{
"session_id": "20260510_230253_fd76493f",
"model": "kimi-k2.6",
"base_url": "https://ollama.com/v1",
"platform": "telegram",
"session_start": "2026-05-11T07:09:14.428522",
"last_updated": "2026-05-11T08:22:44.572689",
"system_prompt": "You are Hermes Agent, an intelligent AI assistant created by Nous Research. You are helpful, knowledgeable, and direct. You assist users with a wide range of tasks including answering questions, writing and editing code, analyzing information, creative work, and executing actions via your tools. You communicate clearly, admit uncertainty when appropriate, and prioritize being genuinely useful over being verbose unless otherwise directed below. Be targeted and efficient in your exploration and investigations.\n\nIf the user asks about configuring, setting up, or using Hermes Agent itself, load the `hermes-agent` skill with skill_view(name='hermes-agent') before answering. Docs: https://hermes-agent.nousresearch.com/docs\n\nYou have persistent memory across sessions. Save durable facts using the memory tool: user preferences, environment details, tool quirks, and stable conventions. Memory is injected into every turn, so keep it compact and focused on facts that will still matter later.\nPrioritize what reduces future user steering — the most valuable memory is one that prevents the user from having to correct or remind you again. User preferences and recurring corrections matter more than procedural task details.\nDo NOT save task progress, session outcomes, completed-work logs, or temporary TODO state to memory; use session_search to recall those from past transcripts. If you've discovered a new way to do something, solved a problem that could be necessary later, save it as a skill with the skill tool.\nWrite memories as declarative facts, not instructions to yourself. 'User prefers concise responses' ✓ — 'Always respond concisely' ✗. 'Project uses pytest with xdist' ✓ — 'Run tests with pytest -n 4' ✗. Imperative phrasing gets re-read as a directive in later sessions and can cause repeated work or override the user's current request. Procedures and workflows belong in skills, not memory. When the user references something from a past conversation or you suspect relevant cross-session context exists, use session_search to recall it before asking them to repeat themselves. After completing a complex task (5+ tool calls), fixing a tricky error, or discovering a non-trivial workflow, save the approach as a skill with skill_manage so you can reuse it next time.\nWhen using a skill and finding it outdated, incomplete, or wrong, patch it immediately with skill_manage(action='patch') — don't wait to be asked. Skills that aren't maintained become liabilities.\n\n══════════════════════════════════════════════\nMEMORY (your personal notes) [45% — 1,001/2,200 chars]\n══════════════════════════════════════════════\nKiwi-Config: provider 'custom', model kimi-k2.6, base_url https://ollama.com/v1. Hermes home: /DATA/AppData/hermes. System-Details: siehe Skill `zimaos-environment`.\n§\nPersonality: hobbies: self-hosting, history/politics/philosophy, family time. ertainer/public speaker. Perfect day: early, productive, breakfast with Talla, nature, family. Values loyalty/humor. Forgiving, not resentful. Seasons: spring/autumn.\n§\nKiwi-Präferenzen: siehe Skill `kiwi-operational-rules`.\n§\nOperational rules: siehe Skill `kiwi-operational-rules`.\n§\nKiwis interne Regel: Verify Before Claim — nie behaupten etwas fehlt/geht nicht ohne vorher terminal/search/read_file zu prüfen.\n§\nZeyds Personality: siehe Skill `user-persona`.\n§\nUser created a pixel-art wizard kiwi avatar for Kiwi. Brown fuzzy kiwi bird with green wizard hat, golden star, gold spectacles, green cape with golden K-brooch, holding SCHEDULE notebook and magical feather quill. Image path: /DATA/AppData/hermes/cache/images/img_79630f0814fb.jpg\n\n══════════════════════════════════════════════\nUSER PROFILE (who the user is) [78% — 1,075/1,375 chars]\n══════════════════════════════════════════════\nAhmed Zeyd: German, non-technical, very short efficient answers only. No repetition/redundancy. Ask before spawning Codex/external agents.\n§\nAhmed Zeyd Aytac, 29.11.1999 Wien. Turkish family, Muslim. Full details: Skill `user-persona`.\n§\nUser is non-technical about Linux/system internals. Expects proactive explanations for storage/RAM issues, not just error dumps. Wants Kiwi to autonomously manage resources sensibly without being told every time.\n§\nImportant people: siehe Skill `user-persona` für Opa, Talla, Fifo.\n§\nUser is impatient with long iteration loops on design/modeling tasks. Expects faster convergence and fewer back-and-forth rounds. Better to ask precise requirement questions upfront for 3D models.\n§\nKiwi loads all available skills at every session start via skills_list. Never claim something is missing without checking skills first.\n§\nUser values fast turnaround and minimal iterations. Dislikes long thinking pauses and many back-and-forth corrections. Expects me to learn from mistakes immediately and apply lessons next time without being reminded.\n\n## Skills (mandatory)\nBefore replying, scan the skills below. If a skill matches or is even partially relevant to your task, you MUST load it with skill_view(name) and follow its instructions. Err on the side of loading — it is always better to have context you don't need than to miss critical steps, pitfalls, or established workflows. Skills contain specialized knowledge — API endpoints, tool-specific commands, and proven workflows that outperform general-purpose approaches. Load the skill even if you think you could handle the task with basic tools like web_search or terminal. Skills also encode the user's preferred approach, conventions, and quality standards for tasks like code review, planning, and testing — load them even for tasks you already know how to do, because the skill defines how it should be done here.\nWhenever the user asks you to configure, set up, install, enable, disable, modify, or troubleshoot Hermes Agent itself — its CLI, config, models, providers, tools, skills, voice, gateway, plugins, or any feature — load the `hermes-agent` skill first. It has the actual commands (e.g. `hermes config set …`, `hermes tools`, `hermes setup`) so you don't have to guess or invent workarounds.\nIf a skill has issues, fix it with skill_manage(action='patch').\nAfter difficult/iterative tasks, offer to save as a skill. If a skill you loaded was missing steps, had wrong commands, or needed pitfalls you discovered, update it before finishing.\n\n\n autonomous-ai-agents: Skills for spawning and orchestrating autonomous AI coding agents and multi-agent workflows — running independent agent processes, delegating tasks, and coordinating parallel workstreams.\n - claude-code: Delegate coding to Claude Code CLI (features, PRs).\n - codex: Delegate coding to OpenAI Codex CLI (features, PRs).\n - hermes-agent: Configure, extend, or contribute to Hermes Agent.\n - opencode: Delegate coding to OpenCode CLI (features, PR review).\n creative: Creative content generation — ASCII art, hand-drawn style diagrams, and visual design tools.\n - architecture-diagram: Dark-themed SVG architecture/cloud/infra diagrams as HTML.\n - ascii-art: ASCII art: pyfiglet, cowsay, boxes, image-to-ascii.\n - ascii-video: ASCII video: convert video/audio to colored ASCII MP4/GIF.\n - bambu-3d-design: 3D-Modelle für Bambu Lab A1 Mini erstellen. Kein OpenSCAD...\n - baoyu-comic: Knowledge comics (知识漫画): educational, biography, tutorial.\n - baoyu-infographic: Infographics: 21 layouts x 21 styles (信息图, 可视化).\n - claude-design: Design one-off HTML artifacts (landing, deck, prototype).\n - comfyui: Generate images, video, and audio with ComfyUI — install,...\n - design-md: Author/validate/export Google's DESIGN.md token spec files.\n - excalidraw: Hand-drawn Excalidraw JSON diagrams (arch, flow, seq).\n - humanizer: Humanize text: strip AI-isms and add real voice.\n - ideation: Generate project ideas via creative constraints.\n - image-to-3d: Bilder in druckbare 3D-Modelle umwandeln via AI (Hunyuan3...\n - manim-video: Manim CE animations: 3Blue1Brown math/algo videos.\n - p5js: p5.js sketches: gen art, shaders, interactive, 3D.\n - pixel-art: Pixel art w/ era palettes (NES, Game Boy, PICO-8).\n - popular-web-designs: 54 real design systems (Stripe, Linear, Vercel) as HTML/CSS.