docs: comprehensive documentation audit — fix stale info, expand thin pages, add depth (#5393)

Major changes across 20 documentation pages:

Staleness fixes:
- Fix FAQ: wrong import path (hermes.agent → run_agent)
- Fix FAQ: stale Gemini 2.0 model → Gemini 3 Flash
- Fix integrations/index: missing MiniMax TTS provider
- Fix integrations/index: web_crawl is not a registered tool
- Fix sessions: add all 19 session sources (was only 5)
- Fix cron: add all 18 delivery targets (was only telegram/discord)
- Fix webhooks: add all delivery targets
- Fix overview: add missing MCP, memory providers, credential pools
- Fix all line-number references → use function name searches instead
- Update file size estimates (run_agent ~9200, gateway ~7200, cli ~8500)

Expanded thin pages (< 150 lines → substantial depth):
- honcho.md: 43 → 108 lines — added feature comparison, tools, config, CLI
- overview.md: 49 → 55 lines — added MCP, memory providers, credential pools
- toolsets-reference.md: 57 → 175 lines — added explanations, config examples,
  custom toolsets, wildcards, platform differences table
- optional-skills-catalog.md: 74 → 153 lines — added 25+ missing skills across
  communication, devops, mlops (18!), productivity, research categories
- integrations/index.md: 82 → 115 lines — added messaging, HA, plugins sections
- cron-internals.md: 90 → 195 lines — added job JSON example, lifecycle states,
  tick cycle, delivery targets, script-backed jobs, CLI interface
- gateway-internals.md: 111 → 250 lines — added architecture diagram, message
  flow, two-level guard, platform adapters, token locks, process management
- agent-loop.md: 112 → 235 lines — added entry points, API mode resolution,
  turn lifecycle detail, message alternation rules, tool execution flow,
  callback table, budget tracking, compression details
- architecture.md: 152 → 295 lines — added system overview diagram, data flow
  diagrams, design principles table, dependency chain

Other depth additions:
- context-references.md: added platform availability, compression interaction,
  common patterns sections
- slash-commands.md: added quick commands config example, alias resolution
- image-generation.md: added platform delivery table
- tools-reference.md: added tool counts, MCP tools note
- index.md: updated platform count (5 → 14+), tool count (40+ → 47)
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@ -90,7 +90,7 @@ Both persist across sessions. See [Memory](../user-guide/features/memory.md) and
Yes. Import the `AIAgent` class and use Hermes programmatically:
```python
from hermes.agent import AIAgent
from run_agent import AIAgent
agent = AIAgent(model="openrouter/nous/hermes-3-llama-3.1-70b")
response = agent.chat("Explain quantum computing briefly")
@ -227,7 +227,7 @@ hermes chat --model openrouter/meta-llama/llama-3.1-70b-instruct
hermes chat
# Use a model with a larger context window
hermes chat --model openrouter/google/gemini-2.0-flash-001
hermes chat --model openrouter/google/gemini-3-flash-preview
```
If this happens on the first long conversation, Hermes may have the wrong context length for your model. Check what it detected:

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@ -1,74 +1,153 @@
---
sidebar_position: 6
title: "Official Optional Skills Catalog"
description: "Catalog of official optional skills available from the repository"
sidebar_position: 9
title: "Optional Skills Catalog"
description: "Official optional skills shipped with hermes-agent — install via hermes skills install official/<category>/<skill>"
---
# Official Optional Skills Catalog
# Optional Skills Catalog
Official optional skills live in the repository under `optional-skills/`. Install them with `hermes skills install official/<category>/<skill>` or browse them with `hermes skills browse --source official`.
Official optional skills ship with the hermes-agent repository under `optional-skills/` but are **not active by default**. Install them explicitly:
## autonomous-ai-agents
```bash
hermes skills install official/<category>/<skill>
```
| Skill | Description | Path |
|-------|-------------|------|
| `blackbox` | Delegate coding tasks to Blackbox AI CLI agent. Multi-model agent with built-in judge that runs tasks through multiple LLMs and picks the best result. Requires the blackbox CLI and a Blackbox AI API key. | `autonomous-ai-agents/blackbox` |
For example:
## blockchain
```bash
hermes skills install official/blockchain/solana
hermes skills install official/mlops/flash-attention
```
| Skill | Description | Path |
|-------|-------------|------|
| `base` | Query Base (Ethereum L2) blockchain data with USD pricing — wallet balances, token info, transaction details, gas analysis, contract inspection. | `blockchain/base` |
| `solana` | Query Solana blockchain data with USD pricing — wallet balances, token portfolios with values, transaction details, NFTs, whale detection, and live network stats. Uses Solana RPC + CoinGecko. No API key required. | `blockchain/solana` |
Once installed, the skill appears in the agent's skill list and can be loaded automatically when relevant tasks are detected.
