The full upstream README, mirrored here for reference. Install config, tool schemas, adoption signals, and an original overview live on the Agent Recall Trail listing page.
ART is a local-first memory and governed-knowledge product for coding agents. Every Agent gets a physically separate private Recall Trail. Stable conclusions become immutable Knowledge Editions that other Agents can retrieve without seeing private source identities or source bodies.
ART 0.3.5 supports Codex and DeepSeek Harness (DSH) over stdio MCP. It is standalone: no AAA adapter, cloud sync, bundled model, or autonomous publication is required.
AgentDelegated, never Human.ART exposes one recall API with four explicit retrieval modes: lexical, full_scan, semantic, and hybrid. The default is always lexical. A compact route request can identify relevant private and shared topics before a bounded recall; exact bodies are returned only by read.
lexical uses local BM25 plus exact, token, Jieba, and CJK-bigram signals.full_scan ranks every governance-eligible canonical record. It needs no embedding service and is intended for completeness-sensitive, smaller stores.semantic uses only an explicitly configured embedding endpoint and disposable local vector projections.hybrid combines lexical and semantic ranks through an owner-configurable, versioned fusion policy. If the optional provider or projection is unavailable, ART returns the unchanged lexical result and reports the fallback.ART's optional embedding adapter is supplied and operated by the user. ART does not bundle, download, train, select, or make quality claims for a model merely because its endpoint is compatible.
Use Codex integration or DSH integration to start one bound stdio child. Run art --help for the operator CLI.
Download the native archive and SHA256SUMS from the
latest release,
verify the archive, then run the included installer with the extracted binary:
The installer keeps executable bytes under ~/.across/bin/art, creates a
discovery link at ~/.local/bin/art, and initializes owner-only ART data. It
does not edit Codex or DSH configuration. The thin Codex plugin lives under
plugin/agent-recall-trail; its MCP child is permanently bound to
codex-primary. See operations before migrating or
publishing knowledge.
ART 0.3.5 turns art_governance_ui_open into an exact, accessible proposal
review workspace with safe rendered Markdown, raw source, locked provenance,
Edition comparison, conflict-safe decisions, and authoritative publication
receipts. It retains the eight canonical source-anchor kinds, persistent delegated governance,
separate Elicitations for compatible clients, restricted-host plugin discovery,
progressive routing, governed full scan, optional semantic and hybrid adapters,
deterministic Knowledge Vault backup, encrypted recovery of local review
authority, verified empty-home restoration, and reproducible lexical BEIR gates. See
operations before creating
the dedicated private Git repository.
Configuration precedence is --home, then --config <file>, then the owner-only user config at ~/.across/config/art/config.json, then the built-in ~/.across root. The root config accepts only schema and home. Optional embedding configuration is isolated at <ART_HOME>/config/art/embedding/default.json; optional rank fusion policy lives at <ART_HOME>/config/art/retrieval/fusion.json; tokens, when needed, live in a separate owner-only file.
All automated or manual tests must use an explicit task-owned ART home. ART never modifies Codex or DSH configuration automatically.
Apache-2.0 licensed. See Security, Contributing, and Support.