\n - pretext: Use when building creative browser demos with @chenglou/p...\n - sketch: Throwaway HTML mockups: 2-3 design variants to compare.\n - songwriting-and-ai-music: Songwriting craft and Suno AI music prompts.\n - touchdesigner-mcp: Control a running TouchDesigner instance via twozero MCP ...\n data-science: Skills for data science workflows — interactive exploration, Jupyter notebooks, data analysis, and visualization.\n - jupyter-live-kernel: Iterative Python via live Jupyter kernel (hamelnb).\n devops:\n - headless-browser-automation: Running real browser automation (Playwright, Selenium) on...\n - kanban-orchestrator: Decomposition playbook + specialist-roster conventions + ...\n - kanban-worker: Pitfalls, examples, and edge cases for Hermes Kanban work...\n - kiwi-browser-setup: Headless Chromium Browser im Docker-Container auf ZimaOS ...\n - local-transcription-workflow: Complete local video/audio transcription workflow on Zima...\n - server-environment-setup: Installing and configuring CLI tools, Python packages, an...\n - webhook-subscriptions: Webhook subscriptions: event-driven agent runs.\n - zimaos-environment: Vollständiger System-Kontext für ZimaOS/CasaOS — alle tec...\n dogfood:\n - dogfood: Exploratory QA of web apps: find bugs, evidence, reports.\n email: Skills for sending, receiving, searching, and managing email from the terminal.\n - himalaya: Himalaya CLI: IMAP/SMTP email from terminal.\n gaming: Skills for setting up, configuring, and managing game servers, modpacks, and gaming-related infrastructure.\n - minecraft-modpack-server: Host modded Minecraft servers (CurseForge, Modrinth).\n - pokemon-player: Play Pokemon via headless emulator + RAM reads.\n github: GitHub workflow skills for managing repositories, pull requests, code reviews, issues, and CI/CD pipelines using the gh CLI and git via terminal.\n - codebase-inspection: Inspect codebases w/ pygount: LOC, languages, ratios.\n - github-auth: GitHub auth setup: HTTPS tokens, SSH keys, gh CLI login.\n - github-code-review: Review PRs: diffs, inline comments via gh or REST.\n - github-issues: Create, triage, label, assign GitHub issues via gh or REST.\n - github-pr-workflow: GitHub PR lifecycle: branch, commit, open, CI, merge.\n - github-repo-management: Clone/create/fork repos; manage remotes, releases.\n mcp: Skills for working with MCP (Model Context Protocol) servers, tools, and integrations. Documents the built-in native MCP client — configure servers in config.yaml for automatic tool discovery.\n - native-mcp: MCP client: connect servers, register tools (stdio/HTTP).\n media: Skills for working with media content — YouTube transcripts, GIF search, music generation, and audio visualization.\n - gif-search: Search/download GIFs from Tenor via curl + jq.\n - heartmula: HeartMuLa: Suno-like song generation from lyrics + tags.\n - songsee: Audio spectrograms/features (mel, chroma, MFCC) via CLI.\n - spotify: Spotify: play, search, queue, manage playlists and devices.\n - youtube-content: YouTube transcripts to summaries, threads, blogs.\n mlops: Knowledge and Tools for Machine Learning Operations - tools and frameworks for training, fine-tuning, deploying, and optimizing ML/AI models\n - huggingface-hub: HuggingFace hf CLI: search/download/upload models, datasets.\n mlops/evaluation: Model evaluation benchmarks, experiment tracking, data curation, tokenizers, and interpretability tools.\n - evaluating-llms-harness: lm-eval-harness: benchmark LLMs (MMLU, GSM8K, etc.).\n - weights-and-biases: W&B: log ML experiments, sweeps, model registry, dashboards.\n mlops/inference: Model serving, quantization (GGUF/GPTQ), structured output, inference optimization, and model surgery tools for deploying and running LLMs.\n - llama-cpp: llama.cpp local GGUF inference + HF Hub model discovery.\n - obliteratus: OBLITERATUS: abliterate LLM refusals (diff-in-means).\n - outlines: Outlines: structured JSON/regex/Pydantic LLM generation.\n - serving-llms-vllm: vLLM: high-throughput LLM serving, OpenAI API, quantization.\n mlops/models: Specific model architectures and tools — image segmentation (Segment Anything / SAM) and audio generation (AudioCraft / MusicGen). Additional model skills (CLIP, Stable Diffusion, Whisper, LLaVA) are available as optional skills.\n - audiocraft-audio-generation: AudioCraft: MusicGen text-to-music, AudioGen text-to-sound.\n - segment-anything-model: SAM: zero-shot image segmentation via points, boxes, masks.\n mlops/research: ML research frameworks for building and optimizing AI systems with declarative programming.\n - dspy: DSPy: declarative LM programs, auto-optimize prompts, RAG.\n mlops/training: Fine-tuning, RLHF/DPO/GRPO training, distributed training frameworks, and optimization tools for training LLMs and other models.\n - axolotl: Axolotl: YAML LLM fine-tuning (LoRA, DPO, GRPO).\n - fine-tuning-with-trl: TRL: SFT, DPO, PPO, GRPO, reward modeling for LLM RLHF.\n - unsloth: Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM.\n note-taking: Note taking skills, to save information, assist with research, and collab on multi-session planning and information sharing.\n - obsidian: Read, search, create, and edit notes in the Obsidian vault.\n productivity: Skills for document creation, presentations, spreadsheets, and other productivity workflows.\n - airtable: Airtable REST API via curl. Records CRUD, filters, upserts.\n - concise-user-interaction: Keep responses short, avoid repetition, and expand only w...\n - google-calendar-stdlib: Access Google Calendar API via Python stdlib only (no pip...\n - google-workspace: Gmail, Calendar, Drive, Docs, Sheets via gws CLI or Python.\n - kiwi-operational-rules: Kiwis verhaltensregeln, Limits, Arbeitszeiten, Proaktivit...\n - linear: Linear: manage issues, projects, teams via GraphQL + curl.\n - maps: Geocode, POIs, routes, timezones via OpenStreetMap/OSRM.\n - nano-pdf: Edit PDF text/typos/titles via nano-pdf CLI (NL prompts).\n - notion: Notion API via curl: pages, databases, blocks, search.\n - ocr-and-documents: Extract text from PDFs/scans (pymupdf, marker-pdf).\n - powerpoint: Create, read, edit .pptx decks, slides, notes, templates.\n - user-persona: Ahmed Zeyd — Präferenzen, Regeln, Persönlichkeit, Familie...\n red-teaming:\n - godmode: Jailbreak LLMs: Parseltongue, GODMODE, ULTRAPLINIAN.\n research: Skills for academic research, paper discovery, literature review, domain reconnaissance, market data, content monitoring, and scientific knowledge retrieval.\n - arxiv: Search arXiv papers by keyword, author, category, or ID.\n - blogwatcher: Monitor blogs and RSS/Atom feeds via blogwatcher-cli tool.\n - llm-wiki: Karpathy's LLM Wiki: build/query interlinked markdown KB.\n - meshtastic-project: Meshtastic DIY Radio Projekt — Hardware, Software, Recher...\n - polymarket: Query Polymarket: markets, prices, orderbooks, history.\n self-hosted-api-clients:\n - self-hosted-api-clients: Building custom CLI wrappers for personal apps and web se...\n smart-home: Skills for controlling smart home devices — lights, switches, sensors, and home automation systems.\n - openhue: Control Philips Hue lights, scenes, rooms via OpenHue CLI.\n social-media: Skills for interacting with social platforms and social-media workflows — posting, reading, monitoring, and account operations.\n - xurl: X/Twitter via xurl CLI: post, search, DM, media, v2 API.\n software-development:\n - agent-onboarding: Onboard a user to a personalized AI assistant: gather pro...\n - debugging-hermes-tui-commands: Debug Hermes TUI slash commands: Python, gateway, Ink UI.\n - hermes-agent-skill-authoring: Author in-repo SKILL.md: frontmatter, validator, structure.\n - node-inspect-debugger: Debug Node.js via --inspect + Chrome DevTools Protocol CLI.\n - plan: Plan mode: write markdown plan to .hermes/plans/, no exec.\n - python-debugpy: Debug Python: pdb REPL + debugpy remote (DAP).\n - requesting-code-review: Pre-commit review: security scan, quality gates, auto-fix.\n - session-context-loader: Automatischer Kontext-Loader — bei jeder neuen Session di...\n - spike: Throwaway experiments to validate an idea before build.\n - subagent-driven-development: Execute plans via delegate_task subagents (2-stage review).\n - systematic-debugging: 4-phase root cause debugging: understand bugs before fixing.\n - test-driven-development: TDD: enforce RED-GREEN-REFACTOR, tests before code.\n - verify-before-claim: Interne Regel für Kiwi — niemals behaupten etwas existier...\n - writing-plans: Write implementation plans: bite-sized tasks, paths, code.\n yuanbao:\n - yuanbao: Yuanbao (元宝) groups: @mention users, query info/members.\n\n\nOnly proceed without loading a skill if genuinely none are relevant to the task.\n\nConversation started: Sunday, May 10, 2026 11:39 PM\nModel: kimi-k2.6\nProvider: custom\n\nYou are on a text messaging communication platform, Telegram. Standard markdown is automatically converted to Telegram format. Supported: **bold**, *italic*, ~~strikethrough~~, ||spoiler||, `inline code`, ```code blocks```, [links](url), and ## headers. Telegram has NO table syntax — prefer bullet lists or labeled key: value pairs over pipe tables (any tables you do emit are auto-rewritten into row-group bullets, which you can produce directly for cleaner output). You can send media files natively: to deliver a file to the user, include MEDIA:/absolute/path/to/file in your response. Images (.png, .jpg, .webp) appear as photos, audio (.ogg) sends as voice bubbles, and videos (.mp4) play inline. You can also include image URLs in markdown format  and they will be sent as native photos.",
