diff --git a/mcp-server/README.md b/mcp-server/README.md new file mode 100644 index 00000000..cbb9d070 --- /dev/null +++ b/mcp-server/README.md @@ -0,0 +1,73 @@ +# 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, 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`](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 (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 + +```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) diff --git a/mcp-server/package-lock.json b/mcp-server/package-lock.json new file mode 100644 index 00000000..e9132e8e --- /dev/null +++ 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Fork of vectorize-io/hindsight.", + "type": "module", + "main": "server.js", + "bin": { + "rcll-mcp": "./server.js" + }, + "scripts": { + "start": "node server.js" + }, + "keywords": [ + "mcp", + "memory", + "rcll", + "hindsight", + "ai-agents", + "multi-agent", + "pgvector", + "long-term-memory", + "self-hosted", + "model-context-protocol" + ], + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "^1.12.1" + } +} diff --git a/mcp-server/server.js b/mcp-server/server.js new file mode 100644 index 00000000..83cb5107 --- /dev/null +++ b/mcp-server/server.js @@ -0,0 +1,341 @@ +#!/usr/bin/env node + +/** + * RCLL — Standalone MCP Server + * (fork of vectorize-io/hindsight; self-hosted shared memory for a team of agents) + * + * Provides 5 memory tools over MCP (stdio transport): + * memory_retain — save memories with room/hall/layer classification + * memory_recall — scoped semantic search + * memory_reflect — deep reasoning over stored memories + * memory_compress — create closet summaries + * memory_bridge — cross-bank tunnels + * + * Connects to the RCLL backend (default: http://127.0.0.1:5100) + * + * Usage: + * RCLL_URL=http://localhost:5100 node server.js + * + * Claude Code config (~/.claude/mcp.json): + * { + * "mcpServers": { + * "rcll": { + * "command": "node", + * "args": ["/path/to/mcp-server/server.js"], + * "env": { "RCLL_URL": "http://localhost:5100" } + * } + * } + * } + */ + +import { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js'; +import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js'; +import { z } from 'zod'; + +// --- Config --- + +// RCLL_* are the current names. The pre-rebrand names are still honored as a +// fallback so an existing install keeps working after `npm update` — each one +// hit prints a deprecation notice on stderr (stdout is the MCP transport). +const LEGACY_ENV = [ + ['RCLL_URL', 'HINDSIGHT_URL'], + ['RCLL_BANK', 'MEMPALACE_BANK'], +]; + +function envWithFallback(current, legacy) { + if (process.env[current]) return process.env[current]; + if (process.env[legacy]) { + console.error(`rcll-mcp: ${legacy} is deprecated — rename it to ${current}.`); + return process.env[legacy]; + } + return undefined; +} + +const RCLL_URL = envWithFallback(...LEGACY_ENV[0]) || 'http://127.0.0.1:5100'; +const RCLL_BASE = `${RCLL_URL}/v1/default/banks`; +// The default bank literal deliberately stays 'mempalace-main': that is the value +// hindsight-mempalace-mcp@1.0.0 shipped with, so anyone who never set the env var is +// already living in that bank. Renaming the default would silently drop them into an +// empty bank on upgrade and read as "the update erased my memory". +// Drop this at the 60-day mark, together with the legacy image alias. +const DEFAULT_BANK = envWithFallback(...LEGACY_ENV[1]) || 'mempalace-main'; + +// --- RCLL HTTP client --- + +async function hindsightRequest(method, path, body = null) { + const url = `${RCLL_BASE}${path}`; + const opts = { + method, + headers: { 'Content-Type': 'application/json' }, + }; + if (body) opts.body = JSON.stringify(body); + + const res = await fetch(url, opts); + const text = await res.text(); + + let data; + try { + data = JSON.parse(text); + } catch { + throw new Error(`RCLL backend returned non-JSON: ${text.slice(0, 200)}`); + } + + if (!res.ok) { + throw new Error(data.detail || `RCLL API error ${res.status}: ${JSON.stringify(data)}`); + } + return data; +} + +// --- MCP Server --- + +const server = new McpServer({ + name: 'rcll', + version: '1.0.0', +}); + +// Tool 1: memory_retain +server.tool( + 'memory_retain', + 'Save a fact, observation, or document to long-term memory with automatic room/hall classification. ' + + 'Rooms: auth, pipeline, schema, infrastructure, ui, api, deployment, monitoring, agent, general. ' + + 'Halls: fact, event, decision, preference, discovery, procedure, warning. ' + + 'Layers: L0=Identity (always loaded), L1=Critical, L2=Session (default), L3=Deep.', + { + text: z.string().describe('The text to memorize — a