MCP개발무료
Trail-Code
Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding specific to your codebase.
10k
The self-learning context layer for coding agents.
Trail-code gives Claude Code, Cursor, Codex and other coding agents a map of your code, and what your team has learned about it.
| Code map (previously graft) | Learnings | |
|---|---|---|
| What is it? | An index of your code: every function and who calls it, so your agent sees what a change can break | What you, your agents and your team have learned and decided |
| What does it do for your agent? | Takes it straight to the right files | Lets it pick up where you and your team left off |
| Where does it come from? | Your code, read on your machine | Your conversations, as you work |
46% fewer tool calls, 60% less time, and more real issues solved.
| Cold agent | Agent with the graft map | |
|---|---|---|
| Tool calls, 162 runs | baseline | 46% fewer |
| Uncached input tokens, 162 runs | baseline | 42% fewer |
| Time, 162 runs | baseline | 60% less |
| SWE-bench Verified, 50 real issues | 27 solved (54%) | 33 solved (66%) |
npm install -g @trailhq/trail-code && trail init
[!NOTE] Graft is now Trail-code. Graft lives on as the graft map, and every
graftcommand still works. What's new is learnings. What changed
<source media="(prefers-color-scheme: dark)" srcset="assets/trail-code-how-it-works-dark.webp">
<img src="assets/trail-code-how-it-works.webp" alt="Without Trail: each task starts a new session with an agent that has no memory. It searches blind, opens the wrong files, guesses how the code is wired, ships the task, and the context is lost. This repeats for every task and every teammate's agent. With Trail, your agent already knows your code: trail init builds the graft map, a hook points the agent to it before each session, the agent reads the graph with its impact radius, gets precise context, ships the task, then saves learnings. One graph, every agent, up to 4x tokens saved." width="880"/>
What changes in your agent
| Without Trail-code | With Trail-code |
|---|---|
| Greps and opens file after file to find the code it needs | Gets the right files and functions with your prompt |
| Re-explores code a teammate already figured out last week | Starts from their learning: what they decided, what they ruled out, what to watch out for |
| Undoes a teammate's decision, because it never knew about it | trail check flags it before the PR, quoting who decided it and why |
| Finds out at merge time that a teammate changed the same code | Says so right after it edits code a teammate's open branch also changes, and whether the two clash |
| Has to be told the same things every session | Starts from what you've told it before: trail init finds what you said more than once in your past sessions |
| You write and update CLAUDE.md by hand | Learnings are saved from your conversations, in files you can read |
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