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Privacy-first: raw chats stay local, only structured summaries go to the cloud.","maintainers":[{"name":"kumihohq","email":"support@kumiho.io"}],"readme":"# @kumiho/openclaw-kumiho\r\n\r\n[![npm version](https://img.shields.io/npm/v/@kumiho/openclaw-kumiho)](https://www.npmjs.com/package/@kumiho/openclaw-kumiho)\r\n[![license](https://img.shields.io/npm/l/@kumiho/openclaw-kumiho)](LICENSE)\r\n\r\nLong-term cognitive memory for [OpenClaw](https://openclaw.ai) agents, powered by [Kumiho.io](https://kumiho.io).\r\n\r\nYour agent forgets everything between sessions. This plugin fixes that — it watches conversations, extracts what matters, and brings it back the next time it's relevant. Raw chats never leave your machine; only structured summaries reach the cloud.\r\n\r\n```text\r\n┌─────────────────────────────────────────────────────────┐\r\n│ OpenClaw Gateway (Node.js)                              │\r\n│                                                         │\r\n│  @kumiho/openclaw-kumiho plugin                         │\r\n│    ├── Auto-Recall / Auto-Capture hooks                 │\r\n│    ├── Idle consolidation timer                         │\r\n│    ├── Dream State scheduler                            │\r\n│    ├── 9 agent tools                                    │\r\n│    └── McpBridge ──stdin/stdout──► kumiho-mcp (Python)  │\r\n│                                       ├── kumiho-memory │\r\n│                                       ├── Redis buffer  │\r\n│                                       ├── LLM summary   │\r\n│                                       └── Neo4j graph   │\r\n└─────────────────────────────────────────────────────────┘\r\n```\r\n\r\n> **Cloud mode** is also available — HTTPS calls to Kumiho Cloud, no Python process needed. See [Configuration](#configuration).\r\n\r\n## Quick Start\r\n\r\n```bash\r\n# 1. Install the plugin\r\nopenclaw plugins install @kumiho/openclaw-kumiho\r\n\r\n# 2. Set up the Python backend and authenticate\r\nnpx --package=@kumiho/openclaw-kumiho kumiho-setup\r\n\r\n# 3. Let kumiho-setup update openclaw.json, or paste the printed snippet\n```\r\n\r\n```json5\r\n{\r\n  \"plugins\": {\r\n    \"entries\": {\r\n      \"openclaw-kumiho\": {\r\n        \"enabled\": true,\r\n        \"config\": { \"userId\": \"your-user-id\" }\r\n      }\r\n    }\r\n  }\r\n}\r\n```\r\n\r\n```bash\r\n# 4. Verify\r\nopenclaw kumiho stats\r\n```\r\n\r\nThat's it. `kumiho-setup` now offers to merge the plugin entry into `~/.openclaw/openclaw.json` automatically. If that file is missing or you skip the merge, it prints the exact `plugins.entries.openclaw-kumiho` block to paste manually. Mode defaults to `\"local\"`, the venv is auto-detected, and Dream State schedule is loaded from `~/.kumiho/preferences.json`.\n\nThe setup wizard now includes GPT-5-sized OpenAI presets for Dream State and Consolidation, plus a custom model entry so you can type host-specific model IDs such as `gpt-5.3-codex-spark`.\n\r\n## Features\r\n\r\n| Feature | Description |\r\n| ------- | ----------- |\r\n| **Auto-Recall** | Relevant memories injected into context before each agent response |\r\n| **Zero-Latency Recall** | Stale-while-revalidate prefetch — recall adds 0ms on turn 2+ |\r\n| **Auto-Capture** | Facts extracted and stored after each agent response |\r\n| **Two-Track Consolidation** | Session flushed to graph on message threshold *or* idle timeout |\r\n| **Creative Memory** | Track creative outputs (docs, code, plans) with full graph lineage |\r\n| **Cross-Channel** | Memories follow the user across WhatsApp, Slack, Telegram, etc. |\r\n| **Privacy-First** | Raw conversations and media stay local; only summaries go to graph DB |\r\n| **PII Redaction** | Emails, phone numbers, SSNs redacted before upload |\r\n| **9 Agent Tools** | Explicit memory operations the AI can invoke |\r\n| **Dream State** | Scheduled memory maintenance and edge discovery |\r\n| **Local Artifacts** | Conversation logs and media stored on your filesystem |\r\n| **Local-first** | Everything runs on your machine — no server to deploy |\r\n\r\n## How It Works\r\n\r\n### Per-Turn Lifecycle\r\n\r\n```text\r\nUser sends message\r\n    │\r\n    ├── before_prompt_build\r\n    │     ├── Cancel idle consolidation timer (user is active)\r\n    │     ├── Consume prefetched recall instantly (0ms) — or wait up to 1.5s on cold start\r\n    │     └── Inject <kumiho_memory> / <kumiho_project> context into prompt\r\n    │\r\n    ├── Agent generates response\r\n    │\r\n    └── agent_end\r\n          ├── Store assistant response to Redis buffer\r\n          ├── Check consolidation threshold (messageCount >= 20) → flush to graph if met\r\n          ├── Start background prefetch for next turn (stale-while-revalidate)\r\n          └── Arm idle consolidation timer (default: 5 min)\r\n```\r\n\r\n### Zero-Latency Recall\r\n\r\nAfter the first turn, memory recall adds **zero milliseconds** to agent startup:\r\n\r\n1. **Turn 1 (cold start):** Recall runs in parallel with working memory storage. Up to 1500ms timeout — the agent starts regardless.\r\n2. **`agent_end`:** While the user reads the response, a background prefetch quietly fetches memories relevant to the current topic.\r\n3. **Turn 2+:** `before_prompt_build` finds the prefetched result ready instantly — no round-trip. A new background prefetch starts for turn 3.\r\n\r\n### Two-Track Consolidation\r\n\r\nWorking memory (Redis) is flushed to long-term graph storage (Neo4j) by whichever track fires first:\r\n\r\n| Track           | Trigger                                            | Default                |\r\n| --------------- | -------------------------------------------------- | ---------------------- |\r\n| **Threshold**   | `messageCount >= consolidationThreshold`           | 20 messages (10 turns) |\r\n| **Idle**        | No activity for `idleConsolidationTimeout` seconds | 300 s (5 min)          |\r\n\r\nThe idle track ensures short sessions (3–5 turns) still get consolidated. Both tracks reset the counter and start a fresh session.\r\n\r\n### Privacy Model\r\n\r\n```text\r\nYOUR DEVICE (OpenClaw)              KUMIHO CLOUD / NEO4J\r\n========================            ========================\r\nRaw chat transcripts     ----X----> (never uploaded)\r\nVoice recordings         ----X----> (never uploaded)\r\nImages / screenshots     ----X----> (never uploaded)\r\n\r\nStructured summaries     ----------> Stored in graph DB\r\nExtracted facts          ----------> Stored in graph DB\r\nTopic classifications    ----------> Stored in graph DB\r\nArtifact pointers        ----------> Stored (paths, not content)\r\n```\r\n\r\n### Cross-Channel Continuity\r\n\r\nSession IDs are user-centric, not channel-specific:\r\n\r\n```text\r\nalice-personal:user-7f3a9b:20260203:001\r\n```\r\n\r\nA user starting on WhatsApp at 9 AM and continuing on Slack at 2 PM seamlessly shares context.\r\n\r\n### Project & Space Auto-Creation\r\n\r\nThe `CognitiveMemory` project (or any name you configure) is automatically created on first use — no manual setup required.\r\n\r\n## Configuration\r\n\r\n### Minimal Config\r\n\r\n```json5\r\n// openclaw.json\r\n{\r\n  \"plugins\": {\r\n    \"entries\": {\r\n      \"openclaw-kumiho\": {\r\n        \"enabled\": true,\r\n        \"config\": {\r\n          \"userId\": \"your-user-id\"\r\n        }\r\n      }\r\n    }\r\n  }\r\n}\r\n```\r\n\r\n### Local Mode — Custom Python Environment\r\n\r\nIf `kumiho-mcp` is in a virtualenv or a non-default Python path:\r\n\r\n```json5\r\n{\r\n  \"plugins\": {\r\n    \"entries\": {\r\n      \"openclaw-kumiho\": {\r\n        \"enabled\": true,\r\n        \"config\": {\r\n          \"userId\": \"your-user-id\",\r\n          \"local\": {\r\n            \"pythonPath\": \"/home/user/.venvs/kumiho/bin/python\",\r\n            \"command\": \"kumiho.mcp_server\"\r\n          }\r\n        }\r\n      }\r\n    }\r\n  }\r\n}\r\n```\r\n\r\n### Cloud Mode\r\n\r\nSkip `kumiho-setup` and use an API key instead:\r\n\r\n```json5\r\n{\r\n  \"plugins\": {\r\n    \"entries\": {\r\n      \"openclaw-kumiho\": {\r\n        \"enabled\": true,\r\n        \"config\": {\r\n          \"mode\": \"cloud\",\r\n          \"apiKey\": \"${KUMIHO_API_TOKEN}\",\r\n          \"userId\": \"your-user-id\"\r\n        }\r\n      }\r\n    }\r\n  }\r\n}\r\n```\r\n\r\n### Environment Variables\r\n\r\n```bash\r\n# Cloud mode\r\nexport KUMIHO_API_TOKEN=\"kh_live_abc123...\"\r\n\r\n# LLM keys — set by OpenClaw during onboarding; forwarded to the Python process automatically\r\n\r\n# Both modes\r\nexport KUMIHO_MEMORY_ARTIFACT_ROOT=\"~/.kumiho/artifacts\"\r\n```\r\n\r\n> **Redis auto-discovery:** In local mode, the Python SDK automatically discovers the Upstash Redis connection through the Kumiho control plane. If discovery fails (e.g. offline), it falls back to the server-side memory proxy. Override with `UPSTASH_REDIS_URL` if needed.\r\n\r\n### Full Configuration Reference\r\n\r\n```json5\r\n{\r\n  \"plugins\": {\r\n    \"entries\": {\r\n      \"openclaw-kumiho\": {\r\n        \"enabled\": true,\r\n        \"config\": {\r\n          // Mode selection\r\n          \"mode\": \"local\",               // \"local\" or \"cloud\"\r\n\r\n          // Cloud mode auth (not needed for local)\r\n          \"apiKey\": \"${KUMIHO_API_TOKEN}\",\r\n          \"endpoint\": \"https://api.kumiho.cloud\",\r\n\r\n          // Project & User\r\n          \"project\": \"CognitiveMemory\",  // Auto-created if missing\r\n          \"userId\": \"your-user-id\",\r\n\r\n          // Automation\r\n          \"autoCapture\": true,           // Extract facts after each turn\r\n          \"autoRecall\": true,            // Inject memories before each turn\r\n          \"localSummarization\": true,    // Summarize locally before upload\r\n\r\n          // Memory behavior\r\n          \"consolidationThreshold\": 20,    // Messages before threshold consolidation\r\n          \"idleConsolidationTimeout\": 300, // Seconds idle before consolidation (0 = off)\r\n          \"sessionTtl\": 3600,              // Working memory TTL (1 hour)\r\n          \"topK\": 5,                       // Max memories per recall\r\n          \"searchThreshold\": 0.3,          // Min similarity score (0–1)\r\n\r\n          // Privacy\r\n          \"piiRedaction\": true,\r\n          \"artifactDir\": \"~/.kumiho/artifacts\",\r\n          \"privacy\": {\r\n            \"uploadSummariesOnly\": true, // Never send raw text\r\n            \"localArtifacts\": true,      // Media stays on device\r\n            \"storeTranscriptions\": true  // Upload voice/image transcriptions\r\n          },\r\n\r\n          // Dream State (auto-loaded from ~/.kumiho/preferences.json if omitted)\r\n          \"dreamStateSchedule\": \"0 3 * * *\",   // Cron — \"off\" to disable\r\n          \"dreamStateModel\": { \"provider\": \"openai\", \"model\": \"gpt-5-mini\" },\n          \"consolidationModel\": { \"provider\": \"openai\", \"model\": \"gpt-5-codex\" },\n\n          // LLM for summarization (optional, uses agent default)\n          \"llm\": {\n            \"provider\": \"openai\",\n            \"model\": \"gpt-5-mini\"\n          },\n\r\n          // Local mode subprocess settings\r\n          \"local\": {\r\n            \"pythonPath\": \"python\",  // Python executable\r\n            \"command\": \"kumiho-mcp\", // CLI entry point or module name\r\n            \"args\": [],              // Extra CLI args\r\n            \"env\": {},               // Extra env vars for the Python process\r\n            \"cwd\": null,             // Working directory\r\n            \"timeout\": 