"tools": [
{
"type": "function",
"function": {
"name": "clarify",
"description": "Ask the user a question when you need clarification, feedback, or a decision before proceeding. Supports two modes:\n\n1. **Multiple choice** — provide up to 4 choices. The user picks one or types their own answer via a 5th 'Other' option.\n2. **Open-ended** — omit choices entirely. The user types a free-form response.\n\nUse this tool when:\n- The task is ambiguous and you need the user to choose an approach\n- You want post-task feedback ('How did that work out?')\n- You want to offer to save a skill or update memory\n- A decision has meaningful trade-offs the user should weigh in on\n\nDo NOT use this tool for simple yes/no confirmation of dangerous commands (the terminal tool handles that). Prefer making a reasonable default choice yourself when the decision is low-stakes.",
"parameters": {
"type": "object",
"properties": {
"question": {
"type": "string",
"description": "The question to present to the user."
},
"choices": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 4,
"description": "Up to 4 answer choices. Omit this parameter entirely to ask an open-ended question. When provided, the UI automatically appends an 'Other (type your answer)' option."
}
},
"required": [
"question"
]
}
}
},
{
"type": "function",
"function": {
"name": "cronjob",
"description": "Manage scheduled cron jobs with a single compressed tool.\n\nUse action='create' to schedule a new job from a prompt or one or more skills.\nUse action='list' to inspect jobs.\nUse action='update', 'pause', 'resume', 'remove', or 'run' to manage an existing job.\n\nTo stop a job the user no longer wants: first action='list' to find the job_id, then action='remove' with that job_id. Never guess job IDs — always list first.\n\nJobs run in a fresh session with no current-chat context, so prompts must be self-contained.\nIf skills are provided on create, the future cron run loads those skills in order, then follows the prompt as the task instruction.\nOn update, passing skills=[] clears attached skills.\n\nNOTE: The agent's final response is auto-delivered to the target. Put the primary\nuser-facing content in the final response. Cron jobs run autonomously with no user\npresent — they cannot ask questions or request clarification.\n\nImportant safety rule: cron-run sessions should not recursively schedule more cron jobs.",
"parameters": {
"type": "object",
"properties": {
"action": {
"type": "string",
"description": "One of: create, list, update, pause, resume, remove, run"
},
"job_id": {
"type": "string",
"description": "Required for update/pause/resume/remove/run"
},
"prompt": {
"type": "string",
"description": "For create: the full self-contained prompt. If skills are also provided, this becomes the task instruction paired with those skills."
},
"schedule": {
"type": "string",
"description": "For create/update: '30m', 'every 2h', '0 9 * * *', or ISO timestamp"
},
"name": {
"type": "string",
"description": "Optional human-friendly name"
},
"repeat": {
"type": "integer",
"description": "Optional repeat count. Omit for defaults (once for one-shot, forever for recurring)."
},
"deliver": {
"type": "string",
"description": "Omit this parameter to auto-deliver back to the current chat and topic (recommended). Auto-detection preserves thread/topic context. Only set explicitly when the user asks to deliver somewhere OTHER than the current conversation. Values: 'origin' (same as omitting), 'local' (no delivery, save only), or platform:chat_id:thread_id for a specific destination. Examples: 'telegram:-1001234567890:17585', 'discord:#engineering', 'sms:+15551234567'. WARNING: 'platform:chat_id' without :thread_id loses topic targeting."
},
"skills": {
"type": "array",
"items": {
"type": "string"
},
"description": "Optional ordered list of skill names to load before executing the cron prompt. On update, pass an empty array to clear attached skills."
},
"model": {
"type": "object",
"description": "Optional per-job model override. If provider is omitted, the current main provider is pinned at creation time so the job stays stable.",
"properties": {
"provider": {
"type": "string",
"description": "Provider name (e.g. 'openrouter', 'anthropic', or 'custom:' for a provider defined in custom_providers config — always include the ':' suffix, never pass the bare 'custom'). Omit to use and pin the current provider."
},
"model": {
"type": "string",
"description": "Model name (e.g. 'anthropic/claude-sonnet-4', 'claude-sonnet-4')"
}
},
"required": [
"model"
]
},
"script": {
"type": "string",
"description": "Optional path to a script that runs each tick. In the default mode its stdout is injected into the agent's prompt as context (data-collection / change-detection pattern). With no_agent=True, the script IS the job and its stdout is delivered verbatim (classic watchdog pattern). Relative paths resolve under ~/hermes/scripts/. ``.sh``/``.bash`` extensions run via bash, everything else via Python. On update, pass empty string to clear."
},
"no_agent": {
"type": "boolean",
"default": false,
"description": "Default: False (LLM-driven job — the agent runs the prompt each tick). Set True to skip the LLM entirely: the scheduler just runs ``script`` on schedule and delivers its stdout verbatim. No tokens, no agent loop, no model override honoured. \n\nREQUIREMENTS when True: ``script`` MUST be set (``prompt`` and ``skills`` are ignored). \n\nDELIVERY SEMANTICS when True: (a) non-empty stdout is sent verbatim as the message; (b) EMPTY stdout means SILENT — nothing is sent to the user and they won't see anything happened, so design your script to stay quiet when there's nothing to report (the watchdog pattern); (c) non-zero exit / timeout sends an error alert so a broken watchdog can't fail silently. \n\nWHEN TO USE True: recurring script-only pings where the script itself produces the exact message text (memory/disk/GPU watchdogs, threshold alerts, heartbeats, CI notifications, API pollers with a fixed output shape). WHEN TO USE False (default): anything that needs reasoning — summarize a feed, draft a daily briefing, pick interesting items, rephrase data for a human, follow conditional logic based on content."
},
"context_from": {
"type": "array",
"items": {
"type": "string"
},
"description": "Optional job ID or list of job IDs whose most recent completed output is injected into the prompt as context before each run. Use this to chain cron jobs: job A collects data, job B processes it. Each entry must be a valid job ID (from cronjob action='list'). Note: injects the most recent completed output — does not wait for upstream jobs running in the same tick. On update, pass an empty array to clear."
},
"enabled_toolsets": {
"type": "array",
"items": {
"type": "string"
},
"description": "Optional list of toolset names to restrict the job's agent to (e.g. [\"web\", \"terminal\", \"file\", \"delegation\"]). When set, only tools from these toolsets are loaded, significantly reducing input token overhead. When omitted, all default tools are loaded. Infer from the job's prompt — e.g. use \"web\" if it calls web_search, \"terminal\" if it runs scripts, \"file\" if it reads files, \"delegation\" if it calls delegate_task. On update, pass an empty array to clear."
