Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Tencent SkillHub · AI
BEE Belief Extraction Engine
Install and configure BEE — the Belief Extraction Engine for OpenClaw. Gives agents persistent structured memory across sessions. Auto-extracts beliefs at se...
skill openclawclawhub Free
Install and configure BEE — the Belief Extraction Engine for OpenClaw. Gives agents persistent structured memory across sessions. Auto-extracts beliefs at se...
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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.
Package facts
- Download mode
- Yavira redirect
- Package format
- ZIP package
- Source platform
- Tencent SkillHub
- What's included
- SKILL.md
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. 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
- 0.1.1
Provenance
- Publisher
- vashkartik
- Source page
- View original listing
- Canonical URL
- Open canonical page
Documentation
BEE — Belief Extraction Engine
Give your OpenClaw agents persistent, structured memory across sessions.
What BEE Does
BEE hooks into the OpenClaw lifecycle and: Extracts beliefs at session end via a lightweight LLM call (Haiku by default) Injects recalled context before every agent spawn Scopes by namespace — each agent (VECTOR, FORGE, ORACLE, etc.) has isolated beliefs Deduplicates — cosine similarity check prevents duplicate beliefs (>0.92 → merge) Tracks spawns — monitors subagent budget per session Beliefs live in a SQLite database (vector.db) and persist indefinitely across restarts.
Step 1 — Install the package
From npm (recommended): npm install -g @skysphere-labs/openclaw-bee From GitHub (latest): npm install -g github:skysphere-labs/openclaw-bee
Step 2 — Configure openclaw.json
Add BEE to your extensions in ~/.openclaw/openclaw.json: { "extensions": { "entries": { "bee": { "enabled": true, "config": { "dbPath": "~/.openclaw/workspace/state/vector.db", "agentId": "main", "extractionEnabled": true, "extractionModel": "anthropic/claude-haiku-4-5", "maxCoreBeliefs": 10, "maxActiveBeliefs": 5, "maxRecalledBeliefs": 5 } } } } }
Step 3 — Restart the gateway
openclaw gateway restart BEE will run its database migration on first start and begin capturing beliefs.
Configuration Options
OptionDefaultDescriptiondbPathrequiredPath to your SQLite databaseagentId"main"Namespace for belief scopingextractionEnabledtrueEnable/disable belief extractionextractionModel"anthropic/claude-haiku-4-5"Model used for extraction (cheapest works well)extractionMinConfidence0.55Minimum confidence to store a belief (0-1)maxCoreBeliefs10Core beliefs injected into every sessionmaxActiveBeliefs5Recently active beliefs injectedmaxRecalledBeliefs5Semantically recalled beliefs per querymaxOutputChars2000Max chars of belief context injecteddebugfalseEnable verbose loggingspawnBudgetWarning20Warn when subagent spawns exceed this threshold
Verifying It Works
After restart, ask your agent: "How many beliefs do you have?" Or check directly: sqlite3 ~/.openclaw/workspace/state/vector.db "SELECT COUNT(*) FROM beliefs" You should see beliefs accumulate after sessions complete.
Multi-Agent Setup
For setups with multiple named agents (VECTOR, FORGE, ORACLE, etc.), use different agentId values per agent spawn. BEE scopes beliefs by agentId so each PM has isolated memory.
Source
GitHub: https://github.com/skysphere-labs/openclaw-bee npm: https://www.npmjs.com/package/@skysphere-labs/openclaw-bee Built by Skysphere AI Labs
Category context
Agent frameworks, memory systems, reasoning layers, and model-native orchestration.
Source: Tencent SkillHub
Largest current source with strong distribution and engagement signals.
Package contents
Included in package
1 Docs
- SKILL.md