[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6FPPMSXFW59Z32WMN0MRHVX":3,"skill-same:01M6FPPMSXFW59Z32WMN0MRHVX":120},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":15,"categories":16,"keywords":17,"publishedAt":37,"linkOnly":38,"markdownContent":39,"markdownBody":40,"frontMatter":41,"refName":51,"commitSha":52,"skillDirectory":53,"forksCount":54,"repositoryHtmlUrl":55,"repositoryHomepageUrl":6,"ownerHtmlUrl":56,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":57,"install":58,"resources":71},"01M6FPPMSXFW59Z32WMN0MRHVX","chaos-memory",null,"Hybrid search memory system for AI agents. Manual search and storage - auto-capture is opt-in only.","kbarbel640-del\u002Fskills","kbarbel640-del","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F255315490?v=4","01M6CJPPQGCCESXMG3K7BBGQ5J","01M6CJPPX2PB2BCZERFVM2C2B3",1,"MIT","https:\u002F\u002Fgithub.com\u002Fkbarbel640-del\u002Fskills\u002Fblob\u002Fmain\u002Fskills\u002Fhargabyte\u002Fchaos-mind\u002FSKILL.md",[],[18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36],"chaos memory","memory","chaos","capture","manual","Hybrid Search","memory system","only","auto","install","search memory","github","system","Bash","shell","https","search","storage","ai agents","2026-11-10 10:12:30",false,"---\nname: chaos-memory\ndescription: Hybrid search memory system for AI agents. Manual search and storage - auto-capture is opt-in only.\nhomepage: https:\u002F\u002Fgithub.com\u002Fhargabyte\u002FChaos-mind\nmetadata:\n  {\n    \"openclaw\":\n      {\n        \"emoji\": \"?\",\n        \"install\":\n          [\n            {\n              \"id\": \"chaos-install\",\n              \"kind\": \"shell\",\n              \"command\": \"bash install.sh\",\n              \"label\": \"Install CHAOS Memory\",\n            },\n          ],\n      },\n  }\n---\n\n# CHAOS Memory\n\n**C**ontext-aware **H**ierarchical **A**utonomous **O**bservation **S**ystem\n\nHybrid search memory for AI agents with 4 retrieval signals:\n- **BM25** - Keyword matching\n- **Vector** - Semantic similarity  \n- **Graph** - Relationship bonuses\n- **Heat** - Access patterns + priority\n\n---\n\n## ? For AI Agents: How to Use This Tool\n\n**First time?** Run this to see the complete reference:\n```bash\nchaos-cli --help\n```\n\n**Quick workflow:**\n1. **Before a task:** `chaos-cli search \"keywords\" --mode index --limit 10`\n2. **During a task:** `chaos-cli store \"important fact\" --category decision --priority 0.9`\n3. **After a task:** `chaos-cli list 10`\n\n**Token savings:** Use `--mode index` for 90% token savings (~75 tokens\u002Fresult)\n\n**More help:** Run `chaos help-agents` for the AI-optimized reference guide.\n\n---\n\n## Quick Start\n\nAfter installation, use `chaos-cli`:\n\n```bash\n# Search memories\nchaos-cli search \"pricing decisions\" --limit 5\n\n# Store a memory\nchaos-cli store \"Enterprise tier: $99\u002Fmonth\" --category decision\n\n# List recent\nchaos-cli list 10\n```\n\n---\n\n## Search Memories\n\n**Quick search** (summary mode):\n```bash\nchaos-cli search \"architecture patterns\" --mode summary --limit 5\n```\n\n**Fast scan** (index mode, 90% token savings):\n```bash\nchaos-cli search \"team decisions\" --mode index --limit 10\n```\n\n**Full detail**:\n```bash\nchaos-cli search \"model selection\" --mode full --limit 3\n```\n\n**Modes:**\n| Mode | Tokens\u002FResult | Use Case |\n|------|---------------|----------|\n| index | ~75 | Quick scan, many results |\n| summary | ~250 | Balanced (default) |\n| full | ~750 | Deep dive |\n\n---\n\n## Store Memory\n\n```bash\n# Decision\nchaos-cli store \"Qwen3-1.7B is default model\" --category decision --priority 