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Capsule

Atomic knowledge for AI agents.

Capsule stores one fact per .capsule.md file. The search index is SQLite locally, or PostgreSQL when you run Docker.

Quick start

pip install korn
capsule init

From a clone:

python3 -m venv .venv
source .venv/bin/activate
pip install -e ".[dev]"
capsule init
uvicorn services.api.main:app --host 127.0.0.1 --port 9100 --workers 1

In another terminal:

cd frontend
npm install
npm run dev
  • UI: http://localhost:5173
  • API: http://localhost:9100/api/v1
  • OpenAPI: http://localhost:9100/docs

Docker (Postgres + API + sync + UI):

./install.sh
  • UI: http://localhost:8080
  • API: http://localhost:9100

File format

---
id: 7c2a9f14-6b81-4d3e-9a0c-1f8e2b4d6c70
topic: "Auth middleware bypass in staging"
tags: [bug, auth, staging]
freshness: 2026-07-11T00:00:00
source: "incident-4482"
confidence: high
---

Staging skips JWT verification when `X-Debug-Override` is present.
This is intentional for E2E tests. Do not remove; mobile CI depends on it.

Creating a capsule via the UI, CLI, or API writes this file. Editing the file updates the index.

CLI

capsule new "Auth middleware bypass in staging" -t auth -t bug -c high
capsule search "JWT"
capsule compose -t auth -c medium -m 2000
capsule mcp    # stdio MCP server for agents

MCP

Point an MCP client at capsule mcp (stdio). Tools: search_capsules, compose_context, get_capsule, create_capsule, list_stale.

Architecture

One API process. It indexes CAPSULES_DIR on boot and watches for file changes. Do not run multiple uvicorn workers — SQLite plus the watcher assume a single writer.

See docs/ARCHITECTURE.md, docs/DEPLOY.md, and docs/API.md.

Tests

pytest

License

MIT

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