## creative
To uninstall:
| Skill | Description | Path |
|-------|-------------|------|
| `blender-mcp` | Control Blender directly from Hermes via socket connection to the blender-mcp addon. Create 3D objects, materials, animations, and run arbitrary Blender Python. | `creative/blender-mcp` |
| `meme-generation` | Generate real meme images by picking a template and overlaying text with Pillow. Produces actual .png meme files. | `creative/meme-generation` |
```bash
hermes skills uninstall <skill-name>
```
## email
---
| Skill | Description | Path |
|-------|-------------|------|
| `agentmail` | Give the agent its own dedicated email inbox via AgentMail. Send, receive, and manage email autonomously using agent-owned email addresses (e.g. hermes-agent@agentmail.to). | `email/agentmail` |
## Autonomous AI Agents
## health
| Skill | Description |
|-------|-------------|
| **blackbox** | Delegate coding tasks to Blackbox AI CLI agent. Multi-model agent with built-in judge that runs tasks through multiple LLMs and picks the best result. |
| **honcho** | Configure and use Honcho memory with Hermes — cross-session user modeling, multi-profile peer isolation, observation config, and dialectic reasoning. |
| Skill | Description | Path |
|-------|-------------|------|
| `neuroskill-bci` | Connect to a running NeuroSkill instance and incorporate the user's real-time cognitive and emotional state (focus, relaxation, mood, cognitive load, drowsiness, heart rate, HRV, sleep staging, and 40+ derived EXG scores) into responses. Requires a BCI wearable (Muse 2/S or Open… | `health/neuroskill-bci` |
## Blockchain
## mcp
| Skill | Description |
|-------|-------------|
| **base** | Query Base (Ethereum L2) blockchain data with USD pricing — wallet balances, token info, transaction details, gas analysis, contract inspection, whale detection, and live network stats. No API key required. |
| **solana** | Query Solana blockchain data with USD pricing — wallet balances, token portfolios, transaction details, NFTs, whale detection, and live network stats. No API key required. |
| Skill | Description | Path |
|-------|-------------|------|
| `fastmcp` | Build, test, inspect, install, and deploy MCP servers with FastMCP in Python. | `mcp/fastmcp` |
## Communication
## migration
| Skill | Description |
|-------|-------------|
| **one-three-one-rule** | Structured communication framework for proposals and decision-making. |
| Skill | Description | Path |
|-------|-------------|------|
| `openclaw-migration` | Migrate a user's OpenClaw customization footprint into Hermes Agent. Imports Hermes-compatible memories, SOUL.md, command allowlists, user skills, and selected workspace assets from ~/.openclaw, then reports exactly what could not be migrated and why. | `migration/openclaw-migration` |
## Creative
## productivity
| Skill | Description |
|-------|-------------|
| **blender-mcp** | Control Blender directly from Hermes via socket connection to the blender-mcp addon. Create 3D objects, materials, animations, and run arbitrary Blender Python (bpy) code. |
| **meme-generation** | Generate real meme images by picking a template and overlaying text with Pillow. Produces actual `.png` meme files. |
| Skill | Description | Path |
|-------|-------------|------|
| `telephony` | Give Hermes phone capabilities — provision a Twilio number, send/receive SMS/MMS, make direct calls, and place AI-driven outbound calls through Bland.ai or Vapi. | `productivity/telephony` |
## DevOps
## research
| Skill | Description |
|-------|-------------|
| **cli** | Run 150+ AI apps via inference.sh CLI (infsh) — image generation, video creation, LLMs, search, 3D, and social automation. |
| **docker-management** | Manage Docker containers, images, volumes, networks, and Compose stacks — lifecycle ops, debugging, cleanup, and Dockerfile optimization. |
| Skill | Description | Path |
|-------|-------------|------|
| `bioinformatics` | Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, structural biology. | `research/bioinformatics` |
| `qmd` | Search personal knowledge bases, notes, docs, and meeting transcripts locally using qmd — a hybrid retrieval engine with BM25, vector search, and LLM reranking. Supports CLI and MCP integration. | `research/qmd` |
## Email
## security
| Skill | Description |
|-------|-------------|
