Vendor OpenClaw source as Adolf fork baseline
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Adolf is a fork/vendored clone of github.com/openclaw/openclaw (v2026.6.11), free to diverge. Tree copied sans upstream .git; upstream remote added for future syncs. Node pinned to 24 (.nvmrc); engines already require >=22.19. Preserves docs/ARCHITECTURE.md. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01LeqyaxJF2nbRXJtae2kNB2
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301
docs/concepts/memory-qmd.md
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301
docs/concepts/memory-qmd.md
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---
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summary: "Local-first search sidecar with BM25, vectors, reranking, and query expansion"
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title: "QMD memory engine"
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read_when:
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- You want to set up QMD as your memory backend
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- You want advanced memory features like reranking or extra indexed paths
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---
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[QMD](https://github.com/tobi/qmd) is a local-first search sidecar that runs
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alongside OpenClaw. It combines BM25, vector search, and reranking in a single
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binary, and can index content beyond your workspace memory files.
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## What it adds over builtin
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- **Reranking and query expansion** for better recall.
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- **Index extra directories** - project docs, team notes, anything on disk.
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- **Index session transcripts** - recall earlier conversations.
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- **Fully local** - runs with the official llama.cpp provider plugin and
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auto-downloads GGUF models.
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- **Automatic fallback** - if QMD is unavailable, OpenClaw falls back to the
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builtin engine seamlessly.
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## Getting started
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### Prerequisites
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- Install QMD: `npm install -g @tobilu/qmd` or `bun install -g @tobilu/qmd`
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- SQLite build that allows extensions (`brew install sqlite` on macOS).
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- QMD must be on the gateway's `PATH`.
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- macOS and Linux work out of the box. Windows is best supported via WSL2.
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### Enable
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```json5
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{
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memory: {
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backend: "qmd",
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},
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}
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```
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OpenClaw creates a self-contained QMD home under
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`~/.openclaw/agents/<agentId>/qmd/` and manages the sidecar lifecycle
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automatically - collections, updates, and embedding runs are handled for you.
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It prefers current QMD collection and MCP query shapes, but falls back to
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alternate collection-pattern flags and older MCP tool names when needed.
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Startup reconciliation also recreates stale managed collections back to their
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canonical patterns when an older QMD collection with the same name is still
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present.
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## How the sidecar works
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- OpenClaw creates collections from your workspace memory files and any
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configured `memory.qmd.paths`, then runs `qmd update` when the QMD manager
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opens and periodically afterward (`memory.qmd.update.interval`, default
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`5m`). Refreshes run through QMD subprocesses, not an in-process filesystem
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crawl. Semantic search modes also run `qmd embed`
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(`memory.qmd.update.embedInterval`, default `60m`).
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- The default workspace collection tracks `MEMORY.md` plus the `memory/`
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tree. Lowercase `memory.md` is not indexed as a root memory file.
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- QMD's own scanner ignores hidden paths and common dependency/build
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directories such as `.git`, `.cache`, `node_modules`, `vendor`, `dist`, and
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`build`. Gateway startup does not initialize QMD by default
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(`memory.qmd.update.startup` defaults to `off`), so cold boot avoids
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importing the memory runtime or creating the long-lived watcher before
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memory is first used.
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- Set `memory.qmd.update.startup` to `idle` or `immediate` to initialize QMD
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at gateway start anyway. `memory.qmd.update.onBoot` defaults to `true` and
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runs the initial refresh at startup; set it to `false` to skip that
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immediate refresh (the long-lived manager still opens when update or embed
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intervals are configured, so QMD keeps owning its regular watcher/timers).
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- Searches use the configured `searchMode` (default: `search`; also supports
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`vsearch` and `query`). `search` is BM25-only, so OpenClaw skips semantic
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vector readiness probes and embedding maintenance in that mode. If a mode
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fails, OpenClaw retries with `qmd query`.
