Software Development & Delivery · Public

memory-lancedb-pro

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI

Skill Runtime Host Workspace Setup Host Permission Boundary

Best fitUsers who want source-backed project understanding before installing it.

Check whether this project matches your task before installing it.

What it can doskill, recipe, host_instruction, eval, preflight

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot4.4k stars

732 forks · 75 contributors

Doramagic.ai Last verification date: 2026-06-26 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-06-26

What is memory-lancedb-pro?

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI
Best fit: Users who want source-backed project understanding before installing it.
Not for: Not for users who want to skip sandbox verification or cannot accept configuration, permission, or maintenance overhead.
Capability added to an AI workflow: skill, recipe, host_instruction, eval, preflight
First safe verification step: Verify the smallest path in an isolated environment and keep a rollback path.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: May increase setup, validation, or first-run risk for the user.
Evidence base: https://github.com/CortexReach/memory-lancedb-pro, https://github.com/CortexReach/memory-lancedb-pro#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forUsers who want source-backed project understanding before installing it.

Match the project to your task before installing it.

Capabilityskill, recipe, host_instruction, eval, preflight

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI

RepositoryCortexReach/memory-lancedb-pro

4.4k stars · 732 forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

Overview, Installation & Plugin Architecture

Related topics: Storage, Embedding & Hybrid Retrieval, Memory Intelligence, Extraction & Lifecycle, Operations, CLI, Tooling & Common Failure Modes

Source: https://github.com/CortexReach/memory-lancedb-pro / Human Manual

Storage, Embedding & Hybrid Retrieval

Related topics: Overview, Installation & Plugin Architecture, Memory Intelligence, Extraction & Lifecycle, Operations, CLI, Tooling & Common Failure Modes

Source: https://github.com/CortexReach/memory-lancedb-pro / Human Manual

Memory Intelligence, Extraction & Lifecycle

Related topics: Overview, Installation & Plugin Architecture, Storage, Embedding & Hybrid Retrieval, Operations, CLI, Tooling & Common Failure Modes

Source: https://github.com/CortexReach/memory-lancedb-pro / Human Manual

Operations, CLI, Tooling & Common Failure Modes

Related topics: Overview, Installation & Plugin Architecture, Storage, Embedding & Hybrid Retrieval, Memory Intelligence, Extraction & Lifecycle

Source: https://github.com/CortexReach/memory-lancedb-pro / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/CortexReach/memory-lancedb-pro, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars4.4k stars

Forks732 forks

Contributors75 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using memory-lancedb-pro with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
[Feature Request] Dreaming support — implement OpenClaw dreaming protoco
github / github_issue
02
"memory-lancedb-pro" does not support dreaming settings
github / github_issue
03
Memory LLM completion lane bypasses the host model catalog (cannot honor
github / github_issue
04
v1.1.0-beta.10 release regressed LanceDB loading on macOS/Linux (Dynamic
github / github_issue
05
Committed dist is stale relative to src: shipped builds miss the process
github / github_issue
06
Solution: Redis Distributed Lock for High Concurrency (extends #643)
github / github_issue
07
Dual-memory hint and rerank cost advisory bypass the CLI-aware logging c
github / github_issue
08
memory-lancedb-pro @ master (post v1.1.0-beta.10): agent_end hook blocke
github / github_issue
09
Memory lost on gateway restart: agent_end hook never fires
github / github_issue
10
#395 — Reflection Items Lack Resolution Mechanism
github / github_issue
11
Bug: Reflection self-triggers in a loop — same session generates 4 near-
github / github_issue
12
ci: smart-extractor-branches.mjs test failing since PR #669 bulkStore re
github / github_issue

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

npm i memory-lancedb-pro@beta

Official start command · https://github.com/CortexReach/memory-lancedb-pro#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual