Awesome thank you!

Result from terminal

{"output": "The 'chroma' vector store does not support keyword search. Hybrid (BM25) scoring will be disabled and search will use semantic similarity only. To enable hybrid search, switch to a store with keyword_search support (e.g. qdrant, elasticsearch, pgvector).\r\n[PostHog] Multiple active PostHog clients detected for the same project API key and host. Reuse one Posthog instance per app or process when possible to avoid competing background queues and missed shutdown flushes. Multiple clients are supported when intentional.\r\n{\"status\": \"ok\", \"command\": \"list\", \"count\": 1, \"data\": [{\"id\": \"4f25309a-9261-432c-9ec2-10064db758f6\", \"memory\": \"User's Bezalel is connected to the Hermes default profile and prefers its granted capability domains over overlapping providers.\", \"metadata\": null}]}", "exit_code": 0, "error": null, "cwd": "C:\\Users\\josh.strohm\\code\\mem0"}

[Subdirectory context discovered: code\mem0\AGENTS.md]
# AGENTS.md

This file provides context for AI coding assistants (Claude Code, Cursor, GitHub Copilot, Codex, etc.) working with the Mem0 repository.

## Project Overview

**Mem0** ("mem-zero") is an intelligent memory layer for AI agents and assistants. It provides persistent, personalized memory via both a hosted platform API and self-hosted open-source SDKs.

- **Repository**: https://github.com/mem0ai/mem0
- **Documentation**: https://docs.mem0.ai
- **License**: Apache-2.0

## Repository Structure

This is a **polyglot monorepo** containing Python and TypeScript packages, CLIs, servers, plugins, and documentation.

### Key Directories

| Directory | Description |
|-----------|-------------|
| `mem0/` | Core Python SDK (`mem0ai` on PyPI) — memory, LLMs, embeddings, vector stores, graphs, rerankers |
| `mem0-ts/` | TypeScript SDK (`mem0ai` on npm) — client + OSS memory |
| `cli/python/` | Python CLI (`mem0-cli` on PyPI) — Typer-based, entry point `mem0` |
| `cli/node/` | Node CLI (`@mem0/cli` on npm) — Commander-based, entry point `mem0` |
| `integrations/` | **Agent & editor integrations**, one directory per integration (see "Adding a New Integration") |
| `integrations/mem0-plugin/` | AI editor plugins (Claude Code, Cursor, Codex) — MCP server connection, lifecycle hooks, skills. Contains nested `.opencode-plugin/` (`@mem0/opencode-plugin`) |
| `integrations/openclaw/` | `@mem0/openclaw-mem0` — OpenClaw plugin for Claude Code / AI editors |
| `integrations/pi-agent-plugin/` | `@mem0/pi-agent-plugin` — Pi Agent plugin |
| `integrations/vercel-ai-sdk/` | `@mem0/vercel-ai-provider` — Vercel AI SDK memory provider |
| `integrations/n8n-nodes-mem0/` | `@mem0/n8n-nodes-mem0` — n8n community node; add / search / get / update / delete memories |
| `integrations/zapier-mem0/` | `@mem0/zapier` — Zapier Platform CLI app (deploys to Zapier, not npm); add / search / get / delete memories |
| `server/` | FastAPI REST server for self-hosted Mem0 (Docker: FastAPI + PostgreSQL/pgvector + Neo4j) |
| `skills/` | Claude Code skill definitions. Reference skills (SDK knowledge, always-on): `mem0/`, `mem0-cli/`, `mem0-vercel-ai-sdk/`. Pipeline skills (run on demand): `mem0-integrate/`, `[SECRET-REMOVED]/`, `[SECRET-REMOVED]/` |
| `docs/` | Documentation site (Mintlify) |
| `tests/` | Python SDK tests (pytest) |
| `evaluation/` | Submodule → [`mem0ai/memory-benchmarks`](https://github.com/mem0ai/memory-benchmarks) — benchmarking (LOCOMO, LongMemEval, BEAM) lives in that repo |
| `examples/` | Sample projects & runnable demos — apps, Chrome extension, multi-agent patterns, and Jupyter notebooks (`notebooks/`) |
| `pr-reviews/` | Pull request review materials |
| `scripts/` | Repo-wide utility scripts (e.g., `check-llms-txt-coverage.py` for docs/llms.txt sync) |