0.9\n\n# Core fact\nchaos-cli store \"Database runs on port 3307\" --category core --priority 0.7\n\n# Research finding\nchaos-cli store \"43x speedup with think=false\" --category research --priority 0.8\n```\n\n**Categories:** decision, core, semantic, research\n\n**Priority:** 0.0-1.0 (higher = more important)\n\n---\n\n## Get by ID\n\n```bash\nchaos-cli get \u003Cmemory-id>\n```\n\n---\n\n## List Recent\n\n```bash\nchaos-cli list        # Default 10\nchaos-cli list 20     # Show 20\n```\n\n---\n\n## Auto-Capture (Optional - Opt-In Only)\n\n**⚠️ DISABLED BY DEFAULT for privacy.**\n\nTo enable auto-capture:\n\n1. **Review privacy implications** - reads your session transcripts\n2. **Edit config:** `nano ~\u002F.chaos\u002Fconfig\u002Fconsolidator.yaml`\n3. **Set:** `auto_capture.enabled: true`\n4. **Configure paths:** Add your session directories to `auto_capture.sources`\n5. **Install Ollama:** https:\u002F\u002Follama.com (if not already installed)\n6. **Pull model:** `ollama pull qwen3:1.7b`\n7. **Test:** `chaos-consolidator --auto-capture --once`\n\n**What it extracts:** Decisions, facts, insights  \n**What it skips:** Greetings, filler, acknowledgments  \n**Where it runs:** 100% local (your machine, no external APIs)  \n**Speed:** 2.6s per message (~42s per 16-message session)\n\n**Privacy:** Only processes files you explicitly configure. See SECURITY.md for details.\n\n---\n\n## ? Enhanced Capabilities\n\nCHAOS Memory integrates with other tools for deeper intelligence:\n\n### Cortex (cx) - Semantic Code Anchoring\n\n**What it does:** Anchors memories to specific code locations and files\n\n**Why use it:** Memories become context-aware - \"this decision affects Auth.tsx lines 45-67\"\n\n**How it works:**\n- CHAOS detects if `cx` is available at startup\n- Automatically creates semantic links: `memory → code location`\n- Search results include related code snippets\n\n**Install Cortex:**\n```bash\n# Cortex is a separate tool\n# Install from: https:\u002F\u002Fgithub.com\u002Fhargabyte\u002Fcortex\n```\n\n**Example:**\n```bash\n# Without Cortex\nchaos-cli search \"auth flow\"\n→ \"Changed auth to use JWT tokens\"\n\n# With Cortex\nchaos-cli search \"auth flow\"\n→ \"Changed auth to use JWT tokens\"\n→ ? Auth.tsx:45-67, middleware\u002Fauth.js:12\n```\n\n### Beads - Task Relationship Tracking\n\n**What it does:** Links memories to tasks and issues\n\n**Why use it:** Track which memories led to which tasks, decisions to implementations\n\n**How it works:**\n- CHAOS detects if `beads` or `beads-rust` is available\n- Creates bidirectional links: `memory ↔ task`\n- Memories can reference issue IDs automatically\n\n**Install Beads:**\n```bash\n# Beads is a separate task management tool\n# Install from: https:\u002F\u002Fgithub.com\u002Fhargabyte\u002Fbeads\n```\n\n**Example:**\n```bash\n# Store memory with task reference\nchaos-cli store \"Need to refactor auth\" --category decision --task AUTH-123\n\n# Search shows related tasks\nchaos-cli search \"auth refactor\"\n→ \"Need to refactor auth\"\n→ ? Task: AUTH-123 (In Progress)\n```\n\n### Combined Power\n\nWhen **all three tools** work together:\n```bash\nchaos-cli search \"performance optimization\"\n→ Memory: \"Added Redis caching layer\"\n→ ? Code: cache\u002Fredis.js:34-89\n→ ? Task: PERF-042 (Completed)\n→ ? Related: 3 other memories, 2 code files, 1 PR\n```\n\n**Status Detection:**\n- Cortex: Detected automatically on startup (logs `[OPT] Cortex Engine: FOUND`)\n- Beads: Detected automatically on startup (logs `[OPT] Beads Task Manager: FOUND`)\n- View status: Check the startup logs when running `chaos-mcp`\n\n---\n\n## Configuration\n\nDefault