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Works with

Claude CodeClaude DesktopCursorVS CodeClineCodex CLIOpenClaw+ any MCP client

Install to Claude Code

This server doesn't publish a one-line install command. Follow the setup in the source repository.

Summary

Shared memory across devices, sessions, and agents for OpenClaw, Claude Code, and Codex.

README.md

Engrm

![License: FSL-1.1-ALv2](./LICENSE) ![Node.js](https://nodejs.org) ![TypeScript](https://www.typescriptlang.org/) ![MCP Compatible](https://modelcontextprotocol.io)

The only AI memory that syncs across devices and agents.

Cross-device persistent memory for OpenClaw, Claude Code, Codex, and any MCP-compatible agent. Start free with 2 devices.

Get StartedDocumentationBlog

---

Why Engrm?

  • Cross-device sync — Fix a bug on your laptop, continue on your desktop. No other memory tool does this.
  • Cross-agent compatible — Works with OpenClaw, Claude Code, Codex, Cursor, Windsurf, Cline, Zed
  • Free tier — 2 devices, 5,000 observations, full sync. £0 forever.
  • Offline-first — Local SQLite + sqlite-vec. <50ms search. Works on a plane.
  • Delivery Review — Compare what was promised vs what shipped
  • Sentinel — Real-time code audit before changes land
  • Team memory — Share insights across your whole team (Team plan)

---

vs Other Memory Tools

| Feature | Engrm Free | Supermemory Pro | mem0 | |---------|------------|-----------------|------| | Cost | £0 | $20/mo | ~$2/mo + usage | | Cross-device | ✅ 2 devices | ❌ Single device | ❌ Single device | | OpenClaw plugin | ✅ Native | ✅ (Pro required) | ✅ (usage costs) | | Works with Claude/Codex | ✅ | ❌ | ❌ | | Delivery Review | ✅ | ❌ | ❌ | | Sentinel | ✅ (Vibe+) | ❌ | ❌ |

Read the full comparison →

---

Installation

For OpenClaw Users

# 1. Install the plugin
openclaw plugins install engrm-openclaw-plugin

# 2. Restart OpenClaw
# Quit and reopen, or restart gateway

# 3. Connect Engrm in chat
/engrm connect

# 4. Verify
/engrm status

What works:

  • ✅ Session startup memory injection
  • ✅ Automatic session capture
  • ✅ Cross-device sync (unique to Engrm)
  • /engrm slash commands
  • ✅ Sentinel advisory mode (Vibe+ plans)

Blog: Engrm Now Supports OpenClaw →

For Claude Code / Codex

npx engrm init

This auto-configures MCP servers and hooks in ~/.claude.json and ~/.codex/config.toml.

Alternative methods: ```bash

From a provisioning token (shown on engrm.dev after signup)

npx engrm init --token=cmt_your_token

Self-hosted Candengo Vector

npx engrm init --url=https://vector.internal.company.com

Manual setup (air-gapped environments)

npx engrm init --manual ```

For npm users, Engrm runs on Node.js 18+ and does not require Bun to be installed.

---

How It Works

Background Operation

Engrm works automatically:

  • Session start — injects relevant project memory into context
  • While you work — captures observations from tool use where the agent exposes that hook surface
  • Session end — generates a session digest, syncs to cloud, and turns recent work into a denser project brief
━━━ Engrm Session Summary ━━━

📋 Request: Fix the OAuth redirect validation
🔍 Investigated: redirect_uri handling in auth.py
💡 Learned: scheme + host + port must all match registered URIs
✅ Completed: Stricter redirect_uri validation (auth.py)

🟢 Risk: Low (0.12)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Check Status

npx engrm status
Engrm Status

  User:        david
  Email:       david@example.com
  Device:      macbook-a1b2c3d4
  Plan:        Pro (£9.99/mo)
  Candengo:    https://www.candengo.com
  MCP server:  registered
  Codex MCP:   registered
  Hooks:       registered (6 hooks)
  Codex hooks: registered (2 hooks)

  Observations:    1,247 active
  By type:         change: 412, discovery: 289, bugfix: 187, ...
  Sentinel:        enabled (advisory, 142/200 today)
  Sync:            push 2m ago, pull 5m ago
  Security:        3 findings (1 high, 2 medium)

Architecture

Claude Code session: `` │ ├─ SessionStart hook ──→ inject relevant memory into context │ ├─ PreToolUse hook ────→ Sentinel audits Edit/Write (optional) │ ├─ PostToolUse hook ───→ extract observations from tool results │ ├─ PreCompact hook ────→ re-inject memory before context compression │ ├─ ElicitationResult ──→ capture MCP form submissions │ └─ Stop hook ──────────→ session digest + sync + summary │ ▼ Local SQLite (FTS5 + sqlite-vec) │ ▼ (sync every 30s) Candengo Vector (cloud) │ ▼ Available on all your devices + team members ``

Codex session: `` │ ├─ SessionStart hook ──→ inject relevant memory into context │ ├─ MCP tools ──────────→ search, save, inspect, message, stats │ └─ Stop hook ──────────→ session digest + sync + summary ``

Agent Capability Matrix

| Capability | Claude Code | Codex | OpenClaw | |-----------|-------------|-------|----------| | MCP server tools | ✓ | ✓ | Via skills / MCP | | Session-start context injection | ✓ | ✓ | Via skill-guided workflow | | Stop/session summary hook | ✓ | ✓ | Via skill-guided workflow | | Per-tool automatic capture | ✓ | Partial via MCP/manual flows only | Manual / skill-guided | | Pre-write Sentinel hook | ✓ | Not yet exposed by Codex public hooks | Not exposed | | Pre-compact reinjection | ✓ | Not exposed | Not exposed | | ElicitationResult capture | ✓ | Not exposed | Not exposed |

See AGENT_SUPPORT.md for detailed comparison.

