npx agentspec-cli install 783bc3ef-110e-4b4a-a9fe-6e2c6e0cab9c --file-type windsurfrules→ .windsurf/rules/
<!-- grafel:mcp-usage:start v=1 --> ## grafel MCP This repo is part of grafel group **grafel**. grafel is an architecture knowledge graph available via MCP. When you (an AI coding agent) need to understand how this codebase fits together, prefer the grafel MCP tools over `grep` + reading files. ### When to use grafel instead of grep | Question shape | Prefer | |---|---| | "Where is `X` defined?" | `grafel_find` | | "What does `X` look like + its neighbors?" | `grafel_inspect` | | "Who calls `X`?" | `grafel_expand` / `grafel_find_callers` | | "End-to-end flow when user does X?" | `grafel_traces` | | "How does the frontend talk to the backend?" | `grafel_cross_links` | | "Show me the source of `X`" | `grafel_get_source` | ### When grep IS still better - Substring search across all files for non-entity strings (comments, TODOs). - Anything where you need raw file contents in bulk. ### Anti-patterns - Don't read an entire file to find one function — `grafel_inspect` returns it directly. - Don't glob for a class name across the repo — `grafel_find` indexes it. - Don't traverse imports manually — `grafel_expand` does it via the IMPORTS edge. The full agent guide is delivered automatically in the MCP `instructions` handshake when you connect. _Do not edit between the markers — this block is auto-updated by `grafel install`._ <!-- grafel:mcp-usage:end -->
MCP Tools: code-review-graph
**IMPORTANT: This project has a knowledge graph. ALWAYS use the code-review-graph MCP tools BEFORE using Grep/Glob/Read to explore the codebase.** The graph is faster, cheaper (fewer tokens), and gives
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Overview
This project is a boilerplate for developers who want to start building an AI agent cluster faster and more efficient.
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kmp-lsp — Agent & Copilot Coding Instructions
**Deep reference material** (source layout, architecture patterns, coding guidelines with examples, test conventions, Serena MCP workflow) lives in `docs/agent-reference.md`. Load that on-demand. This file is behavioral rules only.
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Memex — Agent Working Instructions
> Detailed architecture reference: [docs/ARCHITECTURE.md](docs/ARCHITECTURE.md)
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