diff --git a/optional-skills/autonomous-ai-agents/blackbox/SKILL.md b/optional-skills/autonomous-ai-agents/blackbox/SKILL.md index a3af9f722cc7..06a1dc178e93 100644 --- a/optional-skills/autonomous-ai-agents/blackbox/SKILL.md +++ b/optional-skills/autonomous-ai-agents/blackbox/SKILL.md @@ -1,6 +1,6 @@ --- name: blackbox -description: Delegate coding tasks to Blackbox AI CLI agent. Multi-model agent with built-in judge that runs tasks through multiple LLMs and picks the best result. Requires the blackbox CLI and a Blackbox AI API key. +description: Delegate coding tasks to the Blackbox AI multi-model CLI. version: 1.0.0 author: Hermes Agent (Nous Research) license: MIT diff --git a/optional-skills/autonomous-ai-agents/honcho/SKILL.md b/optional-skills/autonomous-ai-agents/honcho/SKILL.md index b4a24a46e25d..61f8001b2490 100644 --- a/optional-skills/autonomous-ai-agents/honcho/SKILL.md +++ b/optional-skills/autonomous-ai-agents/honcho/SKILL.md @@ -1,6 +1,6 @@ --- name: honcho -description: Configure and use Honcho memory with Hermes -- cross-session user modeling, multi-profile peer isolation, observation config, dialectic reasoning, session summaries, and context budget enforcement. Use when setting up Honcho, troubleshooting memory, managing profiles with Honcho peers, or tuning observation, recall, and dialectic settings. +description: Configure and troubleshoot Honcho memory for Hermes. version: 2.0.0 author: Hermes Agent license: MIT diff --git a/optional-skills/blockchain/solana/SKILL.md b/optional-skills/blockchain/solana/SKILL.md index e7d62536a8c1..9da954f7de4c 100644 --- a/optional-skills/blockchain/solana/SKILL.md +++ b/optional-skills/blockchain/solana/SKILL.md @@ -1,6 +1,6 @@ --- name: solana -description: Query Solana blockchain data with USD pricing — wallet balances, token portfolios with values, transaction details, NFTs, whale detection, and live network stats. Uses Solana RPC + CoinGecko. No API key required. +description: Query Solana wallets, tokens, txs, and NFTs in USD. version: 0.2.0 author: Deniz Alagoz (gizdusum), enhanced by Hermes Agent license: MIT diff --git a/optional-skills/creative/concept-diagrams/SKILL.md b/optional-skills/creative/concept-diagrams/SKILL.md index 6017d4fd121a..48bab6c558d2 100644 --- a/optional-skills/creative/concept-diagrams/SKILL.md +++ b/optional-skills/creative/concept-diagrams/SKILL.md @@ -1,6 +1,6 @@ --- name: concept-diagrams -description: Generate flat, minimal light/dark-aware SVG diagrams as standalone HTML files, using a unified educational visual language with 9 semantic color ramps, sentence-case typography, and automatic dark mode. Best suited for educational and non-software visuals — physics setups, chemistry mechanisms, math curves, physical objects (aircraft, turbines, smartphones, mechanical watches), anatomy, floor plans, cross-sections, narrative journeys (lifecycle of X, process of Y), hub-spoke system integrations (smart city, IoT), and exploded layer views. If a more specialized skill exists for the subject (dedicated software/cloud architecture, hand-drawn sketches, animated explainers, etc.), prefer that — otherwise this skill can also serve as a general-purpose SVG diagram fallback with a clean educational look. Ships with 15 example diagrams. +description: Generate flat, minimal educational SVG visuals as HTML. version: 0.1.0 author: v1k22 (original PR), ported into hermes-agent license: MIT diff --git a/optional-skills/creative/hyperframes/SKILL.md b/optional-skills/creative/hyperframes/SKILL.md index 0f6fd9bf51b3..16a5c8d1bac5 100644 --- a/optional-skills/creative/hyperframes/SKILL.md +++ b/optional-skills/creative/hyperframes/SKILL.md @@ -1,6 +1,6 @@ --- name: hyperframes -description: Create HTML-based video compositions, animated title cards, social overlays, captioned talking-head videos, audio-reactive visuals, and shader transitions using HyperFrames. HTML is the source of truth for video. Use when the user wants a rendered MP4/WebM from an HTML composition, wants to animate text/logos/charts over media, needs captions synced to audio, wants TTS narration, or wants to convert a website into a video. +description: Render MP4/WebM videos from HTML compositions. version: 1.0.0 author: heygen-com license: Apache-2.0 diff --git a/optional-skills/creative/kanban-video-orchestrator/SKILL.md b/optional-skills/creative/kanban-video-orchestrator/SKILL.md index 6ce9dd293224..598c3837b931 100644 --- a/optional-skills/creative/kanban-video-orchestrator/SKILL.md +++ b/optional-skills/creative/kanban-video-orchestrator/SKILL.md @@ -1,6 +1,6 @@ --- name: kanban-video-orchestrator -description: Plan, set up, and monitor a multi-agent video production pipeline backed by Hermes Kanban. Use when the user wants to make ANY video — narrative film, product/marketing, music video, explainer, ASCII/terminal art, abstract/generative loop, comic, 3D, real-time/installation — and the work warrants decomposition into specialized profiles (writer, designer, animator, renderer, voice, editor, etc.) coordinated through a kanban board. Performs adaptive discovery to scope the brief, designs an appropriate team for the requested style, generates the setup script that creates Hermes profiles + initial kanban task, then helps monitor execution and intervene when tasks stall or fail. Routes scenes to whichever Hermes rendering / audio / design skill fits each beat (`ascii-video`, `manim-video`, `p5js`, `comfyui`, `touchdesigner-mcp`, `blender-mcp`, `pixel-art`, `baoyu-comic`, `claude-design`, `excalidraw`, `songsee`, `heartmula`, …) plus external APIs for TTS, image-gen, and image-to-video as needed. +description: Plan and run multi-agent video production pipelines. version: 1.0.0 author: [SHL0MS, alt-glitch] license: MIT diff --git a/optional-skills/creative/meme-generation/SKILL.md b/optional-skills/creative/meme-generation/SKILL.md index da17b6de2361..598a7f478a26 100644 --- a/optional-skills/creative/meme-generation/SKILL.md +++ b/optional-skills/creative/meme-generation/SKILL.md @@ -1,6 +1,6 @@ --- name: meme-generation -description: Generate real meme images by picking a template and overlaying text with Pillow. Produces actual .png meme files. +description: Create meme PNGs from templates with Pillow text overlay. version: 2.0.0 author: adanaleycio license: MIT diff --git a/optional-skills/creative/unreal-mcp/SKILL.md b/optional-skills/creative/unreal-mcp/SKILL.md index 1bbbc50ee221..aa5e2e9e822c 100644 --- a/optional-skills/creative/unreal-mcp/SKILL.md +++ b/optional-skills/creative/unreal-mcp/SKILL.md @@ -1,6 +1,6 @@ --- name: unreal-mcp -description: "Use when the user wants to do anything in Unreal Engine through Epic's official editor-embedded MCP server (catalog entry: unreal-engine) — build/light/populate scenes, place and transform actors, author Blueprints, animate with Sequencer, create material instances, frame cameras, take screenshots, render, import assets, run PIE test sessions and automation tests, or automate the editor end-to-end from plain-English prompts with no Unreal knowledge required. Covers the tool-search discovery walk (list_toolsets/describe_toolset/call_tool), serial game-thread call discipline, ProgrammaticToolset batching, the Blueprint graph DSL loop, scene-craft numbers (physical light units, exposure, scale conventions), complete build recipes, save/undo hygiene, and extending the tool surface with custom Python toolsets." +description: Automate Unreal Engine editor scenes, actors, and renders. version: 1.0.0 requires: Unreal Editor 5.8+ with the Unreal MCP plugin enabled and its server running author: Hermes Agent diff --git a/optional-skills/devops/cli/SKILL.md b/optional-skills/devops/cli/SKILL.md index 62c85db88ab1..b4fd25f6f805 100644 --- a/optional-skills/devops/cli/SKILL.md +++ b/optional-skills/devops/cli/SKILL.md @@ -1,6 +1,6 @@ --- name: inference-sh-cli -description: "Run 150+ AI apps via inference.sh CLI (infsh) — image generation, video creation, LLMs, search, 3D, social automation. Uses the terminal tool. Triggers: inference.sh, infsh, ai apps, flux, veo, image generation, video generation, seedream, seedance, tavily" +description: Run 150+ AI apps (image, video, LLM) via inference.sh CLI. version: 1.0.0 author: okaris license: MIT diff --git a/optional-skills/devops/docker-management/SKILL.md b/optional-skills/devops/docker-management/SKILL.md index a6fdebdce692..c0189b1ea89d 100755 --- a/optional-skills/devops/docker-management/SKILL.md +++ b/optional-skills/devops/docker-management/SKILL.md @@ -1,6 +1,6 @@ --- name: docker-management -description: Manage Docker containers, images, volumes, networks, and Compose stacks — lifecycle ops, debugging, cleanup, and Dockerfile optimization. +description: Manage Docker containers, images, volumes, and Compose. version: 1.0.0 author: sprmn24 license: MIT diff --git a/optional-skills/devops/hermes-s6-container-supervision/SKILL.md b/optional-skills/devops/hermes-s6-container-supervision/SKILL.md index 