### Core Package Dependencies

```
mem0 (Python SDK)          mem0-ts (TypeScript SDK)
├── mem0/memory/           ├── src/client/        (MemoryClient — hosted)
├── mem0/llms/             └── src/oss/           (Memory — self-hosted)
├── mem0/embeddings/           ├── src/llms/
├── mem0/vector_stores/        ├── src/embeddings/
├── mem0/graphs/               ├── src/vector_stores/
└── mem0/reranker/             └── src/graphs/

cli/python/ ──▶ mem0ai (optional, for OSS mode)
cli/node/   ──▶ mem0ai (npm, for API calls)
integrations/vercel-ai-sdk/ ──▶ ai, @ai-sdk/* providers
integrations/openclaw/ ──▶ mem0ai (npm)
```

## Development Setup

### Requirements

- **Python**: 3.9+ (3.10+ for CLI)
- **Node.js**: v18+ (v20 or v22 recommended)
- **pnpm**: v10+ (`npm install -g pnpm@10`) — used for all TypeScript packages
- **Hatch**: Python build/environment tool (`pip install hatch`)
- **Docker**: Required for `server/` development

### Initial Setup

```bash
# Python SDK
hatch shell dev_py_3_11           # creates environment with all deps
pre-commit install                # install git hooks

# TypeScript packages
cd mem0-ts && pnpm install        # TS SDK
cd cli/node && pnpm install       # Node CLI
cd integrations/vercel-ai-sdk && pnpm install  # Vercel AI provider
cd integrations/openclaw && pnpm install       # OpenClaw plugin
```

## Build, Lint, and Test Commands

### Python SDK (`mem0/`)

```bash
# Environment setup (uses Hatch)
hatch shell dev_py_3_11           # or dev_py_3_9, dev_py_3_10, dev_py_3_12

# Linting and formatting
make lint                          # ruff check
make format                        # ruff format
make sort                          # isort mem0/

# Tests
make test                          # pytest tests/
make test-py-3.9                   # test specific Python version (3.9–3.12)

# Build and publish
make build                         # hatch build
make publish                       # hatch publish
```

- **Python:** 3.9, 3.10, 3.11, 3.12
- **Linter/formatter:** Ruff (line length **120**)
- **Import sorting:** isort (`profile = "black"`)
- **Test framework:** pytest (with pytest-mock, pytest-asyncio)
- **Pre-commit hooks:** ruff + isort — run `pre-commit install` before committing

### TypeScript SDK (`mem0-ts/`)

```bash
cd mem0-ts
pnpm install
pnpm run build                     # tsup
pnpm run test                      # jest (all tests)
pnpm run test:unit                 # jest --coverage (unit tests only)
pnpm run test:integration          # jest (integration tests, needs MEM0_API_KEY)
pnpm run test:ci                   # jest --coverage --ci (CI mode)
pnpm run test:watch                # jest watch mode
```

- **Node:** 20, 22 (CI-tested)
- **Build:** tsup (CJS + ESM)
- **Test:** jest
- **Formatter:** prettier

### Python CLI (`cli/python/`)

```bash
cd cli/python
pip install -e ".[dev]"            # dev install with ruff + pytest
ruff check .                       # lint
ruff format .                      # format
pytest                             # test
hatch build                        # build
```

- **Python:** 3.10+ (not 3.9)
- **Linter/formatter:** Ruff (line length **100** — different from root SDK)
- **Ruff rules:** E, F, I, W, UP, B, SIM, RUF (ignores E501, B008 for Typer patterns, SIM108)
- **Framework:** Typer + Rich + httpx
- **Entry point:** `mem0 = "mem0_cli.app:main"`
- **Source layout:** `src/mem0_cli/`
- **Optional dependency:** `mem0ai` (for OSS mode, via `[oss]` extra)

### Node CLI (`cli/node/`)

```bash
cd cli/node
pnpm install
pnpm run build                     # tsup
pnpm run lint                      # biome check src/
pnpm run lint:fix                  # biome check --write src/
pnpm run typecheck                 # tsc --noEmit
pnpm run test                      # vitest run
pnpm run test:watch                # vitest (watch mode)
pnpm run dev                       # tsx src/index.ts (development)
```