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- When `searchMode` is `query`, set `memory.qmd.rerank` to `false` to use
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QMD's hybrid query path without the reranker (requires QMD 2.1 or newer).
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OpenClaw passes `--no-rerank` to the direct QMD CLI path and
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`rerank: false` to QMD's MCP query tool.
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- With QMD releases that advertise multi-collection filters, OpenClaw groups
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same-source collections into one QMD search invocation. Older QMD releases
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keep the compatible per-collection fallback.
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- If QMD fails entirely, OpenClaw falls back to the builtin SQLite engine.
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Repeated chat-turn attempts back off briefly after an open failure so a
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missing binary or broken sidecar dependency does not create a retry storm;
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`openclaw memory status` and one-shot CLI probes still recheck QMD
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directly.
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<Info>
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The first search may be slow - QMD auto-downloads GGUF models (~2 GB) for
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reranking and query expansion on the first `qmd query` run.
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</Info>
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## Search performance and compatibility
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OpenClaw keeps the QMD search path compatible with both current and older QMD
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installs.
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On startup, OpenClaw checks the installed QMD help text once per manager. If
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the binary advertises support for multiple collection filters, OpenClaw
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searches all same-source collections with one command:
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```bash
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qmd search "router notes" --json -n 10 -c memory-root-main -c memory-dir-main
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```
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This avoids starting one QMD subprocess per durable-memory collection.
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Session transcript collections stay in their own source group, so mixed
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`memory` + `sessions` searches still give the result diversifier input from
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both sources.
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Older QMD builds only accept one collection filter. When OpenClaw detects one
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of those builds, it keeps the compatibility path and searches each collection
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separately before merging and deduplicating results.
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To inspect the installed contract manually, run:
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```bash
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qmd --help | grep -i collection
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```
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Current QMD help mentions targeting one or more collections. Older help
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usually describes a single collection.
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## Model overrides
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QMD model environment variables pass through unchanged from the gateway
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process, so you can tune QMD globally without adding new OpenClaw config:
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```bash
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export QMD_EMBED_MODEL="hf:Qwen/Qwen3-Embedding-0.6B-GGUF/Qwen3-Embedding-0.6B-Q8_0.gguf"
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export QMD_RERANK_MODEL="/absolute/path/to/reranker.gguf"
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export QMD_GENERATE_MODEL="/absolute/path/to/generator.gguf"
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```
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After changing the embedding model, rerun embeddings so the index matches the
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new vector space.
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## Indexing extra paths
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Point QMD at additional directories to make them searchable:
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```json5
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{
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memory: {
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backend: "qmd",
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qmd: {
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paths: [{ name: "docs", path: "~/notes", pattern: "**/*.md" }],
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},
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},
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}
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```
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Snippets from extra paths appear as `qmd/<collection>/<relative-path>` in
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search results. `memory_get` understands this prefix and reads from the
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correct collection root.
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## Indexing session transcripts
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Enable session indexing to recall earlier conversations. QMD needs both the
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general `memorySearch` session source and the QMD transcript exporter:
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```json5
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{
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agents: {
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defaults: {
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memorySearch: {
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experimental: { sessionMemory: true },
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sources: ["memory", "sessions"],
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},
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},
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},
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memory: {
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backend: "qmd",
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qmd: {
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sessions: { enabled: true },
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},
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},
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}
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```
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Transcripts export as sanitized User/Assistant turns into a dedicated QMD
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collection under `~/.openclaw/agents/<id>/qmd/sessions/`. Setting only
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`memorySearch.experimental.sessionMemory` does not export transcripts into
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QMD.
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Session hits are still filtered by
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[`tools.sessions.visibility`](/gateway/config-tools#toolssessions). The
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default `tree` visibility does not expose unrelated same-agent sessions. If a
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gateway-dispatched session should be recallable from a separate DM session,
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set `tools.sessions.visibility: "agent"` intentionally.
