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---
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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sidebar_position: 9
title: "Optional Skills Catalog"
description: "Official optional skills shipped with hermes-agent — install via hermes skills install official/<category>/<skill>"
---
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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# Optional Skills Catalog
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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Official optional skills ship with the hermes-agent repository under `optional-skills/` but are **not active by default**. Install them explicitly:
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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```bash
hermes skills install official/<category>/<skill>
```
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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For example:
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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```bash
hermes skills install official/blockchain/solana
hermes skills install official/mlops/flash-attention
```
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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Once installed, the skill appears in the agent's skill list and can be loaded automatically when relevant tasks are detected.
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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To uninstall:
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)
2026-04-05 19:45:50 -07:00
```bash
hermes skills uninstall <skill-name>
```
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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---
## Autonomous AI Agents
| 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. |
## Blockchain
| 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. |
## Communication
| Skill | Description |
|-------|-------------|
| **one-three-one-rule** | Structured communication framework for proposals and decision-making. |
## Creative
| 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. |
| **concept-diagrams** | Generate flat, minimal light/dark-aware SVG diagrams as standalone HTML files, using a unified educational visual language (9 semantic color ramps, automatic dark mode). Best for physics setups, chemistry mechanisms, math curves, physical objects (aircraft, turbines, smartphones), floor plans, cross-sections, lifecycle/process narratives, and hub-spoke system diagrams. Ships with 15 example diagrams. |
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)
2026-04-05 19:45:50 -07:00
| **meme-generation** | Generate real meme images by picking a template and overlaying text with Pillow. Produces actual `.png` meme files. |
| **touchdesigner-mcp** | Control a running TouchDesigner instance via the twozero MCP plugin — create operators, set parameters, wire connections, execute Python, build real-time audio-reactive visuals and GLSL networks. 36 native tools. |
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)
2026-04-05 19:45:50 -07:00
## DevOps
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)
2026-04-05 19:45:50 -07:00
| 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. |
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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## Email
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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| Skill | Description |
|-------|-------------|
| **agentmail** | Give the agent its own dedicated email inbox via AgentMail. Send, receive, and manage email autonomously using agent-owned email addresses. |
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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## Health
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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| Skill | Description |
|-------|-------------|
docs: correctness audit — fix wrong values, add missing coverage (#11972) Comprehensive audit of every reference/messaging/feature doc page against the live code registries (PROVIDER_REGISTRY, OPTIONAL_ENV_VARS, COMMAND_REGISTRY, TOOLSETS, tool registry, on-disk skills). Every fix was verified against code before writing. ### Wrong values fixed (users would paste-and-fail) - reference/environment-variables.md: - DASHSCOPE_BASE_URL default was `coding-intl.dashscope.aliyuncs.com/v1` \u2192 actual `dashscope-intl.aliyuncs.com/compatible-mode/v1`. - MINIMAX_BASE_URL and MINIMAX_CN_BASE_URL defaults were `/v1` \u2192 actual `/anthropic` (Hermes calls MiniMax via its Anthropic Messages endpoint). - reference/toolsets-reference.md MCP example used the non-existent nested `mcp: servers:` key \u2192 real key is the flat `mcp_servers:`. - reference/skills-catalog.md listed ~20 bundled skills that no longer exist on disk (all moved to `optional-skills/`). Regenerated the whole bundled section from `skills/**/SKILL.md` \u2014 79 skills, accurate paths and names. - messaging/slack.md ":::info" callout claimed Slack has no `free_response_channels` equivalent; both the env var and the yaml key are in fact read. - messaging/qqbot.md documented `QQ_MARKDOWN_SUPPORT` as an env var, but the adapter only reads `extra.markdown_support` from config.yaml. Removed the env var row and noted config-only nature. - messaging/qqbot.md `hermes setup gateway` \u2192 `hermes gateway setup`. ### Missing coverage added - Providers: AWS Bedrock and Qwen Portal (qwen-oauth) \u2014 both in PROVIDER_REGISTRY but undocumented everywhere. Added sections to integrations/providers.md, rows to quickstart.md and fallback-providers.md. - integrations/providers.md "Fallback Model" provider list now includes gemini, google-gemini-cli, qwen-oauth, xai, nvidia, ollama-cloud, bedrock. - reference/cli-commands.md `--provider` enum and HERMES_INFERENCE_PROVIDER enum in env-vars now include the same set. - reference/slash-commands.md: added `/agents` (alias `/tasks`) and `/copy`. Removed duplicate rows for `/snapshot`, `/fast` (\u00d72), `/debug`. - reference/tools-reference.md: fixed "47 built-in tools" \u2192 52. Added `feishu_doc` and `feishu_drive` toolset sections. - reference/toolsets-reference.md: added `feishu_doc` / `feishu_drive` core rows + all missing `hermes-<platform>` toolsets in the platform table (bluebubbles, dingtalk, feishu, qqbot, wecom, wecom-callback, weixin, homeassistant, webhook, gateway). Fixed the `debugging` composite to describe the actual `includes=[...]