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Openclaw Memory

Agent memory with ALMA meta-learning, LLM fact extraction, and full-text search. Observer calls remote LLM APIs (OpenAI/Anthropic/Gemini). ALMA and Indexer w...

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Agent memory with ALMA meta-learning, LLM fact extraction, and full-text search. Observer calls remote LLM APIs (OpenAI/Anthropic/Gemini). ALMA and Indexer w...

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Install for OpenClaw

Quick setup

Download the package from Yavira.
Extract the archive and review SKILL.md first.
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: package.json, pnpm-lock.yaml, README.md, SKILL.md, src/alma.ts, src/db.ts

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.

Download the package from Yavira.
Extract it into a folder your agent can access.
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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run.

Open Send to Agent page Open JSON manifest Open Markdown brief

Trust & source

Release facts

Source: Tencent SkillHub
Verification: Indexed source record
Version: 2.1.0

Provenance

Publisher: arosstale
Source page: View original listing
Canonical URL: Open canonical page

Documentation

ClawHub primary doc Primary doc: SKILL.md 8 sections Open source page

OpenClaw Memory System

Three components for agent memory: ALMA — Evolves memory designs through mutation + evaluation (offline) Observer — Extracts structured facts from conversations via LLM API (requires API key) Indexer — Full-text search over workspace Markdown files (offline)

Environment Variables

Observer requires one of: OPENAI_API_KEY ANTHROPIC_API_KEY Or pass apiKey in config ALMA and Indexer require no keys or network access.

ALMA (Algorithm Learning via Meta-learning Agents)

Proposes memory system designs, evaluates them, keeps the best. Uses gaussian mutation and simulated annealing to explore the design space. alma.propose() → design alma.evaluate(design.id, metrics) → score alma.best() → top design alma.top(5) → leaderboard

Observer

Sends conversation history to an LLM, gets back structured facts: Kind: world fact / biographical / opinion / observation Priority: high / medium / low Entities: mentioned people/places Confidence: 0.0–1.0 for opinions Fails gracefully — returns empty array if LLM is unavailable.

Indexer

Chunks workspace Markdown files and indexes them for search: MEMORY.md — core facts memory/YYYY-MM-DD.md — daily logs bank/entities/*.md — entity summaries bank/opinions.md — beliefs with confidence indexer.index() → count of chunks indexed indexer.search('query') → ranked results indexer.rebuild() → re-index from scratch

Install

npm install @artale/openclaw-memory

Limitations

Indexer uses an in-memory mock database, not real SQLite FTS5. Search works but ranking is simplified. Observer calls remote APIs — not offline. Only ALMA and Indexer work without network. No dashboard — removed in v2 for simplicity.

Source

5 files, 578 lines, 0 runtime dependencies. https://github.com/arosstale/openclaw-memory

Category context

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

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package

2 Docs2 Scripts2 Config

SKILL.md Primary doc
README.md Docs
src/alma.ts Scripts
src/db.ts Scripts
package.json Config
pnpm-lock.yaml Config