Palaia
Your agent forgets everything. Every. Single. Session.
Yesterday's decisions, last week's server IP, that config you spent 20 minutes debugging — gone. Your agent starts over from scratch, makes the same mistakes, asks the same questions.
Palaia gives your agent a memory that actually works. Local. Private. Instant.
Get Started
Tell your agent:
"Install or update the Palaia memory skill from ClawHub to the latest version (even if already present). Read the SKILL.md completely and follow it step by step. Run
palaia init, thenpalaia doctor --fixand resolve all warnings — don't stop until the doctor report is clean. Set up completely."
That's it. Your agent handles everything. You just confirm.
No cloud. No API keys. No database server. Everything stays on your machine.
Why Palaia?
Because the alternatives suck.
Cloud memory services need API keys, internet, and trust. Vector databases need infrastructure. Dumping everything into markdown files works until you have 200 of them and can't find anything.
Palaia runs on your machine, survives crashes (WAL-backed), and finds things by meaning — not just keywords. Search for "due date" and it finds "the deadline is March 15th."
| Palaia | Cloud Memory | Vector DB | Markdown Files | |
|---|---|---|---|---|
| Works offline | Yes | No | No | Yes |
| Semantic search | Yes | Sometimes | Yes | No |
| Survives crashes | Yes | Depends | Depends | No |
| Zero infrastructure | Yes | No | No | Yes |
| Finds things by meaning | Yes | Sometimes | Yes | No |
| Auto-organizes over time | Yes | No | No | No |
Core Concepts
Write, Search, Find
# Save something worth remembering
palaia write "Customer prefers CSV exports over PDF" --tags "preferences"
# Find it weeks later
palaia query "what format does the customer want"
# See what's in active memory
palaia list
Projects
Keep memories organized when juggling multiple tasks:
palaia project create website-redesign --description "Q2 redesign"
palaia project write website-redesign "Homepage must load under 2s"
palaia project query website-redesign "performance targets"
Entry Types
Classify what you store:
palaia write "Always run migrations before deploy" --type process --tags "deploy"
palaia write "Switch to FastAPI decided 2026-03-01" --type memory --tags "decision,adr"
palaia write "Fix login timeout bug" --type task --status open --priority high
Scopes
Control visibility:
private— Only the agent that wrote itteam— All agents in the workspace (default)public— Exportable across workspaces
Smart Tiering
Palaia auto-manages memory over time:
- HOT — Frequently accessed, always in search results
- WARM — Untouched for ~7 days, still searchable
- COLD — Untouched for ~30 days, archived but retrievable
Nothing gets deleted. Old memories fade quietly to the background.
Semantic Search
Palaia finds things by meaning, not just keywords. Available providers:
| Provider | Type | Best for |
|---|---|---|
fastembed | Local | Most systems — lightweight, fast, no GPU needed |
sentence-transformers | Local | GPU systems — heavier but accurate |
openai | Cloud | When you have an API key |
ollama | Local | When you run Ollama already |
bm25 | Built-in | Always works — keyword fallback |
palaia detect # See what's available
palaia config set-chain fastembed bm25 # Set provider priority
palaia warmup # Pre-build search index
Multi-Agent Setup
Multiple agents can share one memory store:
palaia init # Auto-detects agents
palaia write "note" --agent elliot # Attribute to specific agent
palaia write "secret" --scope private # Only visible to the writer
Document Ingestion (RAG)
Index external documents alongside agent memory:
palaia ingest document.pdf --project docs
palaia ingest https://example.com/api.html --project api-docs
palaia query "How does auth work?" --project api-docs --rag
CLI Reference
| Command | What it does |
|---|---|
palaia init | Create a new store |
palaia write "text" | Save a memory |
palaia query "search" | Search by meaning or keywords |
palaia get <id> | Read a specific entry |
palaia list | List entries |
palaia edit <id> | Edit an entry |
palaia status | System health + active providers |
palaia detect | Available embedding providers |
palaia warmup | Pre-build search index |
palaia doctor | Diagnose and fix issues |
palaia skill | Print agent instructions (SKILL.md) |
palaia project * | Manage projects |
palaia memo * | Inter-agent messaging |
palaia ingest | Index documents for RAG |
palaia export/import | Share memories via git |
palaia migrate | Import from other memory systems |
All commands support --json for machine-readable output.
OpenClaw Plugin
Replace OpenClaw's built-in memory with Palaia:
npm install @byte5ai/palaia
Add to your OpenClaw config:
{ "plugins": ["@byte5ai/palaia"] }
Manual Install (without OpenClaw)
pip install "palaia[fastembed]" # or: uv tool install "palaia[fastembed]"
palaia init
palaia doctor --fix
palaia warmup # pre-builds search index — don't skip this
Development
git clone https://github.com/iret77/palaia.git
cd palaia
pip install -e ".[dev]"
pytest
550+ tests. Contributions welcome.
Links
- CHANGELOG — What's new in each version
- ClawHub — Install via agent
- GitHub — Source + Issues
- OpenClaw — The agent platform Palaia is built for
MIT — © 2026 byte5 GmbH
还没有评论。