config location: `~\u002F.chaos\u002Fconfig\u002Fconsolidator.yaml`\n\n```yaml\n# Auto-capture is DISABLED by default\nauto_capture:\n  enabled: false  # Change to true after configuring paths\n  sources: []     # Add your session paths here\n  \n# Example (uncomment after reviewing):\n# sources:\n#   - ~\u002F.openclaw-*\u002Fagents\u002F*\u002Fsessions\u002F*.jsonl\n\nqwen:\n  model: qwen3:1.7b  # Locked default\n\nchaos:\n  mode: mcp\n  mcp:\n    env:\n      CHAOS_DB_PATH: \"~\u002F.chaos\u002Fdb\"\n```\n\n---\n\n## Environment Variables\n\n| Variable | Default | Description |\n|----------|---------|-------------|\n| `CHAOS_HOME` | `~\u002F.chaos` | Installation directory |\n| `CHAOS_DB_PORT` | `3307` | Database port |\n| `CHAOS_MODEL` | `qwen3:1.7b` | Extraction model |\n\n---\n\n## Requirements\n\n- **Dolt** - Version-controlled database\n- **Ollama** - Local LLM inference (for auto-capture)\n- **Go 1.21+** - To build from source (optional)\n\nThe install script handles dependencies automatically.\n\n---\n\n## Troubleshooting\n\n**Command not found:**\n```bash\nexport PATH=\"$HOME\u002F.chaos\u002Fbin:$PATH\"\n```\n\n**Database error:**\n```bash\ncd ~\u002F.chaos\u002Fdb && dolt sql-server --port 3307 &\n```\n\n**No results:**\n```bash\nchaos-cli list  # Check if memories exist\n```\n\n---\n\n## Security & Privacy\n\n**Data Storage:** All memories stored locally on your machine (`~\u002F.chaos\u002Fdb`)\n- No cloud sync or external transmission\n- Your data never leaves your computer\n- Database is version-controlled (Dolt) for auditability\n\n**Auto-Capture (Opt-In):**\n- **Disabled by default** - you must explicitly enable and configure\n- Requires manual configuration of session paths in `~\u002F.chaos\u002Fconfig.yaml`\n- Only processes files you explicitly specify in `auto_capture.sources`\n- Runs locally using your own Ollama instance (no external API calls)\n\n**Permissions:**\n- Read: Session transcript files (only paths you configure)\n- Write: Local database (`~\u002F.chaos\u002Fdb`)\n- Network: None (all processing is local)\n\n**Control:**\n```bash\n# View what auto-capture will process (dry-run)\nchaos-consolidator --auto-capture --once --dry-run\n\n# Disable auto-capture\n# Edit ~\u002F.chaos\u002Fconfig.yaml:\n# auto_capture:\n#   enabled: false\n\n# Or simply don't configure session paths\n```\n\n**Transparency:**\n- Install script source: Included in repo (`install.sh`)\n- All binaries built via GitHub Actions (reproducible)\n- Database is plain Dolt (inspect with `dolt sql`)\n\n---\n\n## Links\n\n- **GitHub:** https:\u002F\u002Fgithub.com\u002Fhargabyte\u002FChaos-mind\n- **Docs:** https:\u002F\u002Fgithub.com\u002Fhargabyte\u002FChaos-mind\u002Fblob\u002Fmain\u002FREADME.md\n- **Issues:** https:\u002F\u002Fgithub.com\u002Fhargabyte\u002FChaos-mind\u002Fissues\n\n---\n\n*Version 1.0.0 | Created by HSA Team*\n","# CHAOS Memory\n\n**C**ontext-aware **H**ierarchical **A**utonomous **O**bservation **S**ystem\n\nHybrid search memory for AI agents with 4 retrieval signals:\n- **BM25** - Keyword matching\n- **Vector** - Semantic similarity  \n- **Graph** - Relationship bonuses\n- **Heat** - Access patterns + priority\n\n---\n\n## ? For AI Agents: How to Use This Tool\n\n**First time?** Run this to see the complete reference:\n```bash\nchaos-cli --help\n```\n\n**Quick workflow:**\n1. **Before a task:** `chaos-cli search \"keywords\" --mode index --limit 10`\n2. **During a task:** `chaos-cli store \"important fact\" --category decision --priority 0.9`\n3. **After a task:** `chaos-cli list 10`\n\n**Token savings:** Use `--mode index` for 90% token savings (~75 tokens\u002Fresult)\n\n**More help:** Run `chaos help-agents` for the AI-optimized reference guide.