| **agentmail** | Give the agent its own dedicated email inbox via AgentMail. Send, receive, and manage email autonomously using agent-owned email addresses. |
| Skill | Description | Path |
|-------|-------------|------|
| `1password` | Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in, and reading/injecting secrets for commands. | `security/1password` |
| `oss-forensics` | Supply chain investigation, evidence recovery, and forensic analysis for GitHub repositories. Covers deleted commit recovery, force-push detection, IOC extraction. | `security/oss-forensics` |
| `sherlock` | OSINT username search across 400+ social networks. Hunt down social media accounts by username. | `security/sherlock` |
## Health
| Skill | Description |
|-------|-------------|
| **neuroskill-bci** | Brain-Computer Interface (BCI) integration for neuroscience research workflows. |
## MCP
| Skill | Description |
|-------|-------------|
| **fastmcp** | Build, test, inspect, install, and deploy MCP servers with FastMCP in Python. Covers wrapping APIs or databases as MCP tools, exposing resources or prompts, and deployment. |
## Migration
| Skill | Description |
|-------|-------------|
| **openclaw-migration** | Migrate a user's OpenClaw customization footprint into Hermes Agent. Imports memories, SOUL.md, command allowlists, user skills, and selected workspace assets. |
## MLOps
The largest optional category — covers the full ML pipeline from data curation to production inference.
| Skill | Description |
|-------|-------------|
| **accelerate** | Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. |
| **chroma** | Open-source embedding database. Store embeddings and metadata, perform vector and full-text search. Simple 4-function API for RAG and semantic search. |
| **faiss** | Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, HNSW). |
| **flash-attention** | Optimize transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Supports PyTorch SDPA, flash-attn library, H100 FP8, and sliding window. |
| **hermes-atropos-environments** | Build, test, and debug Hermes Agent RL environments for Atropos training. Covers the HermesAgentBaseEnv interface, reward functions, agent loop integration, and evaluation. |
| **huggingface-tokenizers** | Fast Rust-based tokenizers for research and production. Tokenizes 1GB in under 20 seconds. Supports BPE, WordPiece, and Unigram algorithms. |
| **instructor** | Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, and stream partial results. |
| **lambda-labs** | Reserved and on-demand GPU cloud instances for ML training and inference. SSH access, persistent filesystems, and multi-node clusters. |
| **llava** | Large Language and Vision Assistant — visual instruction tuning and image-based conversations combining CLIP vision with LLaMA language models. |
| **nemo-curator** | GPU-accelerated data curation for LLM training. Fuzzy deduplication (16x faster), quality filtering (30+ heuristics), semantic dedup, PII redaction. Scales with RAPIDS. |
| **pinecone** | Managed vector database for production AI. Auto-scaling, hybrid search (dense + sparse), metadata filtering, and low latency (under 100ms p95). |
| **pytorch-lightning** | High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks, and minimal boilerplate. |
| **qdrant** | High-performance vector similarity search engine. Rust-powered with fast nearest neighbor search, hybrid search with filtering, and scalable vector storage. |
| **saelens** | Train and analyze Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features. |
| **simpo** | Simple Preference Optimization — reference-free alternative to DPO with better performance (+6.4 pts on AlpacaEval 2.0). No reference model needed. |
| **slime** | LLM post-training with RL using Megatron+SGLang framework. Custom data generation workflows and tight Megatron-LM integration for RL scaling. |
| **tensorrt-llm** | Optimize LLM inference with NVIDIA TensorRT for maximum throughput. 10-100x faster than PyTorch on A100/H100 with quantization (FP8/INT4) and in-flight batching. |
| **torchtitan** | PyTorch-native distributed LLM pretraining with 4D parallelism (FSDP2, TP, PP, CP). Scale from 8 to 512+ GPUs with Float8 and torch.compile. |
## Productivity
| Skill | Description |
|-------|-------------|
| **canvas** | Canvas LMS integration — fetch enrolled courses and assignments using API token authentication. |
| **memento-flashcards** | Spaced repetition flashcard system for learning and knowledge retention. |
