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imprint

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Published: Sep 18, 2026 License: MIT

README

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imprint

Portable markdown memory for AI agents

English · 中文

release MIT

User corrections become durable rules in .imprint/memory/. Agents recall them before the next edit. You talk normally; the agent maintains the vault.


Quick start

go install github.com/SteamedBread2333/imprint/cmd/imprint@latest
go install github.com/SteamedBread2333/imprint/cmd/imprint-mcp@latest
cd your-project && imprint init

Optional: merge docs/examples/cursor-mcp.json into .cursor/mcp.json and restart the editor. Without MCP, agents can use imprint --json directly.

You imprint
1 Install + init Writes editor rules (Cursor, Claude Code, Codex, Trae, Workbuddy)
2 Code and correct in plain language Agent find (vault + shelves) → classify → add/reinforce/… (optional sources)
3 Browser audit (optional) imprint up → imprint desk open
flowchart TB
  U((User<br/>speaks normally))

  subgraph Agent["Agent · imprint-mcp"]
    direction TB
    F["find(scope, query)"]
    C{"Classify<br/>ADD · REINFORCE · SUPERSEDE · IGNORE"}
    W["add / supersede<br/>optional sources"]
    R["find again before coding · cite [r-id]"]
  end

  subgraph Store["imprint storage"]
    direction LR
    Vault[(".imprint/memory/<br/>claim · evidence · sources")]
    Shelves[(".shelves/.cache/<br/>roots doc BM25")]
  end

  subgraph FindOut["one find call"]
    direction LR
    FR["rules<br/>resolved_sources"]
    FD["documents<br/>snippet"]
    FL["links"]
  end

  subgraph Audit["Optional · human audit"]
    H((You)) --> Desk["desk · show"]
  end

  UP["imprint up"] -.->|host indexes| Shelves

  U -->|correct / task| Agent
  F --> Vault
  F --> Shelves
  Vault --> FR
  Shelves --> FD
  Vault --> FL
  Shelves --> FL
  FR & FD & FL --> C
  C -->|persist| W
  W --> Vault
  R --> F
  Desk --> Vault
  Desk --> Shelves
Before coding (sequence)
sequenceDiagram
  participant U as User
  participant A as Agent
  participant V as vault
  participant S as shelves

  U->>A: new task / continue coding
  A->>V: find(scope, query)
  V->>S: BM25 docs (when shelves on)
  V-->>A: rules · documents · links
  A->>A: code from imprints + excerpts
  Note over A: cite [r-id] and doc path

CLI

Global flags: --vault PATH · --global · --json (machine-readable stdout for agents)

Everyday — vault

Direct read/write. No host required.

Command What it does
imprint init Write agent rules; does not write MCP config
imprint find [--scope a,b] [--query TEXT] Recall imprints (scope AND); with query + shelves → also documents, links
imprint add CLAIM --scope a,b --text ORIG Create an imprint (MCP may include sources linking docs)
imprint reinforce ID [--evidence TEXT] Strengthen a rule (+0.1 confidence)
imprint supersede OLD --claim NEW --scope a,b Replace a rule; old → superseded
imprint forget ID Delete permanently
imprint list · show · get ID Browse and inspect
imprint sweep · export Decay stale rules · dump JSON
imprint find --scope go,naming --query PascalCase
imprint add "Use snake_case" --scope python,naming --text "user said snake_case"
imprint get r-2026-09-11-001
Everyday — local stack

For desk and the vault graph, these two are enough:

Command What it does
imprint up Start the local stack (vault API, shelves, enabled desk, …)
imprint down Stop the local stack
imprint desk open Open desk in the browser (does not start services; run up first)
imprint status Snapshot of running services
imprint up && imprint desk open
# when done:
imprint down

After editing imprint.yaml: run down then up.

Advanced: split host / plugin control (debug)
Command What it does
imprint host start / host stop Host only (includes shelves)
imprint plugin start / plugin stop External plugins only
plugin list · enable · disable Toggle plugins in yaml

For everyday use, up / down is enough — you do not need these subcommands.