},
"workdir": {
"type": "string",
"description": "Optional absolute path to run the job from. When set, AGENTS.md / CLAUDE.md / .cursorrules from that directory are injected into the system prompt, and the terminal/file/code_exec tools use it as their working directory — useful for running a job inside a specific project repo. Must be an absolute path that exists. When unset (default), preserves the original behaviour: no project context files, tools use the scheduler's cwd. On update, pass an empty string to clear. Jobs with workdir run sequentially (not parallel) to keep per-job directories isolated."
}
},
"required": [
"action"
]
}
}
},
{
"type": "function",
"function": {
"name": "delegate_task",
"description": "Spawn one or more subagents to work on tasks in isolated contexts. Each subagent gets its own conversation, terminal session, and toolset. Only the final summary is returned -- intermediate tool results never enter your context window.\n\nTWO MODES (one of 'goal' or 'tasks' is required):\n1. Single task: provide 'goal' (+ optional context, toolsets)\n2. Batch (parallel): provide 'tasks' array with up to delegation.max_concurrent_children items (default 3, configurable via config.yaml, no hard ceiling). All run concurrently and results are returned together. Nested delegation requires role='orchestrator' and delegation.max_spawn_depth >= 2.\n\nWHEN TO USE delegate_task:\n- Reasoning-heavy subtasks (debugging, code review, research synthesis)\n- Tasks that would flood your context with intermediate data\n- Parallel independent workstreams (research A and B simultaneously)\n\nWHEN NOT TO USE (use these instead):\n- Mechanical multi-step work with no reasoning needed -> use execute_code\n- Single tool call -> just call the tool directly\n- Tasks needing user interaction -> subagents cannot use clarify\n- Durable long-running work that must outlive the current turn -> use cronjob (action='create') or terminal(background=True, notify_on_complete=True) instead. delegate_task runs SYNCHRONOUSLY inside the parent turn: if the parent is interrupted (user sends a new message, /stop, /new) the child is cancelled with status='interrupted' and its work is discarded. Children cannot continue in the background.\n\nIMPORTANT:\n- Subagents have NO memory of your conversation. Pass all relevant info (file paths, error messages, constraints) via the 'context' field.\n- If the user is writing in a non-English language, or asked for output in a specific language / tone / style, say so in 'context' (e.g. \"respond in Chinese\", \"return output in Japanese\"). Otherwise subagents default to English and their summaries will contaminate your final reply with the wrong language.\n- Subagent summaries are SELF-REPORTS, not verified facts. A subagent that claims \"uploaded successfully\" or \"file written\" may be wrong. For operations with external side-effects (HTTP POST/PUT, remote writes, file creation at shared paths, publishing), require the subagent to return a verifiable handle (URL, ID, absolute path, HTTP status) and verify it yourself — fetch the URL, stat the file, read back the content — before telling the user the operation succeeded.\n- Leaf subagents (role='leaf', the default) CANNOT call: delegate_task, clarify, memory, send_message, execute_code.\n- Orchestrator subagents (role='orchestrator') retain delegate_task so they can spawn their own workers, but still cannot use clarify, memory, send_message, or execute_code. Orchestrators are bounded by delegation.max_spawn_depth (default 2) and can be disabled globally via delegation.orchestrator_enabled=false.\n- Each subagent gets its own terminal session (separate working directory and state).\n- Results are always returned as an array, one entry per task.",
"parameters": {
"type": "object",
"properties": {
"goal": {
"type": "string",
"description": "What the subagent should accomplish. Be specific and self-contained -- the subagent knows nothing about your conversation history."
},
"context": {
"type": "string",
"description": "Background information the subagent needs: file paths, error messages, project structure, constraints. The more specific you are, the better the subagent performs."
},
"toolsets": {
"type": "array",
"items": {
"type": "string"
},
"description": "Toolsets to enable for this subagent. Default: inherits your enabled toolsets. Available toolsets: 'browser', 'cronjob', 'discord', 'discord_admin', 'feishu_doc', 'feishu_drive', 'file', 'homeassistant', 'image_gen', 'kanban', 'search', 'session_search', 'skills', 'spotify', 'terminal', 'todo', 'tts', 'video', 'vision', 'web', 'yuanbao'. Common patterns: ['terminal', 'file'] for code work, ['web'] for research, ['browser'] for web interaction, ['terminal', 'file', 'web'] for full-stack tasks."
},
"tasks": {
"type": "array",
"items": {
"type": "object",
"properties": {
"goal": {
"type": "string",
"description": "Task goal"
},
"context": {
"type": "string",
"description": "Task-specific context"
},
"toolsets": {
"type": "array",
"items": {
"type": "string"
},
"description": "Toolsets for this specific task. Available: 'browser', 'cronjob', 'discord', 'discord_admin', 'feishu_doc', 'feishu_drive', 'file', 'homeassistant', 'image_gen', 'kanban', 'search', 'session_search', 'skills', 'spotify', 'terminal', 'todo', 'tts', 'video', 'vision', 'web', 'yuanbao'. Use 'web' for network access, 'terminal' for shell, 'browser' for web interaction."
},
"acp_command": {
"type": "string",
"description": "Per-task ACP command override (e.g. 'claude'). Overrides the top-level acp_command for this task only."
},
"acp_args": {
"type": "array",
"items": {
"type": "string"
},
"description": "Per-task ACP args override."
},
"role": {
"type": "string",
"enum": [
"leaf",
"orchestrator"
],
"description": "Per-task role override. See top-level 'role' for semantics."
}
},
"required": [
"goal"
]
},
"description": "Batch mode: tasks to run in parallel (limit configurable via delegation.max_concurrent_children, default 3). Each gets its own subagent with isolated context and terminal session. When provided, top-level goal/context/toolsets are ignored."
},
"role": {
"type": "string",
"enum": [
"leaf",
"orchestrator"
],
"description": "Role of the child agent. 'leaf' (default) = focused worker, cannot delegate further. 'orchestrator' = can use delegate_task to spawn its own workers. Requires delegation.max_spawn_depth >= 2 in config; ignored (treated as 'leaf') when the child would exceed max_spawn_depth or when delegation.orchestrator_enabled=false."
},
"acp_command": {
"type": "string",
"description": "Override ACP command for child agents (e.g. 'claude', 'copilot'). When set, children use ACP subprocess transport instead of inheriting the parent's transport. Enables spawning Claude Code (claude --acp --stdio) or other ACP-capable agents from any parent, including Discord/Telegram/CLI."
},
"acp_args": {
"type": "array",
"items": {
"type": "string"
},
"description": "Arguments for the ACP command (default: ['--acp', '--stdio']). Only used when acp_command is set. Example: ['--acp', '--stdio', '--model', 'claude-opus-4-6']"
}
}
}
}
},
{
"type": "function",
"function": {
"name": "execute_code",
"description": "Run a Python script that can call Hermes tools programmatically. Use this when you need 3+ tool calls with processing logic between them, need to filter/reduce large tool outputs before they enter your context, need conditional branching (if X then Y else Z), or need to loop (fetch N pages, process N files, retry on failure).\n\nUse normal tool calls instead when: single tool call with no processing, you need to see the full result and apply complex reasoning, or the task requires interactive user input.\n\nAvailable via `from hermes_tools import ...`:\n\n read_file(path: str, offset: int = 1, limit: int = 500) -> dict\n Lines are 1-indexed. Returns {\"content\": \"...\", \"total_lines\": N}\n write_file(path: str, content: str) -> dict\n Always overwrites the entire file.\n search_files(pattern: str, target=\"content\", path=\".\", file_glob=None, limit=50) -> dict\n target: \"content\" (search inside files) or \"files\" (find files by name). Returns {\"matches\": [...]}\n patch(path: str, old_string: str, new_string: str, replace_all: bool = False) -> dict\n Replaces old_string with new_string in the file.\n terminal(command: str, timeout=None, workdir=None) -> dict\n Foreground only (no background/pty). Returns {\"output\": \"...\", \"exit_code\": N}\n\nLimits: 5-minute timeout, 50KB stdout cap, max 50 tool calls per script. terminal() is foreground-only (no background or pty).\n\nScripts run in the session's working directory with the active venv's python, so project deps (pandas, etc.) and relative paths work like in terminal().\n\nPrint your final result to stdout. Use Python stdlib (json, re, math, csv, datetime, collections, etc.) for processing between tool calls.\n\nAlso available (no import needed — built into hermes_tools):\n json_parse(text: str) — json.loads with strict=False; use for terminal() output with control chars\n shell_quote(s: str) — shlex.quote(); use when interpolating dynamic strings into shell commands\n retry(fn, max_attempts=3, delay=2) — retry with exponential backoff for transient failures",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string",
"description": "Python code to execute. Import tools with `from hermes_tools import terminal, ...` and print your final result to stdout."