| **siyuan** | SiYuan Note API for searching, reading, creating, and managing blocks and documents in a self-hosted knowledge base. |
| **telephony** | Give Hermes phone capabilities — provision a Twilio number, send/receive SMS/MMS, make calls, and place AI-driven outbound calls through Bland.ai or Vapi. |
## Research
| Skill | Description |
|-------|-------------|
| **bioinformatics** | Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, and structural biology. |
| **domain-intel** | Passive domain reconnaissance using Python stdlib. Subdomain discovery, SSL certificate inspection, WHOIS lookups, DNS records, and bulk multi-domain analysis. No API keys required. |
| **duckduckgo-search** | Free web search via DuckDuckGo — text, news, images, videos. No API key needed. |
| **gitnexus-explorer** | Index a codebase with GitNexus and serve an interactive knowledge graph via web UI and Cloudflare tunnel. |
| **parallel-cli** | Vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, and monitoring. |
| **qmd** | Search personal knowledge bases, notes, docs, and meeting transcripts locally using qmd — a hybrid retrieval engine with BM25, vector search, and LLM reranking. |
| **scrapling** | Web scraping with Scrapling — HTTP fetching, stealth browser automation, Cloudflare bypass, and spider crawling via CLI and Python. |
## Security
| Skill | Description |
|-------|-------------|
| **1password** | Set up and use 1Password CLI (op). Install the CLI, enable desktop app integration, sign in, and read/inject secrets for commands. |
| **oss-forensics** | Open-source software forensics — analyze packages, dependencies, and supply chain risks. |
| **sherlock** | OSINT username search across 400+ social networks. Hunt down social media accounts by username. |
---
## Contributing Optional Skills
To add a new optional skill to the repository:
1. Create a directory under `optional-skills/<category>/<skill-name>/`
2. Add a `SKILL.md` with standard frontmatter (name, description, version, author)
3. Include any supporting files in `references/`, `templates/`, or `scripts/` subdirectories
4. Submit a pull request — the skill will appear in this catalog once merged

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@ -89,9 +89,22 @@ Type `/` in the CLI to open the autocomplete menu. Built-in commands are case-in
| `/<skill-name>` | Load any installed skill as an on-demand command. Example: `/gif-search`, `/github-pr-workflow`, `/excalidraw`. |
| `/skills ...` | Search, browse, inspect, install, audit, publish, and configure skills from registries and the official optional-skills catalog. |
### Quick commands
### Quick Commands
User-defined quick commands from `quick_commands` in `~/.hermes/config.yaml` are also available as slash commands. These are resolved at dispatch time, not shown in the built-in autocomplete/help tables.
User-defined quick commands map a short alias to a longer prompt. Configure them in `~/.hermes/config.yaml`:
```yaml
quick_commands:
review: "Review my latest git diff and suggest improvements"
deploy: "Run the deployment script at scripts/deploy.sh and verify the output"
morning: "Check my calendar, unread emails, and summarize today's priorities"
```
Then type `/review`, `/deploy`, or `/morning` in the CLI. Quick commands are resolved at dispatch time and are not shown in the built-in autocomplete/help tables.
### Alias Resolution
Commands support prefix matching: typing `/h` resolves to `/help`, `/mod` resolves to `/model`. When a prefix is ambiguous (matches multiple commands), the first match in registry order wins. Full command names and registered aliases always take priority over prefix matches.
## Messaging slash commands

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@ -6,7 +6,13 @@ description: "Authoritative reference for Hermes built-in tools, grouped by tool
# Built-in Tools Reference
This page documents the built-in Hermes tool registry as it exists in code. Availability can still vary by platform, credentials, and enabled toolsets.
This page documents all 47 built-in tools in the Hermes tool registry, grouped by toolset. Availability varies by platform, credentials, and enabled toolsets.
**Quick counts:** 11 browser tools, 4 file tools, 10 RL tools, 4 Home Assistant tools, 2 terminal tools, 2 web tools, and 14 standalone tools across other toolsets.
