AGENTS.md examples from real projects

1Panel-devReads credentialsAGENTS.md

MaxKB

1Panel-dev/MaxKB/AGENTS.md

JSON-RPC endpoint (`initialize`, `tools/list`, `tools/call`) routed through `chat.mcp.tools.MCPToolHandler`. MaxKB also *consumes* external MCP servers via `mcp_node` in the workflow and `langchain-mcp-adapters`. ### Frontend (`ui/`) Two SPAs built

No other project uses it yet

foremAGENTS.md

forem

forem/forem/AGENTS.md

Outdated**: Outdated API specifications cause integration failures for external services, gateway clients, and LLM MCP servers. Always treat specs as part of the core delivery

No other project uses it yet

PrimeIntellect-aiAGENTS.md

prime-agent

PrimeIntellect-ai/prime-agent/AGENTS.md

prompts TOML rule map) followed by one dynamic tail (packages, project context, skills inventory, MCP servers, environment, session role); the harness digest stays a separate `[harness-digest]` user message. `prime

handsontableReads credentialsAGENTS.md

handsontable

handsontable/handsontable/AGENTS.md

Angular, and Vue 3 wrappers. It runs entirely in the browser — frontend-only, no server-side logic. It cannot access the internet unless explicitly configured (air-gapped environment support). There

QwikDevAGENTS.md

qwik

QwikDev/qwik/AGENTS.md

repo. Use `~/.config/ruler/` for personal preferences, local workflow shortcuts, API keys, and personal MCP servers: ```bash ruler init --global ``` If it helps everyone working in this repo

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QwikDevAGENTS.md

qwik

QwikDev/qwik/.ruler/AGENTS.md

generate them (once per worktree): > > ```bash > pnpm dlx @intellectronica/ruler@0.3.42 apply --no-gitignore --no-mcp > ``` > Canonical source for repo-wide AI coding agent rules. For contributor setup, see > [CONTRIBUTING.md](./CONTRIBUTING.md

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GitHubAGENTS.md

docs / responsible-use

github/docs/content/copilot/responsible-use/agents.md

Copilot. The SDK communicates with Copilot CLI over JSON-RPC and supports custom agents, MCP server integrations, lifecycle hooks, and session management. * **The {% data variables.copilot.github_copilot_app %}**: A desktop application

PydanticAGENTS.md

pydantic-ai

pydantic/pydantic-ai/AGENTS.md

OTel instrumentation of Pydantic AI and `httpx` - If you have access to the Logfire MCP server, you can use it to inspect agent runs, tool calls, and model requests ## Test

PydanticReads credentialsAGENTS.md

pydantic-ai / pydantic_clai2

pydantic/pydantic-ai/src/pydantic_clai2/AGENTS.md

owns the host API, loading, and credential picker helpers. `builtin_plugins/` and `mcp/` retain their plugin and server boundaries. Move a capability to core or harness if it does

PydanticReads credentialsAGENTS.md

pydantic-ai / tests

pydantic/pydantic-ai/tests/AGENTS.md

without proper assertions or that verify opposite behavior create false positives - Test MCP against real `tests.mcp_server` instance, not mocks — extend test server with helper tools to expose runtime context

gofr-devReads credentialsAGENTS.md

gofr

gofr-dev/gofr/docs/AGENTS.md

gofr.dev/docs/advanced-guide/injecting-databases-drivers> - Calling LLMs (`app.AddLLM`, `c.LLM()`, env config, multiple models, embeddings): <https://gofr.dev/docs/advanced-guide/llm> - MCP server and agent loops (`app.EnableMCP`, `c.LLM().Tools()`): <https://gofr.dev/docs/advanced-guide/mcp> - Streaming responses (SSE / NDJSON, `response.Stream

refactoringhqDeletes or force-pushesAGENTS.md

tolaria

refactoringhq/tolaria/AGENTS.md

obtain repository-owner approval before pushing. **If CodeScene gate blocks your push:** use `mcp__codescene__code_health_score` to find the worst file, refactor it, commit, push again

kortix-aiReads credentialsAGENTS.md

suna

kortix-ai/suna/AGENTS.md

with `runtimeSupports`. pi lists `session.subagents`, `session.compact`, `session.commands` and `session.steer`. pi does not serve rewind, MCP servers, the todo list, shell turns, part edits or `session.attach`. The harness rules

teng-linAGENTS.md

notebooklm-py

teng-lin/notebooklm-py/AGENTS.md

Internal:** `_*.py` and `_*/` (`_app/`, `_auth/`, `_runtime/`, `_sources.py`, `_artifacts.py`). - **Adapters & Wire:** `cli/` (Click), `mcp/` (FastMCP), `server/` (FastAPI), `rpc/` (batchexecute RPC facade), `_android/` (gRPC session & codecs). - **Tests & Data:** `tests/unit/`, `tests/integration/` (VCR), `tests/server

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agent0aiAGENTS.md

agent-zero / prompts

agent0ai/agent-zero/prompts/AGENTS.md

together with the capability; non-tool system fragments stay capability-neutral. - MCP prompt templates own the static outer, server, and tool framing; `helpers/mcp_handler.py` supplies policy-filtered names, descriptions, and schemas

No other project uses it yet

rocketride-orgAGENTS.md

rocketride-server

rocketride-org/rocketride-server/AGENTS.md

catalog) | | Test a node | `docs/development/nodes/testing.md` | | Client (SDK) docs | `docs/development/clients/readme-schema.md`; sources in `docs/public/ /` | | MCP surface | `docs/public/mcp/` | | Engine internals | `docs/development/engine/index.md` | | WebSocket (5565) protocol | `docs/public/product/connect/websocket/` | | Crash reporting / minidumps | `docs/development/engine/crash-reporting.md` | | Shell apps | `docs/public/product/guides/apps/index.md

storytoldAGENTS.md

pdfcraft

storytold/pdfcraft/AGENTS.md

Never enable it by default, widen the bind address, or log the token. - **The MCP server is opt-in.** Never make the app, the CLI or an installer start

nukeopAGENTS.md

nuclear

nukeop/nuclear/AGENTS.md

respond` command). - `http_api/` - Axum REST + SSE server for Nuclear Jam remote control - `mcp/` - MCP server exposing player functions as tools to LLM clients - `mpd/` - MPD-protocol TCP server

langbot-appReads credentialsAGENTS.md

LangBot

langbot-app/LangBot/AGENTS.md

running but the current user lacks Docker socket permission. - Do not confuse external MCP servers LangBot connects to (`pkg/provider/tools/loaders/mcp.py`) with LangBot's own `/mcp` server (`pkg/api/mcp/`). - `CLAUDE.md` is a symlink

tusen-aiAGENTS.md

naive-ui

tusen-ai/naive-ui/AGENTS.md

user-facing behavior unless requested. ## Build and Development Commands ```bash # Start documentation site dev server pnpm run dev # Run all unit tests pnpm run test # Run tests for a specific

No other project uses it yet