Remember codebase discoveries across agent sessions

🧢🪝 cap'n hook

Don't grep the same mystery twice.

Persistent memory for coding agents. When your agent spends ten minutes figuring out where something lives in your codebase, capn saves the files that answer the question. The next session gets them back in one command instead of re-exploring - and the moment the underlying files change, the saved answer deletes itself.

77% fewer tokens on repeat questions

Across 60 real developer questions on 5 production codebases (Dub, Polar, PostHog, Twenty, Documenso), an agent recalling from capn used 77% fewer tokens than an agent exploring cold - every answer correct in both arms, the right chart recalled on all 60 questions, and a charting session paying for itself in ~1.6 recalls.

How the eval was run, full numbers, and raw evidence → · Who capn is for → · Use cases →

The problem

Coding agents forget everything between sessions. The route from "where are payment webhooks handled?" to "src/api/webhooks.ts, handlers in src/billing/handlers/" costs real time and tokens - and evaporates when the session ends. Tomorrow's session pays for the same discovery again.

How it works

capn init installs a session-start hook for Claude Code and Codex. Every new session, the agent sees one short note: before searching the codebase, ask capn; after a hard-won discovery, save it. That note (capn context) is the entire integration - no wrapper, no middleware, no forced behavior. The model reads it and decides.

From there the loop is three moves:

1. Ask before searching.

capn ask "where are payment webhooks handled?"

A hit returns JSONL with the exact files that answer the question, skipping the whole search. A miss exits 1 with a nudge on stderr to explore and chart what it finds - a miss costs seconds; re-exploring costs minutes.

2. Save what was expensive to learn. When the agent works out an answer the hard way, it records a small, answerable question and the files that answer it, with optional details for extras like line numbers or gotchas:

capn chart "where are payment webhooks handled?" \
  --files src/api/webhooks.ts,src/billing/handlers/stripe.ts \
  --details "Router starts near line 40; Stripe handler owns signature checks."

Each backing file is fingerprinted (sha256) at save time.

Good charts are atomic, not giant context dumps. Split separable facts into separate charts, but include multiple files when they jointly answer one focused question.

3. Stale answers delete themselves. If any backing file changes or disappears, the entry is removed before it can ever answer again. Saved answers are never edited - an answer is either still true (its files haven't changed) or it's worthless. That's why the commands are chart and unchart, not add and update: capn treats your codebase like a coastline. The agent charts what it has explored; when the coastline shifts, the old chart gets thrown out and the agent re-charts on the next encounter.

Worst case, an entry is deleted and the agent re-explores - which is exactly what it would have done without capn.

Install

npm install -g capn-hook
# or
bun install -g capn-hook

cd /path/to/your/project
capn init            # .capn/, capn's QMD index, Claude Code hooks, and Codex hooks
capn init --git      # also install a post-commit hook that prunes

The published CLI ships as JavaScript and runs under Bun when Bun is available, falling back to Node.js.

Prefer to delegate? Tell your coding agent to fetch and follow INSTALL.md - it's written for the agent to execute, not for you to copy by hand.

Recall runs on QMD: semantic (hybrid) search by default, plain keyword (BM25) search with capn init --no-embedding. The default path downloads embedding models on first use (about 300MB up front, up to ~2GB for the full hybrid pipeline) and a cold capn ask can take a few seconds once they're present; the BM25 path downloads nothing and is fully deterministic.

Already use qmd yourself? capn's index is its own sqlite under .capn/ - your collections never see it, and it never sees yours.

Commands

The chart

.capn/entries/<id>.md - one local markdown file per question. Entries are plain text you can open and read; the chart is browsable by humans, not just tools. capn init gitignores .capn/, so this memory stays local to the working copy.

---
capn: 1
id: 9f3a1c2e
at: 2026-07-03T18:00:00.000Z
files:
  src/api/webhooks.ts: 2f4c0b9c3e0a0c7b5d5d7f8f0a6e2d1c4b8a6f1e2d3c4b5a6978877665544332
---

# Where are payment webhooks handled?

Router starts near line 40; Stripe handler owns signature checks.

.capn/map.json - a derived reverse index from file path to current hash and entry ids. If it is missing or corrupt, capn rebuilds it from entry frontmatter.

{
  "src/api/webhooks.ts": {
    "hash": "2f4c0b9c3e0a0c7b5d5d7f8f0a6e2d1c4b8a6f1e2d3c4b5a6978877665544332",
    "entries": ["9f3a1c2e"]
  }
}

.capn/config.json stores local project options such as {"embedding": true}. .capn/qmd/index.sqlite is generated by the QMD SDK, with normal sqlite -wal/-shm siblings beside it; the markdown under .capn/entries/ remains the durable source of truth, and capn init can rebuild the index.

The whole .capn/ directory is local agent memory and is gitignored by capn init. Chart entries are episodic memory about the codebase: local, disposable, and safe to rebuild by re-exploring.

Design principles

• Chart or unchart, never update. Staleness is decided by content hashes, not judgment calls.
• Answers are never stale. capn ask removes invalid entries before returning anything.
• The chart is disposable. Any entry can be deleted at any time; the worst case is the agent re-explores, which is exactly the status quo.
• Agent-agnostic core. The CLI and chart format know nothing about Claude Code; the hooks are a thin adapter. Other agents integrate by calling the same CLI.
• Local-first recall. QMD runs in-process through the SDK against .capn/qmd/index.sqlite, isolated from any host qmd install. No daemon, no server - nothing to keep running.