fleet-memory/mcp-server/README.md
RCLL d2f74c5126 feat(mcp): RCLL MCP server and MCP-registry manifest
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# RCLL MCP Server
Standalone [MCP](https://modelcontextprotocol.io) server that exposes **RCLL** memory tools to any MCP-compatible client (Claude Code, OpenClaw, etc). RCLL is self-hosted, hierarchical **shared** memory for a *team* of AI agents — rooms for per-agent vs shared recall, L0L3 depth, pgvector under the hood.
> RCLL — team memory for agent fleets. Built on Hindsight (github.com/vectorize-io/hindsight, MIT).
RCLL is a fork of [`vectorize-io/hindsight`](https://github.com/vectorize-io/hindsight) (MIT). It keeps Hindsight's storage engine and adds rooms — shared, isolated memory for a team of agents — plus a hierarchical depth model (L0L3). The room/hall/layer taxonomy is prior art in the hierarchical-memory space; the implementation here is our own.
## Tools
| Tool | Description |
|------|-------------|
| `memory_retain` | Save memories with room/hall/layer classification |
| `memory_recall` | Scoped semantic search with room filtering |
| `memory_reflect` | Deep reasoning + synthesis over stored memories |
| `memory_compress` | Create closet summaries from accumulated facts |
| `memory_bridge` | Cross-bank tunnels between related memories |
## Quick Start
```bash
cd mcp-server
npm install
RCLL_URL=http://localhost:5100 node server.js
```
## Claude Code
Add to `~/.claude/mcp.json`:
```json
{
"mcpServers": {
"rcll": {
"command": "npx",
"args": ["-y", "rcll-mcp"],
"env": {
"RCLL_URL": "http://localhost:5100",
"RCLL_BANK": "my-agent-bank"
}
}
}
}
```
## Environment Variables
| Variable | Default | Description |
|----------|---------|-------------|
| `RCLL_URL` | `http://127.0.0.1:5100` | RCLL backend base URL |
| `RCLL_BANK` | `mempalace-main` | Default memory bank ID. The default keeps the pre-rebrand value on purpose, so an install that never set it stays on the same bank after upgrading. Set it explicitly. |
### Deprecated (still read, with a notice on stderr)
Installs created before the rebrand keep working — these are used only when the
`RCLL_*` equivalent is unset, and they will be dropped in a future major.
| Legacy variable | Replaced by |
|-----------------|-------------|
| `HINDSIGHT_URL` | `RCLL_URL` |
| `MEMPALACE_BANK` | `RCLL_BANK` |
## Memory Taxonomy
**Rooms** (topics): auth, pipeline, schema, infrastructure, ui, api, deployment, monitoring, agent, general
**Halls** (knowledge types — the `hall` field): fact, event, decision, preference, discovery, procedure, warning
**Layers** (depth):
- L0 — Surface / identity (always at hand)
- L1 — Critical (recalled by default)
- L2 — Session (default for new memories)
- L3 — Deepest burrow / archive (deep search only, compressed into closets)