\n\n---\n\n## Quick Start\n\nAfter installation, use `chaos-cli`:\n\n```bash\n# Search memories\nchaos-cli search \"pricing decisions\" --limit 5\n\n# Store a memory\nchaos-cli store \"Enterprise tier: $99\u002Fmonth\" --category decision\n\n# List recent\nchaos-cli list 10\n```\n\n---\n\n## Search Memories\n\n**Quick search** (summary mode):\n```bash\nchaos-cli search \"architecture patterns\" --mode summary --limit 5\n```\n\n**Fast scan** (index mode, 90% token savings):\n```bash\nchaos-cli search \"team decisions\" --mode index --limit 10\n```\n\n**Full detail**:\n```bash\nchaos-cli search \"model selection\" --mode full --limit 3\n```\n\n**Modes:**\n| Mode | Tokens\u002FResult | Use Case |\n|------|---------------|----------|\n| index | ~75 | Quick scan, many results |\n| summary | ~250 | Balanced (default) |\n| full | ~750 | Deep dive |\n\n---\n\n## Store Memory\n\n```bash\n# Decision\nchaos-cli store \"Qwen3-1.7B is default model\" --category decision --priority 0.9\n\n# Core fact\nchaos-cli store \"Database runs on port 3307\" --category core --priority 0.7\n\n# Research finding\nchaos-cli store \"43x speedup with think=false\" --category research --priority 0.8\n```\n\n**Categories:** decision, core, semantic, research\n\n**Priority:** 0.0-1.0 (higher = more important)\n\n---\n\n## Get by ID\n\n```bash\nchaos-cli get \u003Cmemory-id>\n```\n\n---\n\n## List Recent\n\n```bash\nchaos-cli list        # Default 10\nchaos-cli list 20     # Show 20\n```\n\n---\n\n## Auto-Capture (Optional - Opt-In Only)\n\n**⚠️ DISABLED BY DEFAULT for privacy.**\n\nTo enable auto-capture:\n\n1. **Review privacy implications** - reads your session transcripts\n2. **Edit config:** `nano ~\u002F.chaos\u002Fconfig\u002Fconsolidator.yaml`\n3. **Set:** `auto_capture.enabled: true`\n4. **Configure paths:** Add your session directories to `auto_capture.sources`\n5. **Install Ollama:** https:\u002F\u002Follama.com (if not already installed)\n6. **Pull model:** `ollama pull qwen3:1.7b`\n7. **Test:** `chaos-consolidator --auto-capture --once`\n\n**What it extracts:** Decisions, facts, insights  \n**What it skips:** Greetings, filler, acknowledgments  \n**Where it runs:** 100% local (your machine, no external APIs)  \n**Speed:** 2.6s per message (~42s per 16-message session)\n\n**Privacy:** Only processes files you explicitly configure. See SECURITY.md for details.\n\n---\n\n## ? Enhanced Capabilities\n\nCHAOS Memory integrates with other tools for deeper intelligence:\n\n### Cortex (cx) - Semantic Code Anchoring\n\n**What it does:** Anchors memories to specific code locations and files\n\n**Why use it:** Memories become context-aware - \"this decision affects Auth.tsx lines 45-67\"\n\n**How it works:**\n- CHAOS detects if `cx` is available at startup\n- Automatically creates semantic links: `memory → code location`\n- Search results include related code snippets\n\n**Install Cortex:**\n```bash\n# Cortex is a separate tool\n# Install from: https:\u002F\u002Fgithub.com\u002Fhargabyte\u002Fcortex\n```\n\n**Example:**\n```bash\n# Without Cortex\nchaos-cli search \"auth flow\"\n→ \"Changed auth to use JWT tokens\"\n\n# With Cortex\nchaos-cli search \"auth flow\"\n→ \"Changed auth to use JWT tokens\"\n→ ? Auth.tsx:45-67, middleware\u002Fauth.js:12\n```\n\n### Beads - Task Relationship Tracking\n\n**What it does:** Links memories to tasks and issues\n\n**Why use it:** Track which memories led to which tasks, decisions to implementations\n\n**How it works:**\n- CHAOS detects if `beads` or `beads-rust` is available\n- Creates bidirectional links: `memory ↔ task`\n- Memories can