30000         // Request timeout (ms)\r\n          }\r\n        }\r\n      }\r\n    }\r\n  }\r\n}\r\n```\r\n\r\n## Agent Tools\r\n\r\nThe plugin exposes 9 tools the AI can invoke during conversations:\r\n\r\n| Tool | Description |\r\n|------|-------------|\r\n| `memory_search` | Query memories by natural language |\r\n| `memory_store` | Explicitly save a fact, decision, or summary |\r\n| `memory_get` | Retrieve a specific memory by kref |\r\n| `memory_list` | List recent memories |\r\n| `memory_forget` | Delete or deprecate a memory |\r\n| `memory_consolidate` | Trigger session consolidation immediately |\r\n| `memory_dream` | Trigger Dream State maintenance |\r\n| `creative_capture` | Save a creative output (doc, code, plan) with graph lineage |\r\n| `creative_recall` | List creative outputs for a project space |\r\n\r\n### Example Interactions\r\n\r\n```text\r\nUser:  \"Remember that I prefer dark mode in all my editors\"\r\nAgent: calls memory_store → type: \"fact\", content: \"User prefers dark mode...\"\r\n\r\nUser:  \"What do I prefer for my editor theme?\"\r\nAgent: calls memory_search → query: \"editor theme preferences\"\r\n\r\nUser:  \"Save this blog draft to my blog-jan26 project\"\r\nAgent: calls creative_capture → title: \"Blog Draft\", project: \"blog-jan26\", kind: \"document\"\r\n```\r\n\r\n## CLI Commands\r\n\r\n```bash\r\n# Search memories\r\nopenclaw kumiho search \"what languages does the user know\"\r\n\r\n# Show memory stats (mode, session, message count)\r\nopenclaw kumiho stats\r\n\r\n# Manually consolidate current session\r\nopenclaw kumiho consolidate\r\n\r\n# Trigger Dream State maintenance\r\nopenclaw kumiho dream\r\n\r\n# Capture last response as a creative output\r\nopenclaw kumiho capture \"Blog Draft\" my-blog --kind document\r\n\r\n# List creative outputs for a project\r\nopenclaw kumiho project my-blog --query \"drafts\"\r\n```\r\n\r\n## Auto-Reply Commands\r\n\r\nIn any chat channel:\r\n\r\n```text\r\n/memory stats                              # Show memory status\r\n/capture <title> | <project> [| <kind>]   # Capture last response as creative output\r\n```\r\n\r\nExample:\r\n\r\n```text\r\n/capture Blog Draft | my-blog | document\r\n```\r\n\r\nAvailable kinds: `document`, `code`, `design`, `plan`, `analysis`, `other`\r\n\r\n## Programmatic API\r\n\r\nUse Kumiho memory outside the OpenClaw plugin system:\r\n\r\n```typescript\r\nimport { createKumihoMemory } from \"@kumiho/openclaw-kumiho\";\r\n\r\n// Local mode (default) — uses kumiho-mcp Python subprocess\r\nconst memory = createKumihoMemory({ mode: \"local\" });\r\nawait memory.start(); // Spawns Python process + MCP handshake\r\n\r\n// Cloud mode — uses Kumiho Cloud HTTPS API\r\n// const memory = createKumihoMemory({\r\n//   mode: \"cloud\",\r\n//   apiKey: \"kh_live_abc123...\",\r\n// });\r\n\r\n// Both modes share the same API:\r\n\r\n// Recall memories\r\nconst results = await memory.recall(\"user preferences\");\r\n\r\n// Store a fact\r\nawait memory.store(\"User prefers async communication\", {\r\n  type: \"fact\",\r\n  topics: [\"communication\", \"work-style\"],\r\n});\r\n\r\n// Working memory\r\nconst sessionId = await memory.newSession(\"user-1\");\r\nawait memory.addMessage(sessionId, \"user\", \"Hello!\");\r\nawait memory.addMessage(sessionId, \"assistant\", \"Hi there!\");\r\nconst messages = await memory.getMessages(sessionId);\r\n\r\n// Auto-recall/capture hooks\r\nconst recalled = await memory.autoRecallHook(\"What did I say about meetings?\");\r\nconsole.log(recalled.contextInjection);\r\nawait memory.autoCaptureHook(\"You mentioned you prefer async...