16e8a7b29e02..103e4eb05696 100644 --- a/optional-skills/devops/hermes-s6-container-supervision/SKILL.md +++ b/optional-skills/devops/hermes-s6-container-supervision/SKILL.md @@ -1,6 +1,6 @@ --- name: hermes-s6-container-supervision -description: Modify, debug, or extend the s6-overlay supervision tree inside the Hermes Agent Docker image — adding new services, debugging profile gateways, understanding the Architecture B main-program pattern. +description: Modify or debug s6 services in the Hermes Docker image. version: 1.0.0 author: Hermes Agent license: MIT diff --git a/optional-skills/dogfood/adversarial-ux-test/SKILL.md b/optional-skills/dogfood/adversarial-ux-test/SKILL.md index abb9e69b3a70..2c5ba20c513b 100644 --- a/optional-skills/dogfood/adversarial-ux-test/SKILL.md +++ b/optional-skills/dogfood/adversarial-ux-test/SKILL.md @@ -1,6 +1,6 @@ --- name: adversarial-ux-test -description: Roleplay the most difficult, tech-resistant user for your product. Browse the app as that persona, find every UX pain point, then filter complaints through a pragmatism layer to separate real problems from noise. Creates actionable tickets from genuine issues only. +description: Roleplay a hostile user to find and triage UX pain points. version: 1.0.0 author: Omni @ Comelse license: MIT diff --git a/optional-skills/email/agentmail/SKILL.md b/optional-skills/email/agentmail/SKILL.md index 5ddc7fd87574..54baaf3882b0 100644 --- a/optional-skills/email/agentmail/SKILL.md +++ b/optional-skills/email/agentmail/SKILL.md @@ -1,6 +1,6 @@ --- name: agentmail -description: Give the agent its own dedicated email inbox via AgentMail. Send, receive, and manage email autonomously using agent-owned email addresses (e.g. hermes-agent@agentmail.to). +description: "Give the agent its own inbox: send and receive email." version: 1.0.0 platforms: [linux, macos, windows] metadata: diff --git a/optional-skills/finance/3-statement-model/SKILL.md b/optional-skills/finance/3-statement-model/SKILL.md index 4ee55619dc9b..525049b47fce 100644 --- a/optional-skills/finance/3-statement-model/SKILL.md +++ b/optional-skills/finance/3-statement-model/SKILL.md @@ -1,6 +1,6 @@ --- name: 3-statement-model -description: Build fully-integrated 3-statement models (IS, BS, CF) in Excel with working capital schedules, D&A roll-forwards, debt schedule, and the plugs that make cash and retained earnings tie. Pairs with excel-author. +description: Build integrated IS/BS/CF financial workbooks in Excel. version: 1.0.0 author: Anthropic (adapted by Nous Research) license: Apache-2.0 diff --git a/optional-skills/finance/comps-analysis/SKILL.md b/optional-skills/finance/comps-analysis/SKILL.md index 2d4c34b7535f..66934034ab78 100644 --- a/optional-skills/finance/comps-analysis/SKILL.md +++ b/optional-skills/finance/comps-analysis/SKILL.md @@ -1,6 +1,6 @@ --- name: comps-analysis -description: Build comparable company analysis in Excel — operating metrics, valuation multiples, statistical benchmarking vs peer sets. Pairs with excel-author. Use for public-company valuation, IPO pricing, sector benchmarking, or outlier detection. +description: Build comparable-company valuation workbooks in Excel. version: 1.0.0 author: Anthropic (adapted by Nous Research) license: Apache-2.0 diff --git a/optional-skills/finance/dcf-model/SKILL.md b/optional-skills/finance/dcf-model/SKILL.md index a171fb7e4dd0..106b2dd1a731 100644 --- a/optional-skills/finance/dcf-model/SKILL.md +++ b/optional-skills/finance/dcf-model/SKILL.md @@ -1,6 +1,6 @@ --- name: dcf-model -description: Build institutional-quality DCF valuation models in Excel — revenue projections, FCF build, WACC, terminal value, Bear/Base/Bull scenarios, 5x5 sensitivity tables. Pairs with excel-author. Use for intrinsic-value equity analysis. +description: Build discounted cash flow valuation workbooks in Excel. version: 1.0.0 author: Anthropic (adapted by Nous Research) license: Apache-2.0 diff --git a/optional-skills/finance/excel-author/SKILL.md b/optional-skills/finance/excel-author/SKILL.md index d74bf42c2344..6ed57b0f9cec 100644 --- a/optional-skills/finance/excel-author/SKILL.md +++ b/optional-skills/finance/excel-author/SKILL.md @@ -1,6 +1,6 @@ --- name: excel-author -description: Build auditable Excel workbooks headless with openpyxl — blue/black/green cell conventions, formulas over hardcodes, named ranges, balance checks, sensitivity tables. Use for financial models, audit outputs, reconciliations. +description: Build auditable financial