}
},
"required": [
"code"
]
}
}
},
{
"type": "function",
"function": {
"name": "memory",
"description": "Save durable information to persistent memory that survives across sessions. Memory is injected into future turns, so keep it compact and focused on facts that will still matter later.\n\nWHEN TO SAVE (do this proactively, don't wait to be asked):\n- User corrects you or says 'remember this' / 'don't do that again'\n- User shares a preference, habit, or personal detail (name, role, timezone, coding style)\n- You discover something about the environment (OS, installed tools, project structure)\n- You learn a convention, API quirk, or workflow specific to this user's setup\n- You identify a stable fact that will be useful again in future sessions\n\nPRIORITY: User preferences and corrections > environment facts > procedural knowledge. The most valuable memory prevents the user from having to repeat themselves.\n\nDo NOT save task progress, session outcomes, completed-work logs, or temporary TODO state to memory; use session_search to recall those from past transcripts.\nIf you've discovered a new way to do something, solved a problem that could be necessary later, save it as a skill with the skill tool.\n\nTWO TARGETS:\n- 'user': who the user is -- name, role, preferences, communication style, pet peeves\n- 'memory': your notes -- environment facts, project conventions, tool quirks, lessons learned\n\nACTIONS: add (new entry), replace (update existing -- old_text identifies it), remove (delete -- old_text identifies it).\n\nSKIP: trivial/obvious info, things easily re-discovered, raw data dumps, and temporary task state.",
"parameters": {
"type": "object",
"properties": {
"action": {
"type": "string",
"enum": [
"add",
"replace",
"remove"
],
"description": "The action to perform."
},
"target": {
"type": "string",
"enum": [
"memory",
"user"
],
"description": "Which memory store: 'memory' for personal notes, 'user' for user profile."
},
"content": {
"type": "string",
"description": "The entry content. Required for 'add' and 'replace'."
},
"old_text": {
"type": "string",
"description": "Short unique substring identifying the entry to replace or remove."
}
},
"required": [
"action",
"target"
]
}
}
},
{
"type": "function",
"function": {
"name": "patch",
"description": "Targeted find-and-replace edits in files. Use this instead of sed/awk in terminal. Uses fuzzy matching (9 strategies) so minor whitespace/indentation differences won't break it. Returns a unified diff. Auto-runs syntax checks after editing.\n\nReplace mode (default): find a unique string and replace it.\nPatch mode: apply V4A multi-file patches for bulk changes.",
"parameters": {
"type": "object",
"properties": {
"mode": {
"type": "string",
"enum": [
"replace",
"patch"
],
"description": "Edit mode: 'replace' for targeted find-and-replace, 'patch' for V4A multi-file patches",
"default": "replace"
},
"path": {
"type": "string",
"description": "File path to edit (required for 'replace' mode)"
},
"old_string": {
"type": "string",
"description": "Text to find in the file (required for 'replace' mode). Must be unique in the file unless replace_all=true. Include enough surrounding context to ensure uniqueness."
},
"new_string": {
"type": "string",
"description": "Replacement text (required for 'replace' mode). Can be empty string to delete the matched text."
},
"replace_all": {
"type": "boolean",
"description": "Replace all occurrences instead of requiring a unique match (default: false)",
"default": false
},
"patch": {
"type": "string",
"description": "V4A format patch content (required for 'patch' mode). Format:\n*** Begin Patch\n*** Update File: path/to/file\n@@ context hint @@\n context line\n-removed line\n+added line\n*** End Patch"
}
},
"required": [
"mode"
]
}
}
},
{
"type": "function",
"function": {
"name": "process",
"description": "Manage background processes started with terminal(background=true). Actions: 'list' (show all), 'poll' (check status + new output), 'log' (full output with pagination), 'wait' (block until done or timeout), 'kill' (terminate), 'write' (send raw stdin data without newline), 'submit' (send data + Enter, for answering prompts), 'close' (close stdin/send EOF).",
"parameters": {
"type": "object",
"properties": {
"action": {
"type": "string",
"enum": [
"list",
"poll",
"log",
"wait",
"kill",
"write",
"submit",
"close"
],
"description": "Action to perform on background processes"
},
"session_id": {
"type": "string",
"description": "Process session ID (from terminal background output). Required for all actions except 'list'."
},
"data": {
"type": "string",
"description": "Text to send to process stdin (for 'write' and 'submit' actions)"
},
"timeout": {
"type": "integer",
"description": "Max seconds to block for 'wait' action. Returns partial output on timeout.",
"minimum": 1
},
"offset": {
"type": "integer",
"description": "Line offset for 'log' action (default: last 200 lines)"
},
"limit": {
"type": "integer",
"description": "Max lines to return for 'log' action",
"minimum": 1
}
},
"required": [
"action"
]
}
}
},
{
"type": "function",
"function": {
"name": "read_file",
"description": "Read a text file with line numbers and pagination. Use this instead of cat/head/tail in terminal. Output format: 'LINE_NUM|CONTENT'. Suggests similar filenames if not found. Use offset and limit for large files. Reads exceeding ~100K characters are rejected; use offset and limit to read specific sections of large files. NOTE: Cannot read images or binary files — use vision_analyze for images.",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string",
"description": "Path to the file to read (absolute, relative, or ~/path)"
},
"offset": {
"type": "integer",
"description": "Line number to start reading from (1-indexed, default: 1)",
"default": 1,
"minimum": 1
},
"limit": {
"type": "integer",
"description": "Maximum number of lines to read (default: 500, max: 2000)",
"default": 500,
"maximum": 2000
}
},
"required": [
"path"
]
}
}
},
{
"type": "function",
"function": {
"name": "search_files",
"description": "Search file contents or find files by name. Use this instead of grep/rg/find/ls in terminal. Ripgrep-backed, faster than shell equivalents.\n\nContent search (target='content'): Regex search inside files. Output modes: full matches with line numbers, file paths only, or match counts.\n\nFile search (target='files'): Find files by glob pattern (e.g., '*.py', '*config*'). Also use this instead of ls — results sorted by modification time.",
"parameters": {
"type": "object",
"properties": {
"pattern": {
"type": "string",
"description": "Regex pattern for content search, or glob pattern (e.g., '*.py') for file search"
},
"target": {
"type": "string",
"enum": [
"content",
"files"
],
"description": "'content' searches inside file contents, 'files' searches for files by name",
"default": "content"
},
"path": {
"type": "string",
"description": "Directory or file to search in (default: current working directory)",
"default": "."
},
"file_glob": {
"type": "string",
"description": "Filter files by pattern in grep mode (e.g., '*.py' to only search Python files)"
},
"limit": {
"type": "integer",
"description": "Maximum number of results to return (default: 50)",
"default": 50
},
"offset": {
"type": "integer",
"description": "Skip first N results for pagination (default: 0)",
"default": 0
},
"output_mode": {
"type": "string",
"enum": [
"content",
"files_only",
"count"
],
"description": "Output format for grep mode: 'content' shows matching lines with line numbers, 'files_only' lists file paths, 'count' shows match counts per file",
"default": "content"
},
"context": {
"type": "integer",
"description": "Number of context lines before and after each match (grep mode only)",
"default": 0
}
},
"required": [
"pattern"
]
}
}
},
{
"type": "function",
"function": {
"name": "send_message",
"description": "Send a message to a connected messaging platform, or list available targets.\n\nIMPORTANT: When the user asks to send to a specific channel or person (not just a bare platform name), call send_message(action='list') FIRST to see available targets, then send to the correct one.\nIf the user just says a platform name like 'send to telegram', send directly to the home channel without listing first.",
"parameters": {
"type": "object",
"properties": {
"action": {
"type": "string",
"enum": [
"send",
"list"
],
"description": "Action to perform. 'send' (default) sends a message. 'list' returns all available channels/contacts across connected platforms."
