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imprint

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Published: Sep 21, 2026 License: MIT

README

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imprint

Portable markdown memory for AI agents

English · 中文

release MIT

Durable preferences from normal conversation land in .imprint/vault.db. You talk normally; the agent maintains the vault — classifies each turn, recalls before the next edit.

When Example
ADD New long-term preference Naming rule, workflow, architecture boundary
REINFORCE Same policy again “Yes, still PascalCase for exports”
SUPERSEDE Policy changed Narrow scope, widen scope, replace claim
IGNORE Task-only turn One-off refactor, chit-chat, secrets

When the user rejects a stored rule (“don’t record that”), the agent finds and calls forget — not one of the four classifications above. See Memory writes.

Vault stores claim, evidence, and optional doc pointers (sources). Shelves indexes markdown under roots for BM25 recall alongside rules.


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

Merge docs/examples/cursor-mcp.json into .cursor/mcp.json and restart the editor. CLI fallback: imprint --json.

You imprint
1 Install + init Writes imprint.yaml and editor rules (Cursor, Claude Code, Codex, Trae, Workbuddy)
2 Speak normally 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/vault.db<br/>claim · evidence · sources")]
    Shelves[(".imprint/state/shelves.db<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 -->|speak / 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

Read and write the vault directly from the CLI.

Command What it does
imprint init Write imprint.yaml (if missing) and editor agent rules
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 after explicit reaffirmation (diminishing gain, cap 0.95)
imprint supersede OLD --claim NEW --scope a,b Replace a rule; old → superseded
imprint forget ID Delete permanently (lifecycle event remains)
imprint list · show · get ID · report Browse, inspect, and audit lifecycle / recall / telemetry
imprint sweep · export Decay stale rules · write .imprint/export/vault.json or vault.jsonl (--format jsonl)
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
Local stack
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 (requires 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

Shelves is top-level host config (shelves: in imprint.yaml). See docs/shelves-builtin.md.

Debug & advanced
Command What it does
imprint host serve [--listen ADDR] Foreground host (Ctrl+C)
imprint clear --confirm --yes Delete every rule — irreversible
imprint version Print version

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


Vault layout

Team convention: commit imprint.yaml (roots, plugin switches). All private runtime is gitignored under .imprint/.

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

imprint.yaml            # git: host + shelves.roots + plugins + supersede.inheritance_alpha
.imprint/               # gitignore: private runtime
  vault.db              # SQLite vault (rules, evidence, edges, sources)
  state/
    shelves.db          # rebuildable doc index
    plugins/            # plugin derived state
  export/               # optional md/json projections
docs/                   # typical shelves root
.cursor/rules/          # typical shelves root

Rules live in 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

Shelves indexes markdown under roots in imprint.yaml (e.g. docs/, .cursor/rules/). Before coding, find(scope, query) returns vault rules, document snippets, and links in one call. Local BM25 index.

roots lists which directories enter the index — scoped recall and fast rebuilds. See docs/shelves-builtin.md.

Compact recall: MCP find returns claim/count metadata and bounded document snippets by default; get r-… folds evidence and source text. Use include_evidence or full only for audit. Dormant rules can contribute at most one penalized wake_candidate; only an explicit reinforce wakes one.

Write safety: add, reinforce, and supersede reject likely secrets and personal data. Source paths must remain inside the workspace and may not target credentials, .env*, *.pem, or *.key. add also rejects high-similarity active duplicates with candidate IDs. reinforce requires non-empty evidence and uses diminishing confidence gain; find hits only update recall stats. supersede decays successor confidence by supersede.inheritance_alpha of the gap above 0.6 (default 0.20 in imprint.yaml; 0 copies old, 1 drops to baseline). Language scope tags (ts, tsx, golang) are canonicalized with GitHub Linguist via go-enry; non-language tags pass through.

Audit: imprint report --days 30 summarizes lifecycle events, duplicates, conflicts, zero-recall rules, and telemetry latency. Telemetry is a daily JSONL under .imprint/state/telemetry/ and never stores query, claim, evidence, or path text.

Linking: Vault sources point rules at doc paths or headings; compact get r-… returns source pointers, while full:true resolves excerpts. 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
Write loop & scenarios docs/correction.md docs/correction.zh.md
Testing & acceptance docs/testing.md docs/testing.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")
v.Add("Use gofmt", []string{"go"}, "gofmt", 0.6)
v.Find([]string{"go"}, "", 5)

MIT

Directories

Path Synopsis
cmd
imprint command
imprint-acceptance command
Command imprint-acceptance runs black-box real-user scenarios against installed binaries.
Command imprint-acceptance runs black-box real-user scenarios against installed binaries.
imprint-mcp command
loadgen command
internal
cli
mcp
privacy
Package privacy implements conservative write-time checks for vault data.
Package privacy implements conservative write-time checks for vault data.
telemetry
Package telemetry writes privacy-safe operational metrics under .imprint/state.
Package telemetry writes privacy-safe operational metrics under .imprint/state.
textseg
Package textseg tokenizes text for BM25 using go-ego/gse (search mode).
Package textseg tokenizes text for BM25 using go-ego/gse (search mode).
pkg
imprint
Package imprint stores agent-recalled rules in SQLite at .imprint/vault.db.
Package imprint stores agent-recalled rules in SQLite at .imprint/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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