{"output": "markdown\tFOUND\t1Uau4FcgCJ7tzaOBo0-nkrGYsRvvb3lcm\tJARVIS Finance System – Budget Modul PRD v0.1.md\ttext/markdown\ngoogle_doc\tFOUND\t1ItJSFq9ts9sWr3PNaPbrX4TAXO3MRMTfHvZRIopfWIs\tJARVIS Finance System – Budget Modul PRD v0.1\tapplication/vnd.google-apps.document\nTEMP_CLEANUP_DONE", "exit_code": 0, "error": null}

[Subdirectory context discovered: .hermes/hermes-agent/AGENTS.md]
# Hermes Agent - Development Guide

Instructions for AI coding assistants and developers working on the hermes-agent codebase.

## Development Environment

```bash
# Prefer .venv; fall back to venv if that's what your checkout has.
source .venv/bin/activate   # or: source venv/bin/activate
```

`scripts/run_tests.sh` probes `.venv` first, then `venv`, then
`$HOME/.hermes/hermes-agent/venv` (for worktrees that share a venv with the
main checkout).

## Project Structure

File counts shift constantly — don't treat the tree below as exhaustive.
The canonical source is the filesystem. The notes call out the load-bearing
entry points you'll actually edit.

```
hermes-agent/
├── run_agent.py          # AIAgent class — core conversation loop (~12k LOC)
├── model_tools.py        # Tool orchestration, discover_builtin_tools(), handle_function_call()
├── toolsets.py           # Toolset definitions, _HERMES_CORE_TOOLS list
├── cli.py                # HermesCLI class — interactive CLI orchestrator (~11k LOC)
├── hermes_state.py       # SessionDB — SQLite session store (FTS5 search)
├── hermes_constants.py   # get_hermes_home(), display_hermes_home() — profile-aware paths
├── hermes_logging.py     # setup_logging() — agent.log / errors.log / gateway.log (profile-aware)
├── batch_runner.py       # Parallel batch processing
├── agent/                # Agent internals (provider adapters, memory, caching, compression, etc.)
├── hermes_cli/           # CLI subcommands, setup wizard, plugins loader, skin engine
├── tools/                # Tool implementations — auto-discovered via tools/registry.py
│   └── environments/     # Terminal backends (local, docker, ssh, modal, daytona, singularity)
├── gateway/              # Messaging gateway — run.py + session.py + platforms/
│   ├── platforms/        # Adapter per platform (telegram, discord, slack, whatsapp,
│   │                     #   homeassistant, signal, matrix, mattermost, email, sms,
│   │                     #   dingtalk, wecom, weixin, feishu, qqbot, bluebubbles,
│   │                     #   yuanbao, webhook, api_server, ...). See ADDING_A_PLATFORM.md.
│   └── builtin_hooks/    # Extension point for always-registered gateway hooks (none shipped)
├── plugins/              # Plugin system (see "Plugins" section below)
│   ├── memory/           # Memory-provider plugins (honcho, mem0, supermemory, ...)
│   ├── context_engine/   # Context-engine plugins
│   ├── model-providers/  # Inference backend plugins (openrouter, anthropic, gmi, ...)
│   ├── kanban/           # Multi-agent board dispatcher + worker plugin
│   ├── hermes-achievements/  # Gamified achievement tracking
│   ├── observability/    # Metrics / traces / logs plugin
│   ├── image_gen/        # Image-generation providers
│   └── <others>/         # disk-cleanup, example-dashboard, google_meet, platforms,
│                         #   spotify, strike-freedom-cockpit, ...
├── optional-skills/      # Heavier/niche skills shipped but NOT active by default
├── skills/               # Built-in skills bundled with the repo
├── ui-tui/               # Ink (React) terminal UI — `hermes --tui`
│   └── src/              # entry.tsx, app.tsx, gatewayClient.ts + app/components/hooks/lib
├── tui_gateway/          # Python JSON-RPC backend for the TUI
├── acp_adapter/          # ACP server (VS Code / Zed / JetBrains integration)
├── cron/                 # Scheduler — jobs.py, scheduler.py
├── scripts/              # run_tests.sh, release.py, auxiliary scripts
├── website/              # Docusaurus docs site
└── tests/                # Pytest suite (~17k tests across ~900 files as of May 2026)
```

**User config:** `~/.hermes/config.yaml` (settings), `~/.hermes/.env` (API keys only).
**Logs:** `~/.hermes/logs/` — `agent.log` (INFO+), `errors.log` (WARNING+),
`gateway.log` when running the gateway. Profile-aware via `get_hermes_home()`.
Browse with `hermes logs [--follow] [--level ...] [--session ...]`.

## File Dependency Chain

```
tools/registry.py  (no deps — imported by all tool files)
       ↑
tools/*.py  (each calls registry.register() at import time)
       ↑
model_tools.py  (imports tools/registry + triggers tool discovery)
       ↑
run_agent.py, cli.py, batch_runner.py, environments/
```

---

## AIAgent Class (run_agent.py)

The real `AIAgent.__init__` takes ~60 parameters (credentials, routing, callbacks,
session context, budget, credential pool, etc.). The signature below is the
minimum subset you'll usually touch — read `run_agent.py` for the full list.

```python
class AIAgent:
    def __init__(self,
        base_url: str = None,
        api_key: str = None,
        provider: str = None,
        api_mode: str = None,              # "chat_completions" | "codex_responses" | ...
        model: str = "",                   # empty → resolved from config/provider later
        max_iterations: int = 90,          # tool-calling iterations (shared with subagents)
        enabled_toolsets: list = None,
        disabled_toolsets: list = None,
        quiet_mode: bool = False,
        save_trajectories: bool = False,
        platform: str = None,              # "cli", "telegram", etc.
        session_id: str = None,
        skip_context_files: bool = False,
        skip_memory: bool = False,
        credential_pool=None,
        # ... plus callbacks, thread/user/chat IDs, iteration_budget, fallback_model,
        # checkpoints config, prefill_messages, service_tier, reasoning_config, etc.
    ): ...

    def chat(self, message: str) -> str:
        """Simple interface — returns final response string."""

    def run_conversation(self, user_message: str, system_message: str = None,
                         conversation_history: list = None, task_id: str = None) -> dict:
        """Full interface — returns dict with final_response + messages."""
```