},
"target": {
"type": "string",
"description": "Delivery target. Format: 'platform' (uses home channel), 'platform:#channel-name', 'platform:chat_id', or 'platform:chat_id:thread_id' for Telegram topics and Discord threads. Examples: 'telegram', 'telegram:-1001234567890:17585', 'discord:999888777:555444333', 'discord:#bot-home', 'slack:#engineering', 'signal:+155****4567', 'matrix:!roomid:server.org', 'matrix:@user:server.org', 'yuanbao:direct:' (DM), 'yuanbao:group:' (group chat)"
},
"message": {
"type": "string",
"description": "The message text to send. To send an image or file, include MEDIA: (e.g. 'MEDIA:/tmp/hermes/cache/img_xxx.jpg') in the message — the platform will deliver it as a native media attachment."
}
}
}
}
},
{
"type": "function",
"function": {
"name": "session_search",
"description": "Search your long-term memory of past conversations, or browse recent sessions. This is your recall -- every past session is searchable, and this tool summarizes what happened.\n\nTWO MODES:\n1. Recent sessions (no query): Call with no arguments to see what was worked on recently. Returns titles, previews, and timestamps. Zero LLM cost, instant. Start here when the user asks what were we working on or what did we do recently.\n2. Keyword search (with query): Search for specific topics across all past sessions. Returns LLM-generated summaries of matching sessions.\n\nUSE THIS PROACTIVELY when:\n- The user says 'we did this before', 'remember when', 'last time', 'as I mentioned'\n- The user asks about a topic you worked on before but don't have in current context\n- The user references a project, person, or concept that seems familiar but isn't in memory\n- You want to check if you've solved a similar problem before\n- The user asks 'what did we do about X?' or 'how did we fix Y?'\n\nDon't hesitate to search when it is actually cross-session -- it's fast and cheap. Better to search and confirm than to guess or ask the user to repeat themselves.\n\nSearch syntax: keywords joined with OR for broad recall (elevenlabs OR baseten OR funding), phrases for exact match (\"docker networking\"), boolean (python NOT java), prefix (deploy*). IMPORTANT: Use OR between keywords for best results — FTS5 defaults to AND which misses sessions that only mention some terms. If a broad OR query returns nothing, try individual keyword searches in parallel. Returns summaries of the top matching sessions.",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Search query — keywords, phrases, or boolean expressions to find in past sessions. Omit this parameter entirely to browse recent sessions instead (returns titles, previews, timestamps with no LLM cost)."
},
"role_filter": {
"type": "string",
"description": "Optional: only search messages from specific roles (comma-separated). E.g. 'user,assistant' to skip tool outputs."
},
"limit": {
"type": "integer",
"description": "Max sessions to summarize (default: 3, max: 5).",
"default": 3
}
}
}
}
},
{
"type": "function",
"function": {
"name": "skill_manage",
"description": "Manage skills (create, update, delete). Skills are your procedural memory — reusable approaches for recurring task types. New skills go to ~/hermes/skills/; existing skills can be modified wherever they live.\n\nActions: create (full SKILL.md + optional category), patch (old_string/new_string — preferred for fixes), edit (full SKILL.md rewrite — major overhauls only), delete, write_file, remove_file.\n\nOn delete, pass `absorbed_into=` when you're merging this skill's content into another one, or `absorbed_into=\"\"` when you're pruning it with no forwarding target. This lets the curator tell consolidation from pruning without guessing, so downstream consumers (cron jobs that reference the old skill name, etc.) get updated correctly. The target you name in `absorbed_into` must already exist — create/patch the umbrella first, then delete.\n\nCreate when: complex task succeeded (5+ calls), errors overcome, user-corrected approach worked, non-trivial workflow discovered, or user asks you to remember a procedure.\nUpdate when: instructions stale/wrong, OS-specific failures, missing steps or pitfalls found during use. If you used a skill and hit issues not covered by it, patch it immediately.\n\nAfter difficult/iterative tasks, offer to save as a skill. Skip for simple one-offs. Confirm with user before creating/deleting.\n\nGood skills: trigger conditions, numbered steps with exact commands, pitfalls section, verification steps. Use skill_view() to see format examples.\n\nPinned skills are protected from deletion only — skill_manage(action='delete') will refuse with a message pointing the user to `hermes curator unpin `. Patches and edits go through on pinned skills so you can still improve them as pitfalls come up; pin only guards against irrecoverable loss.",
"parameters": {
"type": "object",
"properties": {
"action": {
"type": "string",
"enum": [
"create",
"patch",
"edit",
"delete",
"write_file",
"remove_file"
],
"description": "The action to perform."
},
"name": {
"type": "string",
"description": "Skill name (lowercase, hyphens/underscores, max 64 chars). Must match an existing skill for patch/edit/delete/write_file/remove_file."
},
"content": {
"type": "string",
"description": "Full SKILL.md content (YAML frontmatter + markdown body). Required for 'create' and 'edit'. For 'edit', read the skill first with skill_view() and provide the complete updated text."
},
"old_string": {
"type": "string",
"description": "Text to find in the file (required for 'patch'). Must be unique unless replace_all=true. Include enough surrounding context to ensure uniqueness."
},
"new_string": {
"type": "string",
"description": "Replacement text (required for 'patch'). Can be empty string to delete the matched text."
},
"replace_all": {
"type": "boolean",
"description": "For 'patch': replace all occurrences instead of requiring a unique match (default: false)."
},
"category": {
"type": "string",
"description": "Optional category/domain for organizing the skill (e.g., 'devops', 'data-science', 'mlops'). Creates a subdirectory grouping. Only used with 'create'."
},
"file_path": {
"type": "string",
"description": "Path to a supporting file within the skill directory. For 'write_file'/'remove_file': required, must be under references/, templates/, scripts/, or assets/. For 'patch': optional, defaults to SKILL.md if omitted."
},
"file_content": {
"type": "string",
"description": "Content for the file. Required for 'write_file'."
},
"absorbed_into": {
"type": "string",
"description": "For 'delete' only — declares intent so the curator can tell consolidation from pruning without guessing. Pass the umbrella skill name when this skill's content was merged into another (the target must already exist). Pass an empty string when the skill is truly stale and being pruned with no forwarding target. Omitting the arg on delete is supported for backward compatibility but downstream tooling (e.g. cron-job skill reference rewriting) will have to guess at intent."
}
},
"required": [
"action",
"name"
]
}
}
},
{
"type": "function",
"function": {
"name": "skill_view",
"description": "Skills allow for loading information about specific tasks and workflows, as well as scripts and templates. Load a skill's full content or access its linked files (references, templates, scripts). First call returns SKILL.md content plus a 'linked_files' dict showing available references/templates/scripts. To access those, call again with file_path parameter.",
"parameters": {
"type": "object",
"properties": {
"name": {
"type": "string",
"description": "The skill name (use skills_list to see available skills). For plugin-provided skills, use the qualified form 'plugin:skill' (e.g. 'superpowers:writing-plans')."
},
"file_path": {
"type": "string",
"description": "OPTIONAL: Path to a linked file within the skill (e.g., 'references/api.md', 'templates/config.yaml', 'scripts/validate.py'). Omit to get the main SKILL.md content."