:::tip MCP Tools
In addition to built-in tools, Hermes can load tools dynamically from MCP servers. MCP tools appear with a server-name prefix (e.g., `github_create_issue` for the `github` MCP server). See [MCP Integration](/docs/user-guide/features/mcp) for configuration.
:::
## `browser` toolset

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@ -6,53 +6,150 @@ description: "Reference for Hermes core, composite, platform, and dynamic toolse
# Toolsets Reference
Toolsets are named bundles of tools that you can enable with `hermes chat --toolsets ...`, configure per platform, or resolve inside the agent runtime.
Toolsets are named bundles of tools that control what the agent can do. They're the primary mechanism for configuring tool availability per platform, per session, or per task.
| Toolset | Kind | Resolves to |
|---------|------|-------------|
| `browser` | core | `browser_back`, `browser_click`, `browser_close`, `browser_console`, `browser_get_images`, `browser_navigate`, `browser_press`, `browser_scroll`, `browser_snapshot`, `browser_type`, `browser_vision`, `web_search` |
| `clarify` | core | `clarify` |
| `code_execution` | core | `execute_code` |
| `cronjob` | core | `cronjob` |
| `debugging` | composite | `patch`, `process`, `read_file`, `search_files`, `terminal`, `web_extract`, `web_search`, `write_file` |
| `delegation` | core | `delegate_task` |
| `file` | core | `patch`, `read_file`, `search_files`, `write_file` |
| `hermes-acp` | platform | `browser_back`, `browser_click`, `browser_close`, `browser_console`, `browser_get_images`, `browser_navigate`, `browser_press`, `browser_scroll`, `browser_snapshot`, `browser_type`, `browser_vision`, `delegate_task`, `execute_code`, `memory`, `patch`, `process`, `read_file`, `search_files`, `session_search`, `skill_manage`, `skill_view`, `skills_list`, `terminal`, `todo`, `vision_analyze`, `web_extract`, `web_search`, `write_file` |
| `hermes-cli` | platform | `browser_back`, `browser_click`, `browser_close`, `browser_console`, `browser_get_images`, `browser_navigate`, `browser_press`, `browser_scroll`, `browser_snapshot`, `browser_type`, `browser_vision`, `clarify`, `cronjob`, `delegate_task`, `execute_code`, `ha_call_service`, `ha_get_state`, `ha_list_entities`, `ha_list_services`, `image_generate`, `memory`, `mixture_of_agents`, `patch`, `process`, `read_file`, `search_files`, `send_message`, `session_search`, `skill_manage`, `skill_view`, `skills_list`, `terminal`, `text_to_speech`, `todo`, `vision_analyze`, `web_extract`, `web_search`, `write_file` |
| `hermes-api-server` | platform | `browser_back`, `browser_click`, `browser_close`, `browser_console`, `browser_get_images`, `browser_navigate`, `browser_press`, `browser_scroll`, `browser_snapshot`, `browser_type`, `browser_vision`, `cronjob`, `delegate_task`, `execute_code`, `ha_call_service`, `ha_get_state`, `ha_list_entities`, `ha_list_services`, `image_generate`, `memory`, `mixture_of_agents`, `patch`, `process`, `read_file`, `search_files`, `session_search`, `skill_manage`, `skill_view`, `skills_list`, `terminal`, `todo`, `vision_analyze`, `web_extract`, `web_search`, `write_file` |
| `hermes-dingtalk` | platform | _(same as hermes-cli)_ |
| `hermes-feishu` | platform | _(same as hermes-cli)_ |
| `hermes-wecom` | platform | _(same as hermes-cli)_ |
| `hermes-discord` | platform | _(same as hermes-cli)_ |
| `hermes-email` | platform | _(same as hermes-cli)_ |
| `hermes-gateway` | composite | Union of all messaging platform toolsets |
| `hermes-homeassistant` | platform | _(same as hermes-cli)_ |
| `hermes-matrix` | platform | _(same as hermes-cli)_ |
| `hermes-mattermost` | platform | _(same as hermes-cli)_ |
| `hermes-signal` | platform | _(same as hermes-cli)_ |
| `hermes-slack` | platform | _(same as hermes-cli)_ |
| `hermes-sms` | platform | _(same as hermes-cli)_ |
| `hermes-telegram` | platform | _(same as hermes-cli)_ |
| `hermes-whatsapp` | platform | _(same as hermes-cli)_ |
| `hermes-webhook` | platform | _(same as hermes-cli)_ |
