACP server mode for IDE integrations, and MCP tool loading. ## Tech stack - Python 3.12+ (tooling configured for 3.14) - CLI framework: Typer

MoonshotAIAGENTS.md

kimi-cli / tests_e2e

MoonshotAI/kimi-cli/tests_e2e/AGENTS.md

runs the flow until `END`. - W-36 MCP: use a Python fastmcp test server, load via `--mcp-config-file`, verify tool works. **Resilience and Errors** - W-37 Invalid JSON: malformed

apereoAGENTS.md

cas

apereo/cas/AGENTS.md

local branch | | [`cas-interrupt-notifications`](.claude/skills/cas-interrupt-notifications/SKILL.md) | `support/cas-server-support-interrupt*` | | [`cas-ldap`](.claude/skills/cas-ldap/SKILL.md) | LDAP modules | | [`cas-mcp-server`](.claude/skills/cas-mcp-server/SKILL.md) | `support/cas-server-support-mcp` | | [`cas-oauth-oidc-authentication`](.claude/skills/cas-oauth-oidc-authentication/SKILL.md) | OAuth/OIDC/UMA client authentication, access-token-protected endpoints, `OAuth20UserProfile

Model Context ProtocolReads credentialsAGENTS.md

inspector

modelcontextprotocol/inspector/AGENTS.md

Inspector V2 This is an application for inspecting MCP servers. It has four client surfaces — Web, TUI, one-shot CLI, and the experimental connection CLI (`mcpdo`) — over a shared `core

LangChainAGENTS.md

open-swe

langchain-ai/open-swe/AGENTS.md

composing generic capabilities such as plugins, automations, skills, or external MCP servers. First check whether existing capabilities, with small generic additions if needed, can deliver the feature. - Before changing

tambo-aiAGENTS.md

tambo

tambo-ai/tambo/docs/AGENTS.md

authentication/** (8 pages including index) - Auth.js, Auth0, Clerk, Supabase, Neon, WorkOS, Better Auth - connect-mcp-servers - Single page (not in subfolder) - **self-hosting/** (9 pages including index) - quickstart, environment-variables