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LanceDB Hybrid Search

LanceDB long-term memory plugin with BM25 + vector hybrid search (RRF or linear reranking).

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LanceDB long-term memory plugin with BM25 + vector hybrid search (RRF or linear reranking).

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Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
SKILL.md, plugin/config.ts, plugin/index.ts, plugin/openclaw.plugin.json, plugin/package-lock.json, plugin/package.json

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
1.2.1

Documentation

ClawHub primary doc Primary doc: SKILL.md 6 sections Open source page

LanceDB Hybrid Search (Memory Plugin)

This skill packages a drop-in OpenClaw memory plugin that adds hybrid search to LanceDB memory: Vector search (semantic) BM25 full-text search (exact terms) Configurable reranking: rrf (Reciprocal Rank Fusion, recommended) linear (weighted combination) It is based on (and credits) OpenClaw PR openclaw/openclaw#7636.

What you get

A local plugin (extension) located at: plugin/ β†’ overrides the built-in plugin id memory-lancedb (adds hybrid search) Once enabled, it provides the same tools as the bundled LanceDB memory plugin: memory_store memory_recall memory_forget …but memory_recall/auto-recall/forget now use hybrid search when enabled.

Install / Enable

Ensure the skill folder exists (ClawHub install puts it under your workspace): ~/.openclaw/workspace/skills/memory-lancedb-hybrid/plugin Install the plugin dependencies (once): cd ~/.openclaw/workspace/skills/memory-lancedb-hybrid/plugin npm install --omit=dev Add the plugin to OpenClaw’s plugin load paths. This plugin keeps the id memory-lancedb, so it will override the bundled memory-lancedb extension when discovered via plugins.load.paths (higher precedence than bundled). Edit ~/.openclaw/openclaw.json: { plugins: { load: { // Point at the plugin directory inside this skill paths: ["~/.openclaw/workspace/skills/memory-lancedb-hybrid/plugin"] }, // Ensure the memory slot points at LanceDB memory slots: { memory: "memory-lancedb" }, // Configure LanceDB memory (this override adds the `hybrid` config block) entries: { "memory-lancedb": { enabled: true, config: { embedding: { apiKey: "${OPENAI_API_KEY}", model: "text-embedding-3-small" }, // Optional dbPath: "~/.openclaw/memory/lancedb", // Optional autoCapture: true, autoRecall: true, // Hybrid search options hybrid: { enabled: true, reranker: "rrf" // If using reranker: "linear", you can also set: // vectorWeight: 0.7, // textWeight: 0.3, } } } } } } Restart the Gateway. Hybrid search needs an FTS index on the text column; the plugin will attempt to create it automatically. If FTS setup fails for any reason, the plugin logs a debug message and falls back to vector-only search.

Config reference

All config lives under plugins.entries.memory-lancedb.config. hybrid.enabled (boolean, default true) hybrid.reranker (rrf | linear, default rrf) hybrid.vectorWeight (number 0–1, default 0.7, only used for linear) hybrid.textWeight (number 0–1, default 0.3, only used for linear)

Notes / troubleshooting

This plugin does not modify OpenClaw’s install on disk; it overrides the bundled memory-lancedb at runtime (remove plugins.load.paths to revert). If you already have LanceDB memory data on disk, you can keep using the same dbPath. If you see no hybrid effect, make sure hybrid.enabled is true and that the FTS index was created (check Gateway logs).

Files

plugin/index.ts – plugin implementation (hybrid search) plugin/config.ts – config parsing + UI hints plugin/openclaw.plugin.json – manifest + JSON Schema (used for strict config validation)

Category context

Code helpers, APIs, CLIs, browser automation, testing, and developer operations.

Source: Tencent SkillHub

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Package contents

Included in package
3 Config2 Scripts1 Docs
  • SKILL.md Primary doc
  • plugin/config.ts Scripts
  • plugin/index.ts Scripts
  • plugin/openclaw.plugin.json Config
  • plugin/package-lock.json Config
  • plugin/package.json Config