| `homeassistant` | core | `ha_call_service`, `ha_get_state`, `ha_list_entities`, `ha_list_services` |
| `image_gen` | core | `image_generate` |
| `memory` | core | `memory` |
| `messaging` | core | `send_message` |
| `moa` | core | `mixture_of_agents` |
| `rl` | core | `rl_check_status`, `rl_edit_config`, `rl_get_current_config`, `rl_get_results`, `rl_list_environments`, `rl_list_runs`, `rl_select_environment`, `rl_start_training`, `rl_stop_training`, `rl_test_inference` |
| `safe` | composite | `image_generate`, `mixture_of_agents`, `vision_analyze`, `web_extract`, `web_search` |
| `search` | core | `web_search` |
| `session_search` | core | `session_search` |
| `skills` | core | `skill_manage`, `skill_view`, `skills_list` |
| `terminal` | core | `process`, `terminal` |
| `todo` | core | `todo` |
| `tts` | core | `text_to_speech` |
| `vision` | core | `vision_analyze` |
| `web` | core | `web_extract`, `web_search` |
## How Toolsets Work
## Dynamic toolsets
Every tool belongs to exactly one toolset. When you enable a toolset, all tools in that bundle become available to the agent. Toolsets come in three kinds:
- `mcp-<server>` — generated at runtime for each configured MCP server.
- Custom toolsets can be created in configuration and resolved at startup.
- Wildcards: `all` and `*` expand to every registered toolset.
- **Core** — A single logical group of related tools (e.g., `file` bundles `read_file`, `write_file`, `patch`, `search_files`)
- **Composite** — Combines multiple core toolsets for a common scenario (e.g., `debugging` bundles file, terminal, and web tools)
- **Platform** — A complete tool configuration for a specific deployment context (e.g., `hermes-cli` is the default for interactive CLI sessions)
## Configuring Toolsets
### Per-session (CLI)
```bash
hermes chat --toolsets web,file,terminal
hermes chat --toolsets debugging # composite — expands to file + terminal + web
hermes chat --toolsets all # everything
```
### Per-platform (config.yaml)
```yaml
toolsets:
- hermes-cli # default for CLI
# - hermes-telegram # override for Telegram gateway
```
### Interactive management
```bash
hermes tools # curses UI to enable/disable per platform
```
Or in-session:
```
/tools list
/tools disable browser
/tools enable rl
```
## Core Toolsets
| Toolset | Tools | Purpose |
|---------|-------|---------|
| `browser` | `browser_back`, `browser_click`, `browser_close`, `browser_console`, `browser_get_images`, `browser_navigate`, `browser_press`, `browser_scroll`, `browser_snapshot`, `browser_type`, `browser_vision`, `web_search` | Full browser automation. Includes `web_search` as a fallback for quick lookups. |
| `clarify` | `clarify` | Ask the user a question when the agent needs clarification. |
| `code_execution` | `execute_code` | Run Python scripts that call Hermes tools programmatically. |
| `cronjob` | `cronjob` | Schedule and manage recurring tasks. |
| `delegation` | `delegate_task` | Spawn isolated subagent instances for parallel work. |
| `file` | `patch`, `read_file`, `search_files`, `write_file` | File reading, writing, searching, and editing. |
| `homeassistant` | `ha_call_service`, `ha_get_state`, `ha_list_entities`, `ha_list_services` | Smart home control via Home Assistant. Only available when `HASS_TOKEN` is set. |
| `image_gen` | `image_generate` | Text-to-image generation via FAL.ai. |
| `memory` | `memory` | Persistent cross-session memory management. |
| `messaging` | `send_message` | Send messages to other platforms (Telegram, Discord, etc.) from within a session. |
| `moa` | `mixture_of_agents` | Multi-model consensus via Mixture of Agents. |
| `rl` | `rl_check_status`, `rl_edit_config`, `rl_get_current_config`, `rl_get_results`, `rl_list_environments`, `rl_list_runs`, `rl_select_environment`, `rl_start_training`, `rl_stop_training`, `rl_test_inference` | RL training environment management (Atropos). |
| `search` | `web_search` | Web search only (without extract). |