workbooks headless via openpyxl. version: 1.0.0 author: Anthropic (adapted by Nous Research) license: Apache-2.0 diff --git a/optional-skills/finance/lbo-model/SKILL.md b/optional-skills/finance/lbo-model/SKILL.md index 64eaf896fa69..a6b816c2e8f8 100644 --- a/optional-skills/finance/lbo-model/SKILL.md +++ b/optional-skills/finance/lbo-model/SKILL.md @@ -1,6 +1,6 @@ --- name: lbo-model -description: Build leveraged buyout models in Excel — sources & uses, debt schedule, cash sweep, exit multiple, IRR/MOIC sensitivity. Pairs with excel-author. Use for PE screening, sponsor-case valuation, or illustrative LBO in a pitch. +description: Build leveraged buyout workbooks with IRR/MOIC in Excel. version: 1.0.0 author: Anthropic (adapted by Nous Research) license: Apache-2.0 diff --git a/optional-skills/finance/merger-model/SKILL.md b/optional-skills/finance/merger-model/SKILL.md index e98b4b577bac..3055c55dd590 100644 --- a/optional-skills/finance/merger-model/SKILL.md +++ b/optional-skills/finance/merger-model/SKILL.md @@ -1,6 +1,6 @@ --- name: merger-model -description: Build accretion/dilution (merger) models in Excel — pro-forma P&L, synergies, financing mix, EPS impact. Pairs with excel-author. Use for M&A pitches, board materials, or deal evaluation. +description: Build M&A accretion/dilution workbooks in Excel. version: 1.0.0 author: Anthropic (adapted by Nous Research) license: Apache-2.0 diff --git a/optional-skills/finance/pptx-author/SKILL.md b/optional-skills/finance/pptx-author/SKILL.md index a0c490904bad..8fca36dd40fe 100644 --- a/optional-skills/finance/pptx-author/SKILL.md +++ b/optional-skills/finance/pptx-author/SKILL.md @@ -1,6 +1,6 @@ --- name: pptx-author -description: Build PowerPoint decks headless with python-pptx. Pairs with excel-author for model-backed decks where every number traces to a workbook cell. Use for pitch decks, IC memos, earnings notes. +description: Build PowerPoint decks headless with python-pptx. version: 1.0.0 author: Anthropic (adapted by Nous Research) license: Apache-2.0 diff --git a/optional-skills/mcp/fastmcp/SKILL.md b/optional-skills/mcp/fastmcp/SKILL.md index f9b1091bbe35..74cfb7a9a290 100644 --- a/optional-skills/mcp/fastmcp/SKILL.md +++ b/optional-skills/mcp/fastmcp/SKILL.md @@ -1,6 +1,6 @@ --- name: fastmcp -description: Build, test, inspect, install, and deploy MCP servers with FastMCP in Python. Use when creating a new MCP server, wrapping an API or database as MCP tools, exposing resources or prompts, or preparing a FastMCP server for Claude Code, Cursor, or HTTP deployment. +description: Build, test, and deploy Python MCP servers. version: 1.0.0 author: Hermes Agent license: MIT diff --git a/optional-skills/mcp/mcporter/SKILL.md b/optional-skills/mcp/mcporter/SKILL.md index fec8b77d1eb7..b5b1c3cc2a82 100644 --- a/optional-skills/mcp/mcporter/SKILL.md +++ b/optional-skills/mcp/mcporter/SKILL.md @@ -1,6 +1,6 @@ --- name: mcporter -description: Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation. +description: List, auth, and call MCP servers/tools from the terminal. version: 1.0.0 author: community license: MIT diff --git a/optional-skills/migration/openclaw-migration/SKILL.md b/optional-skills/migration/openclaw-migration/SKILL.md index 3bceba8727d6..4a04fb46cae2 100644 --- a/optional-skills/migration/openclaw-migration/SKILL.md +++ b/optional-skills/migration/openclaw-migration/SKILL.md @@ -1,6 +1,6 @@ --- name: openclaw-migration -description: Migrate a user's OpenClaw customization footprint into Hermes Agent. Imports Hermes-compatible memories, SOUL.md, command allowlists, user skills, and selected workspace assets from ~/.openclaw, then reports exactly what could not be migrated and why. +description: Import an OpenClaw setup (memories, skills) into Hermes. version: 1.0.0 author: Hermes Agent (Nous Research) license: MIT diff --git a/optional-skills/mlops/accelerate/SKILL.md b/optional-skills/mlops/accelerate/SKILL.md index 0c2e69a1d422..b77cf467735f 100644 --- a/optional-skills/mlops/accelerate/SKILL.md +++ b/optional-skills/mlops/accelerate/SKILL.md @@ -1,6 +1,6 @@ --- name: huggingface-accelerate -description: Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic device placement, mixed precision (FP16/BF16/FP8). Interactive config, single launch command. HuggingFace ecosystem standard. +description: Run PyTorch training across GPUs with minimal changes. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/chroma/SKILL.md b/optional-skills/mlops/chroma/SKILL.md index 60284bdb471a..57f1d82b9ca7 100644 --- a/optional-skills/mlops/chroma/SKILL.md +++ b/optional-skills/mlops/chroma/SKILL.md @@ -1,6 +1,6 @@ --- name: chroma -description: Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects. +description: Embedding database for RAG and semantic search. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/clip/SKILL.md b/optional-skills/mlops/clip/SKILL.md index d02335effb54..750510ec4b03 100644 --- a/optional-skills/mlops/clip/SKILL.md +++ b/optional-skills/mlops/clip/SKILL.md @@ -1,6 +1,6 @@ --- name: clip -description: OpenAI's model connecting vision and language. Enables 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. Best for general-purpose image understanding. +description: Zero-shot image classification and image-text search. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/faiss/SKILL.md b/optional-skills/mlops/faiss/SKILL.md index a263de0d1b2c..19202c001be7 100644 --- a/optional-skills/mlops/faiss/SKILL.md +++ b/optional-skills/mlops/faiss/SKILL.md @@ -1,6 +1,6 @@ --- name: faiss -description: 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). Use for fast k-NN search, large-scale vector retrieval, or when you need pure similarity search without metadata. Best for high-performance applications. +description: Fast vector similarity search at billion scale. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/flash-attention/SKILL.md b/optional-skills/mlops/flash-attention/SKILL.md index eca9e282b30c..13eec2fa3953 100644 --- a/optional-skills/mlops/flash-attention/SKILL.md +++ b/optional-skills/mlops/flash-attention/SKILL.md @@ -1,6 +1,6 @@ --- name: optimizing-attention-flash -description: Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster inference. Supports PyTorch native SDPA, flash-attn library, H100 FP8, and sliding window attention. +description: Speed up long-sequence transformer training and inference. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/guidance/SKILL.md b/optional-skills/mlops/guidance/SKILL.md index bb917c645d63..3fa841270049 100644 --- a/optional-skills/mlops/guidance/SKILL.md +++ b/optional-skills/mlops/guidance/SKILL.md @@ -1,6 +1,6 @@ --- name: guidance -description: 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 +description: Constrain LLM output with grammars; guarantee valid JSON. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/huggingface-tokenizers/SKILL.md b/optional-skills/mlops/huggingface-tokenizers/SKILL.md index a8a4c7781fe7..776b5253e7e8 100644 --- a/optional-skills/mlops/huggingface-tokenizers/SKILL.md +++ b/optional-skills/mlops/huggingface-tokenizers/SKILL.md @@ -1,6 +1,6 @@ --- name: huggingface-tokenizers -description: Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram algorithms. Train custom vocabularies, track alignments, handle padding/truncation. Integrates seamlessly with transformers. Use when you need high-performance tokenization or custom tokenizer training. +description: Fast BPE/WordPiece tokenization and custom vocab training. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/instructor/SKILL.md b/optional-skills/mlops/instructor/SKILL.md index 24f44e60697f..7dbcc7de59fd 100644 --- a/optional-skills/mlops/instructor/SKILL.md +++ b/optional-skills/mlops/instructor/SKILL.md @@ -1,6 +1,6 @@ --- name: instructor -description: Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library +description: Structured LLM outputs validated with Pydantic. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/lambda-labs/SKILL.md b/optional-skills/mlops/lambda-labs/SKILL.md index 2a12d413d8b9..742e7086fc4b 100644 --- a/optional-skills/mlops/lambda-labs/SKILL.md +++ b/optional-skills/mlops/lambda-labs/SKILL.md @@ -1,6 +1,6 @@ --- name: lambda-labs-gpu-cloud -description: Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent filesystems, or high-performance multi-node clusters for large-scale training. +description: On-demand GPU cloud instances for ML training. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/llava/SKILL.md b/optional-skills/mlops/llava/SKILL.md index 65380c15710f..3327b024018e 100644 --- a/optional-skills/mlops/llava/SKILL.md +++ b/optional-skills/mlops/llava/SKILL.md @@ -1,6 +1,6 @@ --- name: llava -description: Large Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with Vicuna/LLaMA language models. Supports multi-turn image chat, visual question answering, and instruction following. Use for vision-language chatbots or image understanding tasks. Best for conversational image analysis. +description: "Vision-language chat: VQA, captioning, image dialogue." version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/modal/SKILL.md b/optional-skills/mlops/modal/SKILL.md index 23cf7b3850cc..1f8a553387d9 100644 --- a/optional-skills/mlops/modal/SKILL.md +++ b/optional-skills/mlops/modal/SKILL.md @@ -1,6 +1,6 @@ --- name: modal-serverless-gpu -description: Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling. +description: Serverless GPU cloud for ML jobs and model APIs. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/nemo-curator/SKILL.md b/optional-skills/mlops/nemo-curator/SKILL.md index 6ab232ee579f..6045037491d8 100644 --- a/optional-skills/mlops/nemo-curator/SKILL.md +++ b/optional-skills/mlops/nemo-curator/SKILL.md @@ -1,6 +1,6 @@ --- name: nemo-curator -description: GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+ heuristics), semantic deduplication, PII redaction, NSFW detection. Scales across GPUs with RAPIDS. Use for preparing high-quality training datasets, cleaning web data, or deduplicating large corpora. +description: "Curate LLM training data: dedupe, filter, PII redaction." version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/peft/SKILL.md b/optional-skills/mlops/peft/SKILL.md index d11588486211..78f0fabe6cb5 100644 --- a/optional-skills/mlops/peft/SKILL.md +++ b/optional-skills/mlops/peft/SKILL.md @@ -1,6 +1,6 @@ --- name: peft-fine-tuning -description: Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train <1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's official library integrated with transformers ecosystem. +description: Fine-tune large LLMs with LoRA on limited GPU memory. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/pytorch-fsdp/SKILL.md b/optional-skills/mlops/pytorch-fsdp/SKILL.md index 680f1791f654..0436133e34b5 100644 --- a/optional-skills/mlops/pytorch-fsdp/SKILL.md +++ b/optional-skills/mlops/pytorch-fsdp/SKILL.md @@ -1,6 +1,6 @@ --- name: pytorch-fsdp -description: Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2 +description: Fully sharded data-parallel training for large models. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/pytorch-lightning/SKILL.md b/optional-skills/mlops/pytorch-lightning/SKILL.md index 58f4a9c5b8e9..3e03e55f936e 100644 --- a/optional-skills/mlops/pytorch-lightning/SKILL.md +++ b/optional-skills/mlops/pytorch-lightning/SKILL.md @@ -1,6 +1,6 @@ --- name: pytorch-lightning -description: High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices. +description: Clean training loops with built-in distributed support. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/qdrant/SKILL.md b/optional-skills/mlops/qdrant/SKILL.md index 64fb526ffa74..29786d3d0540 100644 --- a/optional-skills/mlops/qdrant/SKILL.md +++ b/optional-skills/mlops/qdrant/SKILL.md @@ -1,6 +1,6 @@ --- name: qdrant-vector-search -description: High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance. +description: Vector search engine for production RAG systems. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/saelens/SKILL.md b/optional-skills/mlops/saelens/SKILL.md index 3a34f352ab13..9e0b894123f0 100644 --- a/optional-skills/mlops/saelens/SKILL.md +++ b/optional-skills/mlops/saelens/SKILL.md @@ -1,6 +1,6 @@ --- name: sparse-autoencoder-training -description: Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features. Use when discovering interpretable features, analyzing superposition, or studying monosemantic representations in language models. +description: Train sparse autoencoders to interpret model features. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/simpo/SKILL.md b/optional-skills/mlops/simpo/SKILL.md index 811a01a2a750..32e00f6569d3 100644 --- a/optional-skills/mlops/simpo/SKILL.md +++ b/optional-skills/mlops/simpo/SKILL.md @@ -1,6 +1,6 @@ --- name: simpo-training -description: Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No reference model needed, more efficient than DPO. Use for preference alignment when want simpler, faster training than DPO/PPO. +description: Reference-free preference alignment, simpler than DPO. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/slime/SKILL.md b/optional-skills/mlops/slime/SKILL.md index 62fdc5b19824..b851cfd55bc4 100644 --- a/optional-skills/mlops/slime/SKILL.md +++ b/optional-skills/mlops/slime/SKILL.md @@ -1,6 +1,6 @@ --- name: slime-rl-training -description: Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data generation workflows, or needing tight Megatron-LM integration for RL scaling. +description: RL post-training for LLMs with Megatron and SGLang. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/stable-diffusion/SKILL.md b/optional-skills/mlops/stable-diffusion/SKILL.md index 84243bc802c1..4c84733e90b0 100644 --- a/optional-skills/mlops/stable-diffusion/SKILL.md +++ b/optional-skills/mlops/stable-diffusion/SKILL.md @@ -1,6 +1,6 @@ --- name: stable-diffusion-image-generation -description: State-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text prompts, performing image-to-image translation, inpainting, or building custom diffusion pipelines. +description: Text-to-image generation, inpainting, and img2img. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/tensorrt-llm/SKILL.md b/optional-skills/mlops/tensorrt-llm/SKILL.md index c5a90ee0e888..6ef1f948d599 100644 --- a/optional-skills/mlops/tensorrt-llm/SKILL.md +++ b/optional-skills/mlops/tensorrt-llm/SKILL.md @@ -1,6 +1,6 @@ --- name: tensorrt-llm -description: Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when you need 10-100x faster inference than PyTorch, or for serving models with quantization (FP8/INT4), in-flight batching, and multi-GPU scaling. +description: High-throughput LLM inference on NVIDIA GPUs. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/torchtitan/SKILL.md b/optional-skills/mlops/torchtitan/SKILL.md index 97dc925fc107..7da92663512f 100644 --- a/optional-skills/mlops/torchtitan/SKILL.md +++ b/optional-skills/mlops/torchtitan/SKILL.md @@ -1,6 +1,6 @@ --- name: distributed-llm-pretraining-torchtitan -description: Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek V3, or custom models at scale from 8 to 512+ GPUs with Float8, torch.compile, and distributed checkpointing. +description: Pretrain LLMs at scale with PyTorch 4D parallelism. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/mlops/whisper/SKILL.md b/optional-skills/mlops/whisper/SKILL.md index b4ab88fdf4ca..e5d1da634d79 100644 --- a/optional-skills/mlops/whisper/SKILL.md +++ b/optional-skills/mlops/whisper/SKILL.md @@ -1,6 +1,6 @@ --- name: whisper -description: OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six model sizes from tiny (39M params) to large (1550M params). Use for speech-to-text, podcast transcription, or multilingual audio processing. Best for robust, multilingual ASR. +description: Transcribe and translate speech in 99 languages. version: 1.0.0 author: Orchestra Research license: MIT diff --git a/optional-skills/productivity/canvas/SKILL.md b/optional-skills/productivity/canvas/SKILL.md index 68d6402e5543..5e5e3dabf792 100644 --- a/optional-skills/productivity/canvas/SKILL.md +++ b/optional-skills/productivity/canvas/SKILL.md @@ -1,6 +1,6 @@ --- name: canvas -description: Canvas LMS integration — fetch enrolled courses and assignments using API token authentication. +description: Fetch Canvas LMS courses and assignments via API token. version: 1.0.0 author: community license: MIT diff --git a/optional-skills/productivity/here-now/SKILL.md b/optional-skills/productivity/here-now/SKILL.md index bbb07b0a4e52..20f569574563 100644 --- a/optional-skills/productivity/here-now/SKILL.md +++ b/optional-skills/productivity/here-now/SKILL.md @@ -1,6 +1,6 @@ --- name: here.now -description: Publish static sites to {slug}.here.now and store private files in cloud Drives for agent-to-agent handoff. +description: Publish sites to {slug}.here.now and store files in Drives. version: 1.15.3 author: here.now license: MIT diff --git a/optional-skills/productivity/shopify/SKILL.md b/optional-skills/productivity/shopify/SKILL.md index 4dc8dc93ad8c..eae4d17d975b 100644 --- a/optional-skills/productivity/shopify/SKILL.md +++ b/optional-skills/productivity/shopify/SKILL.md @@ -1,6 +1,6 @@ --- name: shopify -description: Shopify Admin & Storefront GraphQL APIs via curl. Products, orders, customers, inventory, metafields. +description: Query Shopify Admin/Storefront GraphQL APIs via curl. version: 1.0.0 author: community license: MIT diff --git a/optional-skills/productivity/siyuan/SKILL.md b/optional-skills/productivity/siyuan/SKILL.md index 3f1997764387..99fce75fa985 100644 --- a/optional-skills/productivity/siyuan/SKILL.md +++ b/optional-skills/productivity/siyuan/SKILL.md @@ -1,6 +1,6 @@ --- name: siyuan -description: SiYuan Note API for searching, reading, creating, and managing blocks and documents in a self-hosted knowledge base via curl. +description: Query and edit a SiYuan knowledge base via its