` mechanism. - reference/optional-skills-catalog.md: added `fitness-nutrition`. - reference/environment-variables.md: added NOUS_BASE_URL, NOUS_INFERENCE_BASE_URL, NVIDIA_API_KEY/BASE_URL, OLLAMA_API_KEY/BASE_URL, XAI_API_KEY/BASE_URL, MISTRAL_API_KEY, AWS_REGION/AWS_PROFILE, BEDROCK_BASE_URL, HERMES_QWEN_BASE_URL, DISCORD_ALLOWED_CHANNELS, DISCORD_PROXY, TELEGRAM_REPLY_TO_MODE, MATRIX_DEVICE_ID, MATRIX_REACTIONS, QQBOT_HOME_CHANNEL_NAME, QQ_SANDBOX. - messaging/discord.md: documented DISCORD_ALLOWED_CHANNELS, DISCORD_PROXY, HERMES_DISCORD_TEXT_BATCH_DELAY_SECONDS and HERMES_DISCORD_TEXT_BATCH_SPLIT _DELAY_SECONDS (all actively read by the adapter). - messaging/matrix.md: documented MATRIX_REACTIONS (default true). - messaging/telegram.md: removed the redundant second Webhook Mode section that invented a `telegram.webhook_mode: true` yaml key the adapter does not read. - user-guide/features/hooks.md: added `on_session_finalize` and `on_session_reset` (both emitted via invoke_hook but undocumented). - user-guide/features/api-server.md: documented GET /health/detailed, the `/api/jobs/*` CRUD surface, POST /v1/runs, and GET /v1/runs/{id}/events (10 routes that were live but undocumented). - user-guide/features/fallback-providers.md: added `approval` and `title_generation` auxiliary-task rows; added gemini, bedrock, qwen-oauth to the supported-providers table. - user-guide/features/tts.md: "seven providers" \u2192 "eight" (post-xAI add oversight in #11942). - user-guide/configuration.md: TTS provider enum gains `xai` and `gemini`; yaml example block gains `mistral:`, `gemini:`, `xai:` subsections. Auxiliary-provider enum now enumerates all real registry entries. - reference/faq.md: stale AIAgent/config examples bumped from `nous/hermes-3-llama-3.1-70b` and `claude-sonnet-4.6` to `claude-opus-4.7`. ### Docs-site integrity - guides/build-a-hermes-plugin.md referenced two nonexistent hooks (`pre_api_request`, `post_api_request`). Replaced with the real `on_session_finalize` / `on_session_reset` entries. - messaging/open-webui.md and features/api-server.md had pre-existing broken links to `/docs/user-guide/features/profiles` (actual path is `/docs/user-guide/profiles`). Fixed. - reference/skills-catalog.md had one `<1%` literal that MDX parsed as a JSX tag. Escaped to `&lt;1%`. ### False positives filtered out (not changed, verified correct) - `/set-home` is a registered alias of `/sethome` \u2014 docs were fine. - `hermes setup gateway` is valid syntax (`hermes setup \<section\>`); changed in qqbot.md for cross-doc consistency, not as a bug fix. - Telegram reactions "disabled by default" matches code (default `"false"`). - Matrix encryption "opt-in" matches code (empty env default \u2192 disabled). - `pre_api_request` / `post_api_request` hooks do NOT exist in current code; documented instead the real `on_session_finalize` / `on_session_reset`. - SIGNAL_IGNORE_STORIES is already in env-vars.md (subagent missed it). Validation: - `docusaurus build` \u2014 passes (only pre-existing nix-setup anchor warning). - `ascii-guard lint docs` \u2014 124 files, 0 errors. - 22 files changed, +317 / \u2212158.
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| **fitness-nutrition** | Gym workout planner and nutrition tracker. Search 690+ exercises by muscle, equipment, or category via wger. Look up macros and calories for 380,000+ foods via USDA FoodData Central. Computes BMI, TDEE, one-rep max, macro splits, and body fat — pure Python, no pip installs. |
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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| **neuroskill-bci** | Brain-Computer Interface (BCI) integration for neuroscience research workflows. |
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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## MCP
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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| 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. |
| **mcporter** | The `mcporter` CLI — list, configure, auth, and call MCP servers/tools directly (HTTP or stdio) from the terminal. Useful for ad-hoc MCP interactions; for always-on tool discovery use the built-in `native-mcp` client instead. |
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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## Migration
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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| 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. |
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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## 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. |
| **clip** | OpenAI's vision-language model connecting images and text. Zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs. Use for image search, content moderation, or vision-language tasks without fine-tuning. |
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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| **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. |
| **guidance** | Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance — Microsoft Research's constrained generation framework. |
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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| **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. |
| **modal** | Serverless GPU cloud platform for running ML workloads. On-demand GPU access without infrastructure management, ML model deployment as APIs, or batch jobs with automatic scaling. |
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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| **nemo-curator** | GPU-accelerated data curation for LLM training. Fuzzy deduplication (16x faster), quality filtering (30+ heuristics), semantic dedup, PII redaction. Scales with RAPIDS. |
| **peft-fine-tuning** | Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Train <1% of parameters with minimal accuracy loss for 7B70B models on limited GPU memory. HuggingFace's official PEFT library. |
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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| **pinecone** | Managed vector database for production AI. Auto-scaling, hybrid search (dense + sparse), metadata filtering, and low latency (under 100ms p95). |
| **pytorch-fsdp** | Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP — parameter sharding, mixed precision, CPU offloading, FSDP2. |
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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| **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. |
| **stable-diffusion-image-generation** | State-of-the-art text-to-image generation with Stable Diffusion via HuggingFace Diffusers. Text-to-image, image-to-image translation, inpainting, and custom diffusion pipelines. |
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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| **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. |
| **whisper** | OpenAI's general-purpose speech recognition. 99 languages, transcription, translation to English, and language ID. Six model sizes from tiny (39M) to large (1550M). Best for robust multilingual ASR. |
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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## 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. |
---
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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## Contributing Optional Skills
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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To add a new optional skill to the repository:
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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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