Shelves is host config (top-level shelves:), not a plugin. See docs/shelves-builtin.md.

Debug & advanced
Command What it does
imprint host serve [--listen ADDR] Foreground host (Ctrl+C)
imprint migrate-shards [--dry-run] Import legacy imprint-*.md into vault.db (one-off)
imprint clear --confirm --yes Delete every rule — irreversible
imprint version Print version

Run imprint --help or imprint help <cmd> for full flags.


Vault layout

Default: ./.imprint/memory/ (walk up for .imprint/). --global → ~/.imprint. Override with --vault or IMPRINT_VAULT.

.imprint/
  imprint.yaml          # host + shelves.roots + plugins
  memory/vault.db       # SQLite vault (rules, evidence, edges, sources)
  .shelves/.cache/      # doc index under roots (SQLite, gitignored)
docs/                   # typical root
.cursor/rules/          # typical root

Rules live in memory/vault.db. IDs: r-YYYY-MM-DD-NNN. Status: active | dormant | superseded. supersede marks old rules superseded; sweep decays stale rules to dormant; forget deletes. Interactive rule graph: imprint desk open (host GET /graph).


Shelves & desk

Where it runs Config
Shelves host shelves.enabled, config.roots in imprint.yaml
Desk External plugin plugins.desk + imprint-desk-plugin

What shelves does: Indexes markdown under roots in imprint.yaml (e.g. docs/, .cursor/rules/) — not “the LLM already read the whole repo.” Before coding, agents find(scope, query) get vault imprints, document snippets, and links in one call. Local BM25 index; no embedding API.

Why roots matters: Only listed directories are indexed and searchable — scope what agents recall and keep rebuilds fast. See docs/shelves-builtin.md.

Linking: After a user correction, agents can set vault sources (imprint→doc) on ADD without editing project markdown. get r-… returns resolved_sources. Design: docs/imprint-shelves-linking.md.

One MCP mount (imprint-mcp). With shelves on and find + query, the response includes rules, documents, and links.


Install & release

docker pull ghcr.io/steamedbread2333/imprint:latest   # or GitHub Releases binaries
make install          # from clone
make publish V=X.Y.Z  # tag + CI → Release + GHCR

Local builds without a tag print devel.


Documentation

Topic English 中文
MCP mount docs/mcp.md docs/mcp.zh.md
Editor init docs/editors.md docs/editors.zh.md
Shelves & linking docs/shelves-builtin.md · docs/imprint-shelves-linking.md docs/shelves-builtin.zh.md · docs/imprint-shelves-linking.zh.md
Correction loop docs/correction.md docs/correction.zh.md

MCP examples (merge manually): cursor-mcp.json · cursor-mcp-global.json


Go module

import "github.com/SteamedBread2333/imprint/pkg/imprint"

v, _ := imprint.Open("./.imprint/memory")
v.Add("Use gofmt", []string{"go"}, "gofmt", 0.6)
v.Find([]string{"go"}, "", 5)

Classification (ADD / REINFORCE / SUPERSEDE / IGNORE) and “should I write this?” are the agent’s job. imprint is the store: write, recall, reinforce, supersede, decay.

MIT

Directories

Path Synopsis
cmd
imprint command
imprint-mcp command
loadgen command
internal
cli
mcp
vault/legacy
Package legacy parses pre-SQLite imprint-NNNN.md markdown shards.
Package legacy parses pre-SQLite imprint-NNNN.md markdown shards.
vault/migrate
Package migrate imports legacy markdown shards into vault.db.
Package migrate imports legacy markdown shards into vault.db.
pkg
imprint
Package imprint stores agent-recalled rules in SQLite at .imprint/memory/vault.db.
Package imprint stores agent-recalled rules in SQLite at .imprint/memory/vault.db.
scripts
demo/seed-vault command
Seed demo vault rules with document sources for desk unified graph testing.
Seed demo vault rules with document sources for desk unified graph testing.

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