API. version: 1.0.0 author: FEUAZUR license: MIT diff --git a/optional-skills/productivity/telephony/SKILL.md b/optional-skills/productivity/telephony/SKILL.md index f0d286149128..23d4a6b593fe 100644 --- a/optional-skills/productivity/telephony/SKILL.md +++ b/optional-skills/productivity/telephony/SKILL.md @@ -1,6 +1,6 @@ --- name: telephony -description: Give Hermes phone capabilities without core tool changes. Provision and persist a Twilio number, send and receive SMS/MMS, make direct calls, and place AI-driven outbound calls through Bland.ai or Vapi. +description: Provision Twilio numbers, SMS/MMS, and AI outbound calls. version: 1.0.0 author: Nous Research license: MIT diff --git a/optional-skills/research/bioinformatics/SKILL.md b/optional-skills/research/bioinformatics/SKILL.md index 714ba1b80ffc..91da7ee8a99c 100644 --- a/optional-skills/research/bioinformatics/SKILL.md +++ b/optional-skills/research/bioinformatics/SKILL.md @@ -1,6 +1,6 @@ --- name: bioinformatics -description: Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, structural biology, and more. Fetches domain-specific reference material on demand. +description: Gateway to 400+ genomics and computational biology skills. version: 1.0.0 platforms: [linux, macos] metadata: diff --git a/optional-skills/research/domain-intel/SKILL.md b/optional-skills/research/domain-intel/SKILL.md index 0c55c5c44d47..9f935348de0b 100644 --- a/optional-skills/research/domain-intel/SKILL.md +++ b/optional-skills/research/domain-intel/SKILL.md @@ -1,6 +1,6 @@ --- name: domain-intel -description: Passive domain reconnaissance using Python stdlib. Subdomain discovery, SSL certificate inspection, WHOIS lookups, DNS records, domain availability checks, and bulk multi-domain analysis. No API keys required. +description: Passive recon of subdomains, SSL certs, WHOIS, and DNS. platforms: [linux, macos, windows] --- diff --git a/optional-skills/research/duckduckgo-search/SKILL.md b/optional-skills/research/duckduckgo-search/SKILL.md index 83b14d951500..05f2aff5fdb9 100644 --- a/optional-skills/research/duckduckgo-search/SKILL.md +++ b/optional-skills/research/duckduckgo-search/SKILL.md @@ -1,6 +1,6 @@ --- name: duckduckgo-search -description: Free web search via DuckDuckGo — text, news, images, videos. No API key needed. Prefer the `ddgs` CLI when installed; use the Python DDGS library only after verifying that `ddgs` is available in the current runtime. +description: Free keyless web, news, and image search via ddgs. version: 1.3.0 author: gamedevCloudy license: MIT diff --git a/optional-skills/research/gitnexus-explorer/SKILL.md b/optional-skills/research/gitnexus-explorer/SKILL.md index c583404efbf6..a5fda2a74c14 100644 --- a/optional-skills/research/gitnexus-explorer/SKILL.md +++ b/optional-skills/research/gitnexus-explorer/SKILL.md @@ -1,6 +1,6 @@ --- name: gitnexus-explorer -description: Index a codebase with GitNexus and serve an interactive knowledge graph via web UI + Cloudflare tunnel. +description: Serve an interactive codebase knowledge graph web UI. version: 1.0.0 author: Hermes Agent + Teknium license: MIT diff --git a/optional-skills/research/osint-investigation/SKILL.md b/optional-skills/research/osint-investigation/SKILL.md index b2da82fbd00b..4de5fb19011b 100644 --- a/optional-skills/research/osint-investigation/SKILL.md +++ b/optional-skills/research/osint-investigation/SKILL.md @@ -1,6 +1,6 @@ --- name: osint-investigation -description: Public-records OSINT investigation framework — SEC EDGAR filings, USAspending contracts, Senate lobbying, OFAC sanctions, ICIJ offshore leaks, NYC property records (ACRIS), OpenCorporates registries, CourtListener court records, Wayback Machine archives, Wikipedia + Wikidata, GDELT news monitoring. Entity resolution across sources, cross-link analysis, timing correlation, evidence chains. Python stdlib only. +description: Follow the money via public records and sanctions data. version: 0.1.0 platforms: [linux, macos, windows] author: Hermes Agent (adapted from ShinMegamiBoson/OpenPlanter, MIT) diff --git a/optional-skills/research/parallel-cli/SKILL.md b/optional-skills/research/parallel-cli/SKILL.md index d94e57f26575..451343380461 100644 --- a/optional-skills/research/parallel-cli/SKILL.md +++ b/optional-skills/research/parallel-cli/SKILL.md @@ -1,6 +1,6 @@ --- name: parallel-cli -description: Optional vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring. Prefer JSON output and non-interactive flows. +description: Agent-native