- **Node:** 18+ required
- **Build:** tsup (ESM)
- **Linter:** Biome (not ESLint, not Ruff)
- **Test:** vitest (not jest)
- **Framework:** Commander + Chalk + ora + cli-table3

### Vercel AI SDK Provider (`integrations/vercel-ai-sdk/`)

```bash
cd integrations/vercel-ai-sdk
pnpm install
pnpm …[truncated]

Result from skill_view

{"success": true, "name": "multica-pm-tracking", "description": "Track every Josh request as a Multica issue.", "tags": ["multica", "project-management", "kanban", "chief-of-staff"], "related_skills": ["multica-operations"], "content": "---\nname: multica-pm-tracking\ndescription: Track every Josh request as a Multica issue.\nversion: 1.0.0\nauthor: Josh Strohm, Hermes Agent\nlicense: MIT\nplatforms: [windows]\nmetadata:\n  hermes:\n    tags: [multica, project-management, kanban, chief-of-staff]\n    related_skills: [multica-operations]\n---\n\n# Multica PM tracking\n\n## When to Use\n\nUse on every Josh request that is real work: create or reuse the Multica\nissue, then move it as the work moves. Skip only if the hook already injected\na JOS- id and the card is already in the right column.\n\nJosh's Multica workspace **Josh Strohm** is the board of record for Hermes work.\nA `pre_llm_call` shell hook creates an issue in project **Hermes Inbox** for\neach real request. This skill covers moving that issue as work proceeds.\n\nDo not try to rename Multica board columns. They stay Backlog, Todo,\nIn Progress, In Review, Done, Blocked, Cancelled. Reflect Hermes process\nby putting the card in the matching column.\n\n## Stage mapping\n\n| Where the work is | Multica status (column) |\n|---|---|\n| Scoping / unspecified / waiting on time | `backlog` |\n| Specified, queued, ready to start | `todo` |\n| Actively doing the work | `in_progress` |\n| Stuck on something outside this turn | `blocked` |\n| Result needs Josh to look | `in_review` |\n| Finished, no Josh review needed | `done` |\n| Dropped | `cancelled` |\n\nUse built-in keys only so the CLI can set them:\n\n```text\nterminal(command=\"/c/Users/josh.strohm/.multica/bin/multica.exe issue status JOS-123 in_progress --output json\")\n```\n\nNever assign the tracking issue to a Multica coding agent unless Josh asked\nfor an agent run. Never put `MULTICA_API_KEY` or any token in titles,\ndescriptions, comments, or files.\n\n## Procedure\n\n1. If the hook injected `[Multica] Tracked as JOS-…`, use that identifier.\n2. On start of real work, `issue status <id> in_progress`.\n3. If blocked, `blocked` plus a short comment saying why.