fact, observation, or document content'), + bank_id: z.string().optional().describe(`Memory bank ID (default: ${DEFAULT_BANK})`), + context: z.string().optional().describe('Context label (e.g. "meeting notes", "client call")'), + document_id: z.string().optional().describe('Document ID to group related facts'), + tags: z.array(z.string()).optional().describe('Tags for categorization'), + room: z.string().optional().describe('Topic room (auto-classified if omitted)'), + hall: z.enum(['fact', 'event', 'decision', 'preference', 'discovery', 'procedure', 'warning']).optional().describe('Knowledge type (auto-classified if omitted)'), + layer: z.enum(['L0', 'L1', 'L2', 'L3']).optional().describe('Priority layer (default: L2)'), + }, + async ({ text, bank_id, context, document_id, tags, room, hall, layer }) => { + const bankId = bank_id || DEFAULT_BANK; + const item = { content: text }; + if (context) item.context = context; + if (document_id) item.document_id = document_id; + if (tags) item.tags = tags; + if (room) item.room = room; + if (hall) item.hall = hall; + if (layer) item.layer = layer; + + const result = await hindsightRequest('POST', `/${bankId}/memories`, { + items: [item], + }); + + const storedIds = (result.items || []).map(i => i.id || i.uuid).filter(Boolean); + + return { + content: [{ + type: 'text', + text: JSON.stringify({ + success: true, + bank_id: bankId, + items_stored: result.items_count || 1, + ids: storedIds.length ? storedIds : null, + room: room || 'auto', + hall: hall || 'auto', + layer: layer || 'L2', + }, null, 2), + }], + }; + } +); + +// Tool 2: memory_recall +server.tool( + 'memory_recall', + 'Search long-term memory for relevant facts. Uses semantic search with optional room/hall scoping ' + + 'for significantly improved retrieval accuracy. Supports layer cascade (L0 results always prioritized).', + { + query: z.string().describe('What to search for in memory'), + bank_id: z.string().optional().describe(`Memory bank ID (default: ${DEFAULT_BANK})`), + limit: z.number().optional().describe('Max results (default: 10)'), + room: z.union([z.string(), z.array(z.string())]).optional().describe('Filter by room(s) — applied before semantic search'), + hall: z.union([z.string(), z.array(z.string())]).optional().describe('Filter by hall(s): fact, event, decision, etc.'), + max_layer: z.enum(['L0', 'L1', 'L2', 'L3']).optional().describe('Max layer depth to search (default: L3 = all)'), + }, + async ({ query, bank_id, limit, room, hall, max_layer }) => { + const bankId = bank_id || DEFAULT_BANK; + + const body = { + query, + limit: limit || 10, + }; + if (room) body.room = Array.isArray(room) ? room : [room]; + if (hall) body.hall = Array.isArray(hall) ? hall : [hall]; + if (max_layer) body.max_layer = max_layer; + + const result = await hindsightRequest('POST', `/${bankId}/memories/recall`, body); + + const memories = (result.results || []).map(r => ({ + id: r.id || r.uuid || null, + text: r.text, + type: r.type, + entities: r.entities, + occurred: r.occurred_start || null, + room: r.room || null, + hall: r.hall || null, + })); + + return { + content: [{ + type: 'text', + text: JSON.stringify({ + success: true, + bank_id: bankId, + count: memories.length, + memories, + }, null, 2), + }], + }; + } +); + +// Tool 3: memory_reflect +server.tool( + 'memory_reflect', + 'Deep reasoning over memory — synthesizes facts, finds patterns, answers complex questions with citations. ' + + 'Use for analysis: "What patterns emerge from recent events?" or "Summarize everything about X."', + { + query: z.string().describe('Question to reason about over stored memories'), + bank_id: z.string().optional().describe(`Memory bank ID (default: ${DEFAULT_BANK})`), + }, + async ({ query, bank_id }) => { + const bankId = bank_id || DEFAULT_BANK; + + const result = await hindsightRequest('POST', `/${bankId}/reflect`, { query }); + + return { + content: [{ + type: 'text', + text: JSON.stringify({ + success: true, + bank_id: bankId, + answer: result.answer || result.response || result.text || JSON.stringify(result), + citations: result.based_on || result.citations || [], + }, null, 2), + }], + }; + } +); + +// Tool 4: memory_compress +server.tool( + 'memory_compress', + 'Create compressed memory summaries (closets) from stored facts. Groups memories by room+hall ' + + 'and creates AI-generated summaries with source pointers. Use when a topic has accumulated many facts.', + { + bank_id: z.string().optional().describe(`Memory bank ID (default: ${DEFAULT_BANK})`), + room: z.string().optional().describe('Topic to compress (e.g. "auth", "pipeline")'), + hall: z.string().optional().describe('Knowledge type to compress (e.g. "fact", "decision")'), + min_sources: z.number().optional().describe('Min memories needed to create a closet (default: 5)'), + query: z.string().optional().describe('Query to guide compression focus'), + }, + async ({ bank_id, room, hall, min_sources, query }) => { + const bankId = bank_id || DEFAULT_BANK; + + const body = {}; + if (room) body.room = room; + if (hall) body.hall = hall; + if (min_sources) body.min_sources = min_sources; + if (query) body.query = query; + + const result = await hindsightRequest('POST', `/${bankId}/closets`, body); + + return { + content: [{ + type: 'text', + text: JSON.stringify({ + success: true, + bank_id: bankId, + closets_created: result.closets_created || 0, + closets: result.closets || [], + }, null, 2), + }], + }; + } +); + +// Tool 5: memory_bridge +server.tool( + 'memory_bridge', + 'Create a cross-bank memory bridge (tunnel) between two related memories in different banks. ' + + 'Relations: same_concept, depends_on, contradicts, extends. Use when concepts in separate banks are related.', + { + source_bank: z.string().describe('Source bank ID'), + source_memory: z.string().describe('UUID of the source memory'), + target_bank: z.string().describe('Target bank ID'), + target_memory: z.string().describe('UUID of the target memory'), + relation: z.enum(['same_concept', 'depends_on', 'contradicts', 'extends']).describe('Relationship type'), + confidence: z.number().min(0).max(1).optional().describe('Confidence score 0.0–1.0 (default: 0.8)'), + }, + async ({ source_bank, source_memory, target_bank, target_memory, relation, confidence }) => { + const body = { + source_bank, + source_memory, + target_bank, + target_memory, + relation, + }; + if (confidence !== undefined) body.confidence = confidence; + + const result = await hindsightRequest('POST', `/${source_bank}/tunnels`, body); + + return { + content: [{ + type: 'text', + text: JSON.stringify({ + success: true, + tunnel: result.tunnel || result, + }, null, 2), + }], + }; + } +); + +// --- Resources --- + +server.resource( + 'memory-config', + 'rcll://config', + async () => ({ + contents: [{ + uri: 'rcll://config', + mimeType: 'application/json', + text: JSON.stringify({ + rcll_url: RCLL_URL, + hindsight_url: RCLL_URL, // legacy alias, drop after 60d + default_bank: DEFAULT_BANK, + rooms: ['auth', 'pipeline', 'schema', 'infrastructure', 'ui', 'api', 'deployment', 'monitoring', 'agent', 'general'], + halls: ['fact', 'event', 'decision', 'preference', 'discovery', 'procedure', 'warning'], + layers: { + L0: 'Identity — always loaded', + L1: 'Critical facts — per-space', + L2: 'Session context — per-conversation (default)', + L3: 'Deep memory — full search only', + }, + }, null, 2), + }], + }) +); + +// --- Start --- + +async function main() { + const transport = new StdioServerTransport(); + await server.connect(transport); + if (!process.env.RCLL_BANK && !process.env.MEMPALACE_BANK) { + console.error( + `rcll-mcp: no bank configured — falling back to the pre-rebrand default '${DEFAULT_BANK}'. ` + + 'Set RCLL_BANK explicitly; this fallback goes away in a future major.' + ); + } + console.error(`rcll-mcp running (backend: ${RCLL_URL}, bank: ${DEFAULT_BANK})`); +} + +main().catch(err => { + console.error('Fatal:', err); + process.exit(1); +}); diff --git a/server.json b/server.json new file mode 100644 index 00000000..898e0987 --- /dev/null +++ b/server.json @@ -0,0 +1,37 @@ +{ + "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json", + "name": "io.github.holetron-lab/rcll", + "title": "RCLL", + "description": "RCLL — team memory for agent fleets. Built on Hindsight (github.com/vectorize-io/hindsight, MIT). Self-hosted shared memory over MCP: rooms, hierarchical L0–L3 depth, pgvector.", + "version": "0.1.0", + "websiteUrl": "https://rcll.ai", + "repository": { + "url": "https://github.com/holetron-lab/rcll", + "source": "github" + }, + "packages": [ + { + "registryType": "npm", + "identifier": "rcll-mcp", + "version": "0.1.0", + "runtimeHint": "npx", + "transport": { + "type": "stdio" + }, + "environmentVariables": [ + { + "name": "RCLL_URL", + "description": "Base URL of the RCLL backend (self-hosted). Defaults to http://127.0.0.1:5100. The pre-rebrand name HINDSIGHT_URL is still read as a fallback.", + "isRequired": false, + "default": "http://127.0.0.1:5100" + }, + { + "name": "RCLL_BANK", + "description": "Default memory bank ID for retain/recall. The pre-rebrand variable MEMPALACE_BANK is still read as a fallback; see mcp-server/README.md.", + "isRequired": false, + "default": "mempalace-main" + } + ] + } + ] +}