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## Search scope
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By default, QMD search results are surfaced only in direct sessions (not
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group or channel chats). Configure `memory.qmd.scope` to change this:
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```json5
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{
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memory: {
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qmd: {
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scope: {
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default: "deny",
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rules: [{ action: "allow", match: { chatType: "direct" } }],
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},
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},
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},
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}
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```
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The snippet above is the actual default rule. When scope denies a search,
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OpenClaw logs a warning with the derived channel and chat type so empty
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results are easier to debug.
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## Citations
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When `memory.citations` is `auto` or `on`, search snippets get a
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`Source: <path>#L<line>` (or `#L<start>-L<end>`) footer appended. In `auto`
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mode the footer is added only for direct-chat sessions. Set
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`memory.citations = "off"` to omit the footer while still passing the path to
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the agent internally.
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## When to use
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Choose QMD when you need:
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- Reranking for higher-quality results.
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- To search project docs or notes outside the workspace.
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- To recall past session conversations.
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- Fully local search with no API keys.
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For simpler setups, the [builtin engine](/concepts/memory-builtin) works well
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with no extra dependencies.
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## Troubleshooting
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**QMD not found?** Ensure the binary is on the gateway's `PATH`. If OpenClaw
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runs as a service, create a symlink:
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`sudo ln -s ~/.bun/bin/qmd /usr/local/bin/qmd`.
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If `qmd --version` works in your shell but OpenClaw still reports
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`spawn qmd ENOENT`, the gateway process likely has a different `PATH` than
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your interactive shell. Pin the binary explicitly:
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```json5
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{
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memory: {
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backend: "qmd",
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qmd: {
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command: "/absolute/path/to/qmd",
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},
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},
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}
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```
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Use `command -v qmd` in the environment where QMD is installed, then recheck
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with `openclaw memory status --deep`.
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**First search very slow?** QMD downloads GGUF models on first use. Pre-warm
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with `qmd query "test"` using the same XDG dirs OpenClaw uses.
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**Many QMD subprocesses during search?** Update QMD if possible. OpenClaw
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uses one process for same-source multi-collection searches only when the
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installed QMD advertises support for multiple `-c` filters; otherwise it
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keeps the older per-collection fallback for correctness.
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**BM25-only QMD still trying to build llama.cpp?** Set
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`memory.qmd.searchMode = "search"`. OpenClaw treats that mode as
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lexical-only, skips QMD vector status probes and embedding maintenance, and
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leaves semantic readiness checks to `vsearch` or `query` setups.
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**Search times out?** Increase `memory.qmd.limits.timeoutMs` (default:
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4000ms). Set it higher, for example `120000`, for slower hardware.
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**Empty results in group or channel chats?** This is expected with the
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default `memory.qmd.scope`, which allows only direct sessions. Add an
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`allow` rule for `group` or `channel` chat types if you want QMD results
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there.
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**Root memory search suddenly got too broad?** Restart the gateway or wait
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for the next startup reconciliation. OpenClaw recreates stale managed
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collections back to canonical `MEMORY.md` and `memory/` patterns when it
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detects a same-name conflict.
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**Workspace-visible temp repos causing `ENAMETOOLONG` or broken indexing?**
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QMD traversal follows the underlying QMD scanner rather than OpenClaw's
|
||||
builtin symlink rules. Keep temporary monorepo checkouts under hidden
|
||||
directories like `.tmp/` or outside indexed QMD roots until QMD exposes
|
||||
cycle-safe traversal or explicit exclusion controls.
|
||||
|
||||
## Configuration
|
||||
|
||||
For the full config surface (`memory.qmd.*`), search modes, update intervals,
|
||||
scope rules, and all other knobs, see the
|
||||
[Memory configuration reference](/reference/memory-config).
|
||||
|
||||
## Related
|
||||
|
||||
- [Memory overview](/concepts/memory)
|
||||
- [Builtin memory engine](/concepts/memory-builtin)
|
||||
- [Honcho memory](/concepts/memory-honcho)
|
||||
Reference in New Issue
Block a user