\n4. If Josh must approve, `in_review`.\n5. When the request is actually done, `done`. Skip `in_review` unless he\n   needs to inspect the result.\n\n## Hook\n\nScript: `C:/Users/josh.strohm/AppData/Local/hermes/agent-hooks/multica_track.py`\nConfig: `hooks.pre_llm_call` in Hermes config. Reads `MULTICA_API_KEY` from\nthe environment. Does not print or write the key.\n\n## Pitfalls\n\n- Multica CLI 0.4.21 only accepts built-in status keys.\n- Custom status names do not rename board columns.\n- Creating a duplicate issue for \"ok\" / \"thanks\" is skipped by the hook.\n", "path": "autonomous-ai-agents\\multica-pm-tracking\\SKILL.md", "skill_dir": "C:\\Users\\josh.strohm\\AppData\\Local\\hermes\\skills\\autonomous-ai-agents\\multica-pm-tracking", "org_provenance": null, "linked_files": null, "usage_hint": null, "required_environment_variables": [], "required_commands": [], "missing_required_environment_variables": [], "missing_credential_files": [], "missing_required_commands": [], "setup_needed": false, "setup_skipped": false, "readiness_status": "available", "_source_path": "C:\\Users\\josh.strohm\\AppData\\Local\\hermes\\skills\\autonomous-ai-agents\\multica-pm-tracking\\SKILL.md", "metadata": {"hermes": {"tags": ["multica", "project-management", "kanban", "chief-of-staff"], "related_skills": ["multica-operations"]}}}

Result from terminal

{"output": "✓ Unset hooks.pre_llm_call from C:\\Users\\josh.strohm\\AppData\\Local\\hermes\\config.yaml", "exit_code": 0, "error": null}

Result from terminal

{"output": "Config key not set: hooks.pre_llm_call\r\n\r\n📋 Configuration Status\r\n\r\n  Config version: 40 ✓\r\n\r\n  Required:\r\n\r\n  Optional:\r\n    ○ NOUS_BASE_URL\r\n    ✓ OPENROUTER_API_KEY\r\n    ○ GOOGLE_API_KEY\r\n    ○ GEMINI_API_KEY\r\n    ○ GEMINI_BASE_URL\r\n    ○ VERTEX_CREDENTIALS_PATH\r\n    ○ XAI_API_KEY\r\n    ○ XAI_BASE_URL\r\n    ○ NVIDIA_API_KEY\r\n    ✓ NVIDIA_BASE_URL\r\n    ○ LM_API_KEY\r\n    ○ LM_BASE_URL\r\n    ○ GLM_API_KEY\r\n    ○ ZAI_API_KEY\r\n    ○ Z_AI_API_KEY\r\n    ○ GLM_BASE_URL\r\n    ○ KIMI_API_KEY\r\n    ○ KIMI_BASE_URL\r\n    ○ KIMI_CN_API_KEY\r\n    ○ STEPFUN_API_KEY\r\n    ○ STEPFUN_BASE_URL\r\n    ○ ARCEEAI_API_KEY\r\n    ○ ARCEE_BASE_URL\r\n    ○ GMI_API_KEY\r\n    ○ GMI_BASE_URL\r\n    ○ ACTUAL_API_KEY\r\n    ○ ACTUAL_BASE_URL\r\n    ○ FIREWORKS_API_KEY\r\n    ✓ MINIMAX_API_KEY\r\n    ○ MINIMAX_BASE_URL\r\n    ○ MINIMAX_CN_API_KEY\r\n    ○ MINIMAX_CN_BASE_URL\r\n    ○ DEEPSEEK_API_KEY\r\n    ○ DEEPSEEK_BASE_URL\r\n    ○ DASHSCOPE_API_KEY\r\n    ○ DASHSCOPE_BASE_URL\r\n    ○ HERMES_QWEN_BASE_URL\r\n    ○ OPENCODE_ZEN_API_KEY\r\n    ○ COMMANDCODE_API_KEY\r\n    ○ OPENCODE_ZEN_BASE_URL\r\n    ✓ OPENCODE_GO_API_KEY\r\n    ✓ OPENCODE_GO_BASE_URL\r\n    ○ HF_TOKEN\r\n    ○ HF_BASE_URL\r\n    ○ OLLAMA_API_KEY\r\n    ○ OLLAMA_BASE_URL\r\n    ○ XIAOMI_API_KEY\r\n    ○ XIAOMI_BASE_URL\r\n    ○ UPSTAGE_API_KEY\r\n    ○ UPSTAGE_BASE_URL\r\n    ○ AWS_REGION\r\n    ○ AWS_PROFILE\r\n    ○ AZURE_FOUNDRY_API_KEY\r\n    ○ AZURE_FOUNDRY_BASE_URL\r\n    ✓ EXA_API_KEY\r\n    ○ PARALLEL_API_KEY → web_search, web_extract\r\n    ✓ FIRECRAWL_API_KEY\r\n    ○ FIRECRAWL_API_URL\r\n    ○ FIRECRAWL_GATEWAY_URL\r\n    ○ TOOL_GATEWAY_DOMAIN\r\n    ○ TOOL_GATEWAY_SCHEME\r\n    ○ TOOL_GATEWAY_USER_TOKEN\r\n    ✓ TAVILY_API_KEY\r\n    ○ PERPLEXITY_API_KEY → web_search, web_extract\r\n    ○ KEENABLE_API_KEY → web_search, web_extract\r\n    ○ SEARXNG_URL → web_search\r\n    ○ BRAVE_SEARCH_API_KEY → web_search\r\n    ○ BROWSERBASE_API_KEY → browser_navigate, browser_click\r\n    ○ BROWSERBASE_PROJECT_ID → browser_navigate, browser_click\r\n    ○ BROWSER_USE_API_KEY → browser_navigate, browser_click\r\n    ○ FIRECRAWL_BROWSER_TTL → browser_navigate, browser_click\r\n    ○ AGENT_BROWSER_ENGINE → browser_exec, browser_navigate\r\n    ✓ CAMOFOX_URL\r\n    ○ CAMOFOX_API_KEY → browser_navigate, browser_click\r\n    ○ FAL_KEY → image_generate, video_generate\r\n    ○ KREA_API_KEY → image_generate\r\n    ○ VOICE_TOOLS_OPENAI_KEY → voice_transcription, openai_tts\r\n    ○ ELEVENLABS_API_KEY → elevenlabs_tts, voice_transcription\r\n    ○ MISTRAL_API_KEY\r\n    ○ PORCUPINE_ACCESS_KEY\r\n    ○ GITHUB_TOKEN\r\n    ✓ NOTION_API_KEY\r\n    ✓ LINEAR_API_KEY\r\n    ○ AIRTABLE_API_KEY\r\n    ○ TENOR_API_KEY\r\n    ○ HONCHO_API_KEY → honcho_context\r\n    ○ HONCHO_BASE_URL\r\n    ○ HINDSIGHT_API_KEY → hindsight_recall\r\n    ○ HINDSIGHT_API_URL\r\n    ○ SUPERMEMORY_API_KEY → supermemory_search\r\n    ✓ MEM0_API_KEY\r\n    ○ RETAINDB_API_KEY → retaindb_search\r\n    ○ RETAINDB_BASE_URL\r\n    ○ BRV_API_KEY → brv_query\r\n    ✓ OPENVIKING_API_KEY\r\n    ✓ OPENVIKING_ENDPOINT\r\n    ○ HERMES_LANGFUSE_PUBLIC_KEY\r\n    ○ HERMES_LANGFUSE_SECRET_KEY\r\n    ○ HERMES_LANGFUSE_BASE_URL\r\n    ✓ TELEGRAM_BOT_TOKEN\r\n    ✓ TELEGRAM_ALLOWED_USERS\r\n    ○ TELEGRAM_PROXY\r\n    ✓ DISCORD_BOT_TOKEN\r\n    ✓ DISCORD_ALLOWED_USERS\r\n    ○ DISCORD_REPLY_TO_MODE\r\n    ○ SLACK_BOT_TOKEN\r\n    ○ SLACK_APP_TOKEN\r\n    ○ SLACK_ALLOWED_USERS\r\n    ○ MATTERMOST_URL\r\n    ○ MATTERMOST_TOKEN\r\n    ○ MATTERMOST_ALLOWED_USERS\r\n    ○ MATTERMOST_REQUIRE_MENTION\r\n    ○ MATTERMOST_FREE_RESPONSE_CHANNELS\r\n    ○ MATRIX_HOMESERVER\r\n    ○ MATRIX_ACCESS_TOKEN\r\n    ○ MATRIX_USER_ID\r\n    ○ MATRIX_ALLOWED_USERS\r\n    ○ MATRIX_REQUIRE_MENTION\r\n    ○ MATRIX_FREE_RESPONSE_ROOMS\r\n    ○ MATRIX_AUTO_THREAD\r\n    ○ MATRIX_DM_AUTO_THREAD\r\n    ○ MATRIX_DEVICE_ID\r\n    ○ MATRIX_RECOVERY_KEY\r\n    ○ BLUEBUBBLES_SERVER_URL\r\n    ○ BLUEBUBBLES_PASSWORD\r\n    ○ BLUEBUBBLES_ALLOWED_USERS\r\n    ○ BLUEBUBBLES_ALLOW_ALL_USERS\r\n    ○ QQ_APP_ID\r\n    ○ QQ_CLIENT_SECRET\r\n    ○ QQ_ALLOWED_USERS\r\n    ○ QQ_GROUP_ALLOWED_USERS\r\n    ○ QQ_ALLOW_ALL_USERS\r\n    ○ QQBOT_HOME_CHANNEL\r\n    ○ QQBOT_HOME_CHANNEL_NAME\r\n    ○ QQ_SANDBOX\r\n    ○ IRC_SERVER\r\n    ○ IRC_CHANNEL\r\n    ○ IRC_NICKNAME\r\n    ○ IRC_SERVER_PASSWORD\r\n    ○ IRC_NICKSERV_PASSWORD\r\n    ○ GATEWAY_ALLOW_ALL_USERS\r\n    ○ API_SERVER_ENABLED\r\n    ○ API_SERVER_KEY\r\n    ○ API_SERVER_PORT\r\n    ○ API_SERVER_HOST\r\n    ○ API_SERVER_MODEL_NAME\r\n    ○ GATEWAY_PROXY_URL\r\n    ○ GATEWAY_PROXY_KEY\r\n    ○ WEBHOOK_ENABLED\r\n    ○ WEBHOOK_PORT\r\n    ○ WEBHOOK_SECRET\r\n    ○ SUDO_PASSWORD\r\n    ○ HERMES_PREFILL_MESSAGES_FILE\r\n    ○ HERMES_EPHEMERAL_SYSTEM_PROMPT\r\n    ○ AI_GATEWAY_API_KEY\r\n    ○ DASHSCOPE_CN_BASE_URL\r\n    ○ ALIBABA_TOKEN_PLAN_API_KEY\r\n    ○ ALIBABA_TOKEN_PLAN_BASE_URL\r\n    ○ ALIBABA_TOKEN_PLAN_CN_API_KEY\r\n    ○ ALIBABA_TOKEN_PLAN_CN_BASE_URL\r\n    ○ ALIBABA_CODING_PLAN_API_KEY\r\n    ○ ALIBABA_CODING_PLAN_BASE_URL\r\n    ○ ALIBABA_CODING_PLAN_CN_API_KEY\r\n    ○ ALIBABA_CODING_PLAN_CN_BASE_URL\r\n    ○ ANTHROPIC_API_KEY\r\n    ○ ANTHROPIC_TOKEN\r\n    ○ CLAUDE_CODE_OAUTH_TOKEN\r\n    ○ COMMANDCODE_BASE_URL\r\n    ○ COMMANDCODE_ANTHROPIC_BASE_URL\r\n    ○ DEEPINFRA_API_KEY\r\n    ○ DEEPINFRA_BASE_URL\r\n    ○ KILOCODE_API_KEY\r\n    ○ KIMI_CODING_API_KEY\r\n    ○ MODEL_API_KEY\r\n    ○ META_API_KEY\r\n    ○ META_MODEL_API_KEY\r\n    ○ META_BASE_URL\r\n    ○ NEBIUS_API_KEY\r\n    ○ NEBIUS_TOKEN_FACTORY_API_KEY\r\n    ○ NEBIUS_BASE_URL\r\n    ○ NOVITA_API_KEY\r\n    ○ NOVITA_BASE_URL\r\n    ○ RAMP_ROUTER_API_KEY\r\n    ○ ROUTER_API_KEY\r\n    ○ RAMP_ROUTER_BASE_URL\r\n    ○ A2A_PEER_TOKENS\r\n    ○ A2A_BEARER_TOKEN\r\n    ○ A2A_HOST\r\n    ○ A2A_PORT\r\n    ○ A2A_AGENT_NAME\r\n    ○ A2A_ALLOW_ALL_USERS\r\n    ○ A2A_HOME_CHANNEL\r\n    ○ BUZZ_RELAY_URL\r\n    ○ BUZZ_PRIVATE_KEY\r\n    ○ BUZZ_TRANSPORT\r\n    ○ BUZZ_AUTH_TAG\r\n    ○ BUZZ_CHANNELS\r\n    ○ BUZZ_HOME_CHANNEL\r\n    ○ BUZZ_ALLOWED_USERS\r\n    ○ BUZZ_ALLOW_ALL_USERS\r\n    ○ BUZZ_POLL_INTERVAL\r\n    ○ BUZZ_CLI_PATH\r\n    ○ BUZZ_CREDENTIALS_FILE\r\n    ○ BUZZ_REPLY_IN_THREAD\r\n    ○ DINGTALK_CLIENT_ID\r\n    ○ DINGTALK_CLIENT_SECRET\r\n    ○ DINGTALK_WEBHOOK_URL\r\n    ○ DINGTALK_ALLOWED_USERS\r\n    ○ DINGTALK_HOME_CHANNEL\r\n    ○ DINGTALK_HOME_CHANNEL_NAME\r\n    ○ DISCORD_ALLOW_ALL_USERS\r\n    ✓ DISCORD_HOME_CHANNEL\r\n    ✓ DISCORD_HOME_CHANNEL_NAME\r\n    ○ EMAIL_ADDRESS\r\n    ○ EMAIL_PASSWORD\r\n    ○ EMAIL_SMTP_HOST\r\n    ○ EMAIL_SMTP_PORT\r\n    ○ EMAIL_IMAP_HOST\r\n    ○ EMAIL_ALLOWED_USERS\r\n    ○ EMAIL_HOME_ADDRESS\r\n    ○ FEISHU_APP_ID\r\n    ○ FEISHU_APP_SECRET\r\n    ○ FEISHU_DOMAIN\r\n    ○ FEISHU_ALLOWED_USERS\r\n    ○ FEISHU_ALLOW_ALL_USERS\r\n    ○ FEISHU_HOME_CHANNEL\r\n    ○ FEISHU_HOME_CHANNEL_NAME\r\n    ○ GOOGLE_CHAT_SERVICE_ACCOUNT_JSON\r\n    ○ GOOGLE_CHAT_HTTP_EVENTS_URL\r\n    ○ GOOGLE_CHAT_HTTP_EVENTS_AUDIENCE\r\n    ○ GOOGLE_CHAT_HTTP_EVENTS_SERVICE_ACCOUNT_EMAIL\r\n    ○ GOOGLE_CHAT_PROJECT_ID\r\n    ○ GOOGLE_CHAT_SUBSCRIPTION_NAME\r\n    ○ GOOGLE_CHAT_ALLOWED_USERS\r\n    ○ GOOGLE_CHAT_HOME_CHANNEL\r\n    ○ HASS_TOKEN\r\n    ○ HASS_URL\r\n    ○ IRC_PORT\r\n    ○ IRC_USE_TLS\r\n    ○ IRC_ALLOWED_USERS\r\n    ○ IRC_ALLOW_ALL_USERS\r\n    ○ IRC_HOME_CHANNEL\r\n    ○ LINE_CHANNEL_ACCESS_TOKEN\r\n    ○ LINE_CHANNEL_SECRET\r\n    ○ LINE_PORT\r\n    ○ LINE_HOST\r\n    ○ LINE_PUBLIC_URL\r\n    ○ LINE_ALLOWED_USERS\r\n    ○ LINE_ALLOWED_GROUPS\r\n    ○ LINE_ALLOWED_ROOMS\r\n    ○ LINE_ALLOW_ALL_USERS\r\n    ○ LINE_HOME_CHANNEL\r\n    ○ LINE_SLOW_RESPONSE_THRESHOLD\r\n    ○ MATRIX_PASSWORD\r\n    ○ MATRIX_ALLOW_ALL_USERS\r\n    ○ MATRIX_HOME_CHANNEL\r\n    ○ MATRIX_HOME_CHANNEL_NAME\r\n    ○ MATTERMOST_ALLOW_ALL_USERS\r\n    ○ MATTERMOST_HOME_CHANNEL\r\n    ○ MATTERMOST_REPLY_MODE\r\n    ○ MATTERMOST_ALLOWED_CHANNELS\r\n    ○ NTFY_TOPIC\r\n    ○ NTFY_SERVER_URL\r\n    ○ NTF…[truncated]

Result from remember

{"ok": true, "id": "cb42d880-9c75-4325-a6f4-fccb5ac54427"}

Result from skill_manage

{"success": true, "operations_applied": 2, "results": [{"name": "multica-pm-tracking", "action": "patch", "file_path": null, "success": true}, {"name": "multica-pm-tracking", "action": "patch", "file_path": null, "success": true}]}

Result from skill_manage

{"success": true, "operations_applied": 1, "results": [{"name": "multica-operations", "action": "patch", "file_path": null, "success": true}]}

Result from search_files

{"total_count": 0}

Result from record_decision

{"ok": true, "id": "4357b86f-8c48-46cc-ba8b-6e8af25b1006", "session_id": "4055e7fb-079f-462c-a44b-f92bf9c7a551"}