Remember what your agents already found.
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Trainthon - 24시간 기차 해커톤 스타터 킷
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Taken from the repository README
Loading the full README. The saved excerpt is shown below.
Remember what your agents already found.
Local-first memory over Claude, GPT/Codex, and Cursor runs on this machine.
Archive the original logs, collapse them into what each step obtained, and keep the DAG as the receipt.
Agents forget each other. Claude’s session does not see Codex. Cursor does not see last week’s Claude run. DeepTracer keeps those logs on this computer, compresses tool calls into meaning, and is the store you query next.
It is not a JSON paste box. You register desktop agents. A local Next.js server reads session files here:Read the full README ↗Agents forget each other. Claude’s session does not see Codex. Cursor does not see last week’s Claude run. DeepTracer keeps those logs on this computer, compresses tool calls into meaning, and is the store you query next.
It is not a JSON paste box. You register desktop agents. A local Next.js server reads session files here:
Register agents → archive sessions → meaning graph → recall → receipt DAG
A hosted Vercel/Netlify site cannot open ~/.claude, ~/.codex, or ~/.cursor. That is the product, not a limitation to work around.
flowchart TB
O[Orchestrator]
O --> R[Research]
O --> B[Browser]
R --> S[Vendor A pricing]
B --> T[Pricing table]
Nodes are what a step obtained — a source, a file, a page — not Search ×4. The graph is the compressed memory. Open a node when you need the original.
| Agent | Desktop app | Logs |
|---|---|---|
| Claude | Claude | ~/.claude/projects, ~/.claude/transcripts |
| GPT | ChatGPT / Codex | ~/.codex/sessions |
| Cursor | Cursor | ~/.cursor/projects/*/agent-transcripts |
Only installed desktop apps are listed. Credentials, auth files, and SQLite chat DBs are ignored.
git clone https://github.com/acradin/trainthon.git
cd trainthon/deeptracer
npm install
npm run dev
Open http://localhost:3000. Register the agents on this machine. Runs appear without uploading JSON.
Optional deeptracer/.env.local (do not commit):
OPENAI_API_KEY=
OPENAI_MODEL=gpt-5.6-luna
Review intent and meaning-graph compression use OpenAI when a key is present. Without it, traces still scan and open. Default storage is ~/.deeptracer.
| Path | Role |
|---|---|
/ | Product landing (Recall-first). Registered visits go to /recall |
/onboard | Register desktop agents |
/recall | Ask what this machine already found |
/dashboard | Runs, grouped by project |
/trace/[id] | Meaning graph (receipt), Inspector, Timeline |
/agents | Status + Scan now |
/analyze | Example traces and intent review |
/import, /setup | Manual JSON / OTLP fallbacks |
npm run dev.App code lives in deeptracer/.
Built for Cursor Korea × Yonsei University Startup Support Group Trainthon.