### Agent Loop

The core loop is inside `run_conversation()` — entirely synchronous, with
interrupt checks, budget tracking, and a one-turn grace call:

```python
while (api_call_count < self.max_iterations and self.iteration_budget.remaining > 0) \
        or self._budget_grace_call:
    if self._interrupt_requested: break
    response = client.chat.completions.create(model=model, messages=messages, tools=tool_schemas)
    if response.tool_calls:
        for tool_call in response.tool_calls:
            result = handle_function_call(tool_call.name, tool_call.args, task_id)
            messages.append(tool_result_message(result))
        api_call_count += 1
    else:
        return response.content
```

Messages follow OpenAI format: `{"role": "system/user/assistant/tool", ...}`.
Reasoning content is stored in `assistant_msg["reasoning"]`.

---

## CLI Architecture (cli.py)

- **Rich** for banner/panels, **prompt_toolkit** for input with autocomplete
- **KawaiiSpinner** (`agent/display.py`) — animated faces during API calls, `┊` activity feed for tool results
- `load_cli_config()` in cli.py merges hardcoded defaults + user config YAML
- **Skin engine** (`hermes_cli/skin_engine.py`) — data-driven CLI theming; initialized from `display.skin` config key at startup; skins customize banner colors, spinner faces/verbs/wings, tool prefix, response box, branding text
- `process_command()` is a method on `HermesCLI` — dispatches on canonical command name resolved via `resolve_command()` from the central registry
- Skill slash commands: `agent/skill_commands.py` scans `~/.hermes/skills/`, injects as **user message** (not system prompt) to preserve prompt caching

### Slash Command Registry (`hermes_cli/commands.py`)

All slash commands are defined in a central `COMMAND_REGISTRY` list of `CommandDef` objects. Every downstream consumer derives from this registry automatically:

- **CLI** — `process_command()` resolves aliases via `resolve_command()`, dispatches on canonical name
- **Gateway** — `GATEWAY_KNOWN_COMMANDS` frozenset for hook emission, `resolve_command()` for dispatch
- **Gateway help** — `gateway_help_lines()` generat

[...truncated AGENTS.md: 50,982 chars total]


Explanation:
**Clarifying git status and links**

I’m noting that if the git status output is absent, it means everything is clean. I should verify links, especially if the webViewLink isn’t printed but the IDs are sufficient. It might be a good idea to build the URLs. I also need to update my task list and mention any necessary cleanup. However, it seems like a final report is requested, so I need to ensure I’m using my todo effectively.

todo

Ablage verifizieren und Abschlussbericht ohne echte Werte/Secrets liefern


Google-Drive-Zugriff und Ordner Finanzen/03 Budget lokalisieren

PRD, CSV-Beispiele, XLS/XLSX-Budgettool und weitere Budgetunterlagen strukturell analysieren ohne Werte auszugeben

Finales Budget-Modul-PRD als Markdown erstellen

Markdown und Google Doc im Google-Drive-Ordner Finanzen speichern


Erledigt, Sir.

## Abschlussbericht

- **Dateien analysiert:** ja
- **Erkannte Dateitypen:**
  - Google Docs
  - Excel/XLS
  - CSV mit Komma-Delimiter
  - CSV mit Semikolon-Delimiter

- **Erkannte Budgetstrukturen:**
  - historisches Familien-/Haushaltsbudget mit Jahres-/Versions-Sheets
  - Monats-/Jahresplanung
  - Ist-Ausgaben-/Budgetvergleich
  - Kategorienblöcke wie Wohnen, Versicherungen, Leben, Mobilität, Haushalt/Essen, Gesundheit, Kinder/Familie, Kommunikation, Freizeit/Sonstiges
  - Fixkosten-/Subscription-artige Strukturen
  - Formel-basierte Aggregationen
  - VISA-Transaktionsstruktur mit Card-/Transaction-ID, Datum, Betrag, Währung, Merchant, Status/Typ und FX-Feldern
  - Migros-/Cumulus-Bon-/Artikelebene mit Datum, Zeit, Filiale, Kasse, Transaktionsnummer, Artikel, Menge, Aktion und Umsatz

- **PRD erstellt:** ja
- **Ablage auf Google Drive:** ja, im Ordner **Finanzen**
- **Google Doc gespeichert:** ja
  - `JARVIS Finance System – Budget Modul PRD v0.1`
  - ID: `1ItJSFq9ts9sWr3PNaPbrX4TAXO3MRMTfHvZRIopfWIs`

- **Markdown gespeichert:** ja
  - `JARVIS Finance System – Budget Modul PRD v0.1.md`
  - ID: `1Uau4FcgCJ7tzaOBo0-nkrGYsRvvb3lcm`

- **Keine echten Werte/Secrets ausgegeben:** bestätigt
- **Keine Repo-Änderung:** bestätigt; nur Drive-Dokumente erstellt
- **Runtime-DB verändert:** nein
- **Temporäre lokale Arbeitsdateien:** nach Upload/Verifikation bereinigt

Keine Implementierung gestartet. Ein geradezu unanständig vernünftiges Vorgehen.