---

Features

MCP Tools

The MCP server exposes tools that supported agents can call directly:

| Tool | Purpose | |------|---------| | search | Find relevant observations from memory (hybrid FTS5 + vector) | | timeline | Chronological context around an observation | | get_observations | Fetch full details by ID | | save_observation | Manually save something worth remembering | | install_pack | Load a curated knowledge pack for your stack | | send_message | Leave a cross-device or team note | | recent_activity | Inspect what Engrm captured most recently | | memory_stats | View high-level capture and sync health |

Observation Types

| Type | What it captures | |------|------------------| | discovery | Learning about existing systems or codebases | | bugfix | Something was broken, now fixed | | decision | Architectural or design choice with rationale | | change | Meaningful modification (feature, config, docs) | | feature | New capability or functionality | | refactor | Code restructured without behavior change | | pattern | Recurring issue or technique | | digest | Session summary (auto-generated) |

Hybrid Search

Local FTS5 + sqlite-vec (all-MiniLM-L6-v2, 384 dims) combined with Candengo Vector's BGE-M3 semantic search. Results merged via Reciprocal Rank Fusion.

Sentinel

LLM-powered review of every Edit/Write before it executes. Catches security issues, anti-patterns, and drift from team decisions.

⚠️ Sentinel: SQL query uses string concatenation instead of parameterized query
   Rule: sql-injection
   (Advisory mode — change allowed)

Built-in rule packs: security, auth, api, react, database.

npx engrm sentinel init-rules  # Install all rule packs
npx engrm sentinel rules        # List available packs

Knowledge Packs

Pre-loaded knowledge for your tech stack. Detected automatically on session start.

Available: typescript-patterns, nextjs-patterns, node-security, python-django, react-gotchas, api-best-practices, web-security

npx engrm install-pack typescript-patterns

Secret Scrubbing

Multi-layer regex scanning for API keys, passwords, tokens, and credentials. Sensitive content is redacted before storage and sync. Custom patterns configurable in ~/.engrm/settings.json.

Retention & Aging

Observations age gracefully: active (30 days, full weight) → aging (0.7x search weight) → archived (compacted into digests) → purged (after 12 months). Pinned observations never age.

---

Pricing

Free tier stays free forever. No bait-and-switch.

Start with 2 devices and 5,000 observations. Upgrade when you need more.

| | Free | Vibe | Pro | Team | |---|------|------|-----|------| | Price | £0 | £5.99/mo | £9.99/mo | £12.99/seat/mo | | Observations | 5,000 | 25,000 | 100,000 | Unlimited | | Devices | 2 | 3 | 5 | Unlimited | | Cloud sync | ✓ | ✓ | ✓ | ✓ | | Sentinel | — | Advisory (50/day) | Advisory (200/day) | Blocking (unlimited) | | Retention | 30 days | 90 days | 1 year | Unlimited | | Team namespace | — | — | — | ✓ |

Sign up at engrm.dev.

---

Self-Hosted

Point Engrm at your own Candengo Vector instance:

npx engrm init --url=https://vector.internal.company.com --token=cmt_...

Candengo Vector provides the backend: BGE-M3 hybrid search, multi-tenant namespaces, and team sync. See the Candengo docs for deployment.

---

Configuration

~/.engrm/settings.json

Created by engrm init. Contains API credentials, sync settings, search preferences, secret scrubbing patterns, and Sentinel configuration.

.engrm-project.json

Place in your project root to override project identity for non-git projects:

{
  "project_id": "internal/design-system",
  "name": "Design System"
}

Agent Auto-Registration

Engrm auto-registers in:

  • ~/.claude.json — MCP server (engrm)
  • ~/.claude/settings.json — 6 lifecycle hooks
  • ~/.codex/config.toml — MCP server (engrm) + codex_hooks feature flag
  • ~/.codex/hooks.json — SessionStart and Stop hooks

---

Technical Stack

  • Runtime: TypeScript, runs on Bun (dev) or Node.js 18+ (npm)
  • Local storage: SQLite via better-sqlite3, FTS5 full-text search, sqlite-vec for embeddings
  • Embeddings: all-MiniLM-L6-v2 via @xenova/transformers (384 dims, ~23MB)
  • Remote backend: Candengo Vector (BGE-M3, Qdrant, hybrid dense+sparse search)
  • MCP: @modelcontextprotocol/sdk (stdio transport)
  • AI extraction: @anthropic-ai/claude-agent-sdk (optional, for richer observations)

---

License

FSL-1.1-ALv2 (Functional Source License) — part of the Fair Source movement.

  • ✅ Free to use, modify, and self-host
  • ❌ You cannot offer this as a competing hosted service
  • ✅ Each version converts to Apache 2.0 after 2 years
  • ⚠️ Sentinel is a separate proprietary product

See LICENSE for full terms.

---

Documentation

Maintainers: run node scripts/check-public-docs.mjs to verify the repo only contains the approved public docs set at the root.

---

Resources

Community

---

Found this useful? ⭐ Star this repo to help other developers discover Engrm.

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Built by the Engrm team, powered by Candengo Vector.

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