}
},
"required": [
"name"
]
}
}
},
{
"type": "function",
"function": {
"name": "skills_list",
"description": "List available skills (name + description). Use skill_view(name) to load full content.",
"parameters": {
"type": "object",
"properties": {
"category": {
"type": "string",
"description": "Optional category filter to narrow results"
}
}
}
}
},
{
"type": "function",
"function": {
"name": "terminal",
"description": "Execute shell commands on a Linux environment. Filesystem usually persists between calls.\n\nDo NOT use cat/head/tail to read files — use read_file instead.\nDo NOT use grep/rg/find to search — use search_files instead.\nDo NOT use ls to list directories — use search_files(target='files') instead.\nDo NOT use sed/awk to edit files — use patch instead.\nDo NOT use echo/cat heredoc to create files — use write_file instead.\nReserve terminal for: builds, installs, git, processes, scripts, network, package managers, and anything that needs a shell.\n\nForeground (default): Commands return INSTANTLY when done, even if the timeout is high. Set timeout=300 for long builds/scripts — you'll still get the result in seconds if it's fast. Prefer foreground for short commands.\nBackground: Set background=true to get a session_id. Two patterns:\n (1) Long-lived processes that never exit (servers, watchers).\n (2) Long-running tasks with notify_on_complete=true — you can keep working on other things and the system auto-notifies you when the task finishes. Great for test suites, builds, deployments, or anything that takes more than a minute.\nFor servers/watchers, do NOT use shell-level background wrappers (nohup/disown/setsid/trailing '&') in foreground mode. Use background=true so Hermes can track lifecycle and output.\nAfter starting a server, verify readiness with a health check or log signal, then run tests in a separate terminal() call. Avoid blind sleep loops.\nUse process(action=\"poll\") for progress checks, process(action=\"wait\") to block until done.\nWorking directory: Use 'workdir' for per-command cwd.\nPTY mode: Set pty=true for interactive CLI tools (Codex, Claude Code, Python REPL).\n\nDo NOT use vim/nano/interactive tools without pty=true — they hang without a pseudo-terminal. Pipe git output to cat if it might page.\n",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "The command to execute on the VM"
},
"background": {
"type": "boolean",
"description": "Run the command in the background. Two patterns: (1) Long-lived processes that never exit (servers, watchers). (2) Long-running tasks paired with notify_on_complete=true — you can keep working and get notified when the task finishes. For short commands, prefer foreground with a generous timeout instead.",
"default": false
},
"timeout": {
"type": "integer",
"description": "Max seconds to wait (default: 180, foreground max: 600). Returns INSTANTLY when command finishes — set high for long tasks, you won't wait unnecessarily. Foreground timeout above 600s is rejected; use background=true for longer commands.",
"minimum": 1
},
"workdir": {
"type": "string",
"description": "Working directory for this command (absolute path). Defaults to the session working directory."
},
"pty": {
"type": "boolean",
"description": "Run in pseudo-terminal (PTY) mode for interactive CLI tools like Codex, Claude Code, or Python REPL. Only works with local and SSH backends. Default: false.",
"default": false
},
"notify_on_complete": {
"type": "boolean",
"description": "When true (and background=true), you'll be automatically notified exactly once when the process finishes. **This is the right choice for almost every long-running task** — tests, builds, deployments, multi-item batch jobs, anything that takes over a minute and has a defined end. Use this and keep working on other things; the system notifies you on exit. MUTUALLY EXCLUSIVE with watch_patterns — when both are set, watch_patterns is dropped.",
"default": false
},
"watch_patterns": {
"type": "array",
"items": {
"type": "string"
},
"description": "Strings to watch for in background process output. HARD RATE LIMIT: at most 1 notification per 15 seconds per process — matches arriving inside the cooldown are dropped. After 3 consecutive 15-second windows with dropped matches, watch_patterns is automatically disabled for that process and promoted to notify_on_complete behavior (one notification on exit, no more mid-process spam). USE ONLY for truly rare, one-shot mid-process signals on LONG-LIVED processes that will never exit on their own — e.g. ['Application startup complete'] on a server so you know when to hit its endpoint, or ['migration done'] on a daemon. DO NOT use for: (1) end-of-run markers like 'DONE'/'PASS' — use notify_on_complete instead; (2) error patterns like 'ERROR'/'Traceback' in loops or multi-item batch jobs — they fire on every iteration and you'll hit the strike limit fast; (3) anything you'd ever combine with notify_on_complete. When in doubt, choose notify_on_complete. MUTUALLY EXCLUSIVE with notify_on_complete — set one, not both."
}
},
"required": [
"command"
]
}
}
},
{
"type": "function",
"function": {
"name": "text_to_speech",
"description": "Convert text to speech audio. Returns a MEDIA: path that the platform delivers as native audio. Compatible providers render as a voice bubble on Telegram; otherwise audio is sent as a regular attachment. In CLI mode, saves to ~/voice-memos/. Voice and provider are user-configured (built-in providers like edge/openai or custom command providers under tts.providers.), not model-selected.",
"parameters": {
"type": "object",
"properties": {
"text": {
"type": "string",
"description": "The text to convert to speech. Provider-specific character caps apply and are enforced automatically (OpenAI 4096, xAI 15000, MiniMax 10000, ElevenLabs 5k-40k depending on model); over-long input is truncated."
},
"output_path": {
"type": "string",
"description": "Optional custom file path to save the audio. Defaults to ~/hermes/audio_cache/.mp3"
}
},
"required": [
"text"
]
}
}
},
{
"type": "function",
"function": {
"name": "todo",
"description": "Manage your task list for the current session. Use for complex tasks with 3+ steps or when the user provides multiple tasks. Call with no parameters to read the current list.\n\nWriting:\n- Provide 'todos' array to create/update items\n- merge=false (default): replace the entire list with a fresh plan\n- merge=true: update existing items by id, add any new ones\n\nEach item: {id: string, content: string, status: pending|in_progress|completed|cancelled}\nList order is priority. Only ONE item in_progress at a time.\nMark items completed immediately when done. If something fails, cancel it and add a revised item.\n\nAlways returns the full current list.",
"parameters": {
"type": "object",
"properties": {
"todos": {
"type": "array",
"description": "Task items to write. Omit to read current list.",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Unique item identifier"
},
"content": {
"type": "string",
"description": "Task description"
},
"status": {
"type": "string",
"enum": [
"pending",
"in_progress",
"completed",
"cancelled"
],
"description": "Current status"
}
},
"required": [
"id",
"content",
"status"
]
}
},
"merge": {
"type": "boolean",
"description": "true: update existing items by id, add new ones. false (default): replace the entire list.",
"default": false
}
}
}
}
},
{
"type": "function",
"function": {
"name": "vision_analyze",
"description": "Inspect an image from a URL, file path, or tool output when you need closer detail than what's visible in the conversation. If the user's image is already attached to the conversation and you can see it, just answer directly — only call this tool for images referenced by URL/path, images returned inside other tool results (browser screenshots, search thumbnails), or when you need a deeper look at a specific region the main model's vision may have missed.",
"parameters": {
"type": "object",
"properties": {
"image_url": {
"type": "string",
"description": "Image URL (http/https) or local file path to analyze."
},
"question": {
"type": "string",
"description": "Your specific question or request about the image to resolve. The AI will automatically provide a complete image description AND answer your specific question."
}
},
"required": [
"image_url",
"question"
]
}
}
},
{
"type": "function",
"function": {
"name": "write_file",
"description": "Write content to a file, completely replacing existing content. Use this instead of echo/cat heredoc in terminal. Creates parent directories automatically. OVERWRITES the entire file — use 'patch' for targeted edits. Auto-runs syntax checks on .py/.json/.yaml/.toml and other linted languages; only NEW errors introduced by this write are surfaced (pre-existing errors are filtered out).",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string",
"description": "Path to the file to write (will be created if it doesn't exist, overwritten if it does)"
},
"content": {
"type": "string",
"description": "Complete content to write to the file"
}
},
"required": [
"path",
"content"
]
}
}
}
],
"message_count": 76,
"messages": [
{
"role": "user",
"content": "Recherchiere mal Gstack, was ist das und was kann das?"
},
{
"role": "assistant",
"content": "",
"tool_calls": [
{
"id": "functions.search_files:0",
"call_id": "functions.search_files:0",
"response_item_id": "fc_functionssearch_files0",
"type": "function",
"function": {
"name": "search_files",
"arguments": "{\"pattern\":\"gstack|GStack\",\"target\":\"content\",\"limit\":20}"
}
}
],
"finish_reason": "tool_calls",
"reasoning": "Der User fragt nach \"Gstack\". Ich kenne das nicht direkt. Lass mich kurz recherchieren.",
"reasoning_content": "Der User fragt nach \"Gstack\". Ich kenne das nicht direkt. Lass mich kurz recherchieren."
