fleet-memory/mcp-server

RCLL MCP Server

Standalone MCP 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, L0–L3 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 (MIT). It keeps Hindsight's storage engine and adds rooms — shared, isolated memory for a team of agents — plus a hierarchical depth model (L0–L3). 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

cd mcp-server
npm install
RCLL_URL=http://localhost:5100 node server.js

Claude Code

Add to ~/.claude/mcp.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)