reference issue IDs automatically\n\n**Install Beads:**\n```bash\n# Beads is a separate task management tool\n# Install from: https:\u002F\u002Fgithub.com\u002Fhargabyte\u002Fbeads\n```\n\n**Example:**\n```bash\n# Store memory with task reference\nchaos-cli store \"Need to refactor auth\" --category decision --task AUTH-123\n\n# Search shows related tasks\nchaos-cli search \"auth refactor\"\n→ \"Need to refactor auth\"\n→ ? Task: AUTH-123 (In Progress)\n```\n\n### Combined Power\n\nWhen **all three tools** work together:\n```bash\nchaos-cli search \"performance optimization\"\n→ Memory: \"Added Redis caching layer\"\n→ ? Code: cache\u002Fredis.js:34-89\n→ ? Task: PERF-042 (Completed)\n→ ? Related: 3 other memories, 2 code files, 1 PR\n```\n\n**Status Detection:**\n- Cortex: Detected automatically on startup (logs `[OPT] Cortex Engine: FOUND`)\n- Beads: Detected automatically on startup (logs `[OPT] Beads Task Manager: FOUND`)\n- View status: Check the startup logs when running `chaos-mcp`\n\n---\n\n## Configuration\n\nDefault config location: `~\u002F.chaos\u002Fconfig\u002Fconsolidator.yaml`\n\n```yaml\n# Auto-capture is DISABLED by default\nauto_capture:\n  enabled: false  # Change to true after configuring paths\n  sources: []     # Add your session paths here\n  \n# Example (uncomment after reviewing):\n# sources:\n#   - ~\u002F.openclaw-*\u002Fagents\u002F*\u002Fsessions\u002F*.jsonl\n\nqwen:\n  model: qwen3:1.7b  # Locked default\n\nchaos:\n  mode: mcp\n  mcp:\n    env:\n      CHAOS_DB_PATH: \"~\u002F.chaos\u002Fdb\"\n```\n\n---\n\n## Environment Variables\n\n| Variable | Default | Description |\n|----------|---------|-------------|\n| `CHAOS_HOME` | `~\u002F.chaos` | Installation directory |\n| `CHAOS_DB_PORT` | `3307` | Database port |\n| `CHAOS_MODEL` | `qwen3:1.7b` | Extraction model |\n\n---\n\n## Requirements\n\n- **Dolt** - Version-controlled database\n- **Ollama** - Local LLM inference (for auto-capture)\n- **Go 1.21+** - To build from source (optional)\n\nThe install script handles dependencies automatically.\n\n---\n\n## Troubleshooting\n\n**Command not found:**\n```bash\nexport PATH=\"$HOME\u002F.chaos\u002Fbin:$PATH\"\n```\n\n**Database error:**\n```bash\ncd ~\u002F.chaos\u002Fdb && dolt sql-server --port 3307 &\n```\n\n**No results:**\n```bash\nchaos-cli list  # Check if memories exist\n```\n\n---\n\n## Security & Privacy\n\n**Data Storage:** All memories stored locally on your machine (`~\u002F.chaos\u002Fdb`)\n- No cloud sync or external transmission\n- Your data never leaves your computer\n- Database is version-controlled (Dolt) for auditability\n\n**Auto-Capture (Opt-In):**\n- **Disabled by default** - you must explicitly enable and configure\n- Requires manual configuration of session paths in `~\u002F.chaos\u002Fconfig.yaml`\n- Only processes files you explicitly specify in `auto_capture.sources`\n- Runs locally using your own Ollama instance (no external API calls)\n\n**Permissions:**\n- Read: Session transcript files (only paths you configure)\n- Write: Local database (`~\u002F.chaos\u002Fdb`)\n- Network: None (all processing is local)\n\n**Control:**\n```bash\n# View what auto-capture will process (dry-run)\nchaos-consolidator --auto-capture --once --dry-run\n\n# Disable auto-capture\n# Edit ~\u002F.chaos\u002Fconfig.yaml:\n# auto_capture:\n#   enabled: false\n\n# Or simply don't configure session paths\n```\n\n**Transparency:**\n- Install script source: Included in repo (`install.sh`)\n- All binaries built via GitHub Actions (reproducible)\n- Database is plain Dolt (inspect with `dolt sql`)\n\n---\n\n## Links\n\n- **GitHub:** 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