},
{
"role": "tool",
"content": "{\"total_count\": 0}",
"tool_call_id": "functions.search_files:0"
},
{
"role": "assistant",
"content": "",
"tool_calls": [
{
"id": "functions.terminal:1",
"call_id": "functions.terminal:1",
"response_item_id": "fc_functionsterminal1",
"type": "function",
"function": {
"name": "terminal",
"arguments": "{\"timeout\":30,\"command\":\"curl -sL \\\"https://www.google.com/search?q=GStack+what+is\\\" | sed 's/\\u003c[^\\u003e]*\\u003e//g' | tr -s ' \\\\n' | head -200\"}"
}
}
],
"finish_reason": "tool_calls",
"reasoning": "Die Suche auf dem lokalen System hat nichts gefunden. Ich muss jetzt online recherchieren. Da ich kein \"web_search\" Tool habe (ich kann nur über den Browser surfen mit `browser`, aber das ist nicht direkt verfügbar), muss ich über `terminal` nachschauen oder den Browser verwenden. Lass mich prüfen, welche Tools ich habe. Ich habe `search` und `web` nicht direkt, aber ich habe `terminal` wo ich `curl` verwenden kann.\n\nIch kann `terminal` mit `curl` oder `w3m` verwenden, um nach GStack zu suchen. Lass mich das versuchen.",
"reasoning_content": "Die Suche auf dem lokalen System hat nichts gefunden. Ich muss jetzt online recherchieren. Da ich kein \"web_search\" Tool habe (ich kann nur über den Browser surfen mit `browser`, aber das ist nicht direkt verfügbar), muss ich über `terminal` nachschauen oder den Browser verwenden. Lass mich prüfen, welche Tools ich habe. Ich habe `search` und `web` nicht direkt, aber ich habe `terminal` wo ich `curl` verwenden kann.\n\nIch kann `terminal` mit `curl` oder `w3m` verwenden, um nach GStack zu suchen. Lass mich das versuchen."
},
{
"role": "tool",
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"arguments": "{\"command\":\"curl -sL \\\"https://html.duckduckgo.com/html/?q=GStack\\\" | sed 's/\\u003c[^\\u003e]*\\u003e//g' | tr -s ' \\\\n' | head -300\",\"timeout\":30}"
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"reasoning": "The user asked about \"Gstack\". The terminal output from a Google search is heavily obfuscated/minified JavaScript and not useful. I need to search more directly for \"GStack\". It might be a specific software or company. I will use a web search via a different method or maybe look at GitHub or other sources. Since I have no direct web search tool that gives clean results, I can try using curl with a search engine or directly query a known source. Alternatively, I can use `search_files` for \"gstack\" in the local filesystem, but that likely won't yield anything.\n\nLet me try to use curl to access a more readable source like the GitHub API or just search Google with a simpler query string and parse the output differently, or maybe use `search_files` on the web? No, `search_files` only searches local files.\n\nI could try `curl -sL \"https://www.google.com/search?q=GStack\"` but Google returns obfuscated JS. I could try DuckDuckGo HTML version: `https://html.duckduckgo.com/html/?q=GStack`. That usually returns cleaner HTML.",
"reasoning_content": "The user asked about \"Gstack\". The terminal output from a Google search is heavily obfuscated/minified JavaScript and not useful. I need to search more directly for \"GStack\". It might be a specific software or company. I will use a web search via a different method or maybe look at GitHub or other sources. Since I have no direct web search tool that gives clean results, I can try using curl with a search engine or directly query a known source. Alternatively, I can use `search_files` for \"gstack\" in the local filesystem, but that likely won't yield anything.\n\nLet me try to use curl to access a more readable source like the GitHub API or just search Google with a simpler query string and parse the output differently, or maybe use `search_files` on the web? No, `search_files` only searches local files.\n\nI could try `curl -sL \"https://www.google.com/search?q=GStack\"` but Google returns obfuscated JS. I could try DuckDuckGo HTML version: `https://html.duckduckgo.com/html/?q=GStack`. That usually returns cleaner HTML."
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"content": "{\"output\": \"-->\\n \\n \\n \\n \\n \\n DuckDuckGo\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n DuckDuckGo\\n \\n \\n \\n \\n \\n \\n \\n \\n Unfortunately, bots use DuckDuckGo too.\\n Please complete the following challenge to confirm this search was made by a human.\\n Select all squares containing a duck:\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n Submit\\n \\n \\n Images not loading?\\n \\n Please email the following code to:\\n error-lite@duckduckgo.com\\n Code: d4cd0dabcf4caa22ad92fab40844c786\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n here. //-->\", \"exit_code\": 0, \"error\": null}",
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"arguments": "{\"code\":\"import subprocess, re, json, sys\\n\\ndef fetch(url):\\n try:\\n r = subprocess.run(['curl','-sL','-A','Mozilla/5.0','--max-time','15',url], capture_output=True, text=True)\\n return r.stdout\\n except Exception as e:\\n return str(e)\\n\\nurls = [\\n \\\"https://en.wikipedia.org/wiki/Special:Search?search=GStack\\u0026go=Go\\\",\\n \\\"https://github.com/search?q=GStack\\u0026type=repositories\\\",\\n \\\"https://gstack.dev\\\",\\n \\\"https://www.gstack.com\\\",\\n \\\"https://pypi.org/search/?q=gstack\\\",\\n]\\n\\nresults = {}\\nfor u in urls:\\n txt = fetch(u)\\n # truncate for safety\\n results[u] = txt[:3000]\\n\\n# print summary\\nfor u,txt in results.items():\\n print(f\\\"=== {u} ===\\\")\\n print(txt[:1200])\\n print(\\\"\\\\n\\\")\\n\"}"
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"reasoning": "DuckDuckGo hat einen Bot-Check. Google war nicht hilfreich. Ich sollte einen anderen Ansatz wählen. \n\nDa ich auf ZimaOS arbeite und möglicherweise Ollama / lokale LLMs laufen habe, und \"GStack\" klingt nach einer Stack-basierten Software, werde ich versuchen, mit `curl` auf eine API oder Website zuzugreifen, die expliziter ist.\n\nAlternative Ideen:\n1. `curl -s https://github.com/search?q=GStack` oder spezifische Repos\n2. `pip search gstack` (wenn es ein Python-Paket ist)\n3. `npm search gstack` (wenn es ein Node-Paket ist)\n4. Direkt `https://gstack.dev` oder `https://gstack.com` aufrufen\n5. Wikipedia über `https://en.wikipedia.org/wiki/Special:Search?search=GStack`\n\nIch probiere es mit Wikipedia und direkt mit gstack.dev bzw. einer GitHub-Suche. Ich mache das parallel mit execute_code für schnelleren Zugriff.",
"reasoning_content": "DuckDuckGo hat einen Bot-Check. Google war nicht hilfreich. Ich sollte einen anderen Ansatz wählen. \n\nDa ich auf ZimaOS arbeite und möglicherweise Ollama / lokale LLMs laufen habe, und \"GStack\" klingt nach einer Stack-basierten Software, werde ich versuchen, mit `curl` auf eine API oder Website zuzugreifen, die expliziter ist.\n\nAlternative Ideen:\n1. `curl -s https://github.com/search?q=GStack` oder spezifische Repos\n2. `pip search gstack` (wenn es ein Python-Paket ist)\n3. `npm search gstack` (wenn es ein Node-Paket ist)\n4. Direkt `https://gstack.dev` oder `https://gstack.com` aufrufen\n5. Wikipedia über `https://en.wikipedia.org/wiki/Special:Search?search=GStack`\n\nIch probiere es mit Wikipedia und direkt mit gstack.dev bzw. einer GitHub-Suche. Ich mache das parallel mit execute_code für schnelleren Zugriff."
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"content": "{\"status\": \"success\", \"output\": \"=== https://en.wikipedia.org/wiki/Special:Search?search=GStack&go=Go ===\\n\\n\\n\\n\\nGStack - Search results - Wikipedia\\n