\");\r\n\r\n// Dream State\r\nconst stats = await memory.dream();\r\nconsole.log(`Deprecated: ${stats.deprecated}, Edges: ${stats.edges_created}`);\r\n\r\n// Clean up — important in local mode to stop the Python process\r\nawait memory.close();\r\n```\r\n\r\n## Troubleshooting\r\n\r\n### `kumiho-mcp` not found / Python process fails to start\r\n\r\nRun the setup wizard to install the Python backend:\r\n\r\n```bash\r\nnpx --package=@kumiho/openclaw-kumiho kumiho-setup\r\n```\r\n\r\nOr install manually into an existing environment:\r\n\r\n```bash\r\npip install \"kumiho[mcp]\" \"kumiho-memory[all]\"\r\npython -c \"from kumiho.mcp_server import main; print('kumiho-mcp OK')\"\r\n```\r\n\r\nIf `kumiho-mcp` is in a virtualenv, point the plugin at it:\n\n```json5\n\"local\": {\n  \"pythonPath\": \"/path/to/venv/bin/python\",\n  \"command\": \"kumiho.mcp_server\"\n}\n```\n\r\n### Plugin not loading / no memory injected\r\n\r\n1. Confirm `enabled: true` is set in `openclaw.json`.\r\n2. Run `openclaw kumiho stats` — if it errors, the service isn't running.\r\n3. Check OpenClaw logs for `Kumiho:` prefixed lines — startup errors are logged there.\r\n4. Confirm `userId` is set; without it no session ID can be generated.\r\n\r\n### Redis / working memory errors\r\n\r\nThe Python SDK discovers the Upstash Redis connection automatically via the Kumiho control plane. If you see Redis errors:\r\n\r\n- Make sure you completed `kumiho-setup` and ran `kumiho-auth login`.\r\n- If you're offline, the SDK falls back to the server-side memory proxy automatically.\r\n- To override: `export UPSTASH_REDIS_URL=\"rediss://...\"` before starting OpenClaw.\r\n\r\n### Dream State not running\r\n\r\n- Verify the schedule in `~/.kumiho/preferences.json` (`dreamState.schedule`) is not `\"off\"`.\r\n- The scheduler arms on plugin start — restart OpenClaw after changing the schedule.\r\n- Test manually: `openclaw kumiho dream` (or call the `memory_dream` tool in chat).\r\n\r\n### Memories not persisting across sessions\r\n\r\nWorking memory (Redis) is flushed to the graph by consolidation. If you end a session abruptly — before 5 minutes of idle time or 20 messages — run:\r\n\r\n```bash\r\nopenclaw kumiho consolidate\r\n```\r\n\r\nOr lower `idleConsolidationTimeout` in your config (e.g. `60` seconds).\r\n\r\n## Comparison with mem0\r\n\r\n| Feature | @kumiho/openclaw-kumiho | @mem0/openclaw-mem0 |\r\n| ------- | ----------------------- | ------------------- |\r\n| Backend | MCP stdio to Python SDK (local) or HTTPS (cloud) | Cloud API or self-hosted (Open-Source Mode) |\r\n| Storage | Graph DB (Neo4j) | Vector DB (24+ options) |\r\n| Privacy | Raw data stays local | Cloud by default; local with Open-Source Mode |\r\n| PII Redaction | Built-in (TypeScript + Python) | Not built-in |\r\n| Cross-channel | Session ID strategy | User ID only |\r\n| Memory types | fact, decision, action, error, summary | Flat memories |\r\n| Recall latency | 0ms on turn 2+ (prefetch) | Per-request |\r\n| Consolidation | Threshold + idle timer | Manual |\r\n| Creative outputs | Full graph lineage tracking | Not available |\r\n| Dream State | Automated maintenance | Not available |\r\n| Tool execution | Tracks successes/failures | Not available |\r\n| Local artifacts | File pointers, never uploaded | Not available |\r\n| Local mode | Python SDK via MCP stdio | Self-hosted (separate deploy) |\r\n\r\n## Development\r\n\r\n```bash\r\nnpm install\r\nnpm run build\r\nnpm run typecheck\r\nnpm test\r\nnpm run dev       # Watch mode\r\n```\r\n\r\n### Python requirements (local mode development)\r\n\r\n```bash\r\n# Recommended: use the setup script\r\nnpm run setup\r\n\r\n# Manual\r\npip install \"kumiho[mcp]\" \"kumiho-memory[all]\"\r\npython -c \"from kumiho.mcp_server import main; print('kumiho-mcp OK')\"\r\n```\r\n\r\n## Related Packages\r\n\r\n- [`kumiho`](https://pypi.org/project/kumiho/) — Core Python SDK\r\n- [`kumiho-memory`](https://pypi.org/project/kumiho-memory/) — Python memory provider (used by local mode)\r\n- [`kumiho-server`](https://github.com/kumihoclouds/kumiho-server) — Rust gRPC server\r\n\r\n## License\r\n\r\nMIT\r\n","readmeFilename":"README.md"}