| `session_search` | `session_search` | Search past conversation sessions. |
| `skills` | `skill_manage`, `skill_view`, `skills_list` | Skill CRUD and browsing. |
| `terminal` | `process`, `terminal` | Shell command execution and background process management. |
| `todo` | `todo` | Task list management within a session. |
| `tts` | `text_to_speech` | Text-to-speech audio generation. |
| `vision` | `vision_analyze` | Image analysis via vision-capable models. |
| `web` | `web_extract`, `web_search` | Web search and page content extraction. |
## Composite Toolsets
These expand to multiple core toolsets, providing a convenient shorthand for common scenarios:
| Toolset | Expands to | Use case |
|---------|-----------|----------|
| `debugging` | `patch`, `process`, `read_file`, `search_files`, `terminal`, `web_extract`, `web_search`, `write_file` | Debug sessions — file access, terminal, and web research without browser or delegation overhead. |
| `safe` | `image_generate`, `mixture_of_agents`, `vision_analyze`, `web_extract`, `web_search` | Read-only research and media generation. No file writes, no terminal access, no code execution. Good for untrusted or constrained environments. |
## Platform Toolsets
Platform toolsets define the complete tool configuration for a deployment target. Most messaging platforms use the same set as `hermes-cli`:
| Toolset | Differences from `hermes-cli` |
|---------|-------------------------------|
| `hermes-cli` | Full toolset — all 39 tools including `clarify`. The default for interactive CLI sessions. |
| `hermes-acp` | Drops `clarify`, `cronjob`, `image_generate`, `mixture_of_agents`, `send_message`, `text_to_speech`, homeassistant tools. Focused on coding tasks in IDE context. |
| `hermes-api-server` | Drops `clarify` and `send_message`. Adds everything else — suitable for programmatic access where user interaction isn't possible. |
| `hermes-telegram` | Same as `hermes-cli`. |
| `hermes-discord` | Same as `hermes-cli`. |
| `hermes-slack` | Same as `hermes-cli`. |
| `hermes-whatsapp` | Same as `hermes-cli`. |
| `hermes-signal` | Same as `hermes-cli`. |
| `hermes-matrix` | Same as `hermes-cli`. |
| `hermes-mattermost` | Same as `hermes-cli`. |
| `hermes-email` | Same as `hermes-cli`. |
| `hermes-sms` | Same as `hermes-cli`. |
| `hermes-dingtalk` | Same as `hermes-cli`. |
| `hermes-feishu` | Same as `hermes-cli`. |
| `hermes-wecom` | Same as `hermes-cli`. |
| `hermes-homeassistant` | Same as `hermes-cli`. |
| `hermes-webhook` | Same as `hermes-cli`. |
| `hermes-gateway` | Union of all messaging platform toolsets. Used internally when the gateway needs the broadest possible tool set. |
## Dynamic Toolsets
### MCP server toolsets
Each configured MCP server generates a `mcp-<server>` toolset at runtime. For example, if you configure a `github` MCP server, a `mcp-github` toolset is created containing all tools that server exposes.
```yaml
# config.yaml
mcp:
servers:
github:
command: npx
args: ["-y", "@modelcontextprotocol/server-github"]
```
This creates a `mcp-github` toolset you can reference in `--toolsets` or platform configs.
### Plugin toolsets
Plugins can register their own toolsets via `ctx.register_tool()` during plugin initialization. These appear alongside built-in toolsets and can be enabled/disabled the same way.
### Custom toolsets
Define custom toolsets in `config.yaml` to create project-specific bundles:
```yaml
toolsets:
- hermes-cli
custom_toolsets:
data-science:
- file
- terminal
- code_execution
- web
- vision
```
### Wildcards
- `all` or `*` — expands to every registered toolset (built-in + dynamic + plugin)
## Relationship to `hermes tools`
The `hermes tools` command provides a curses-based UI for toggling individual tools on or off per platform. This operates at the tool level (finer than toolsets) and persists to `config.yaml`. Disabled tools are filtered out even if their toolset is enabled.
See also: [Tools Reference](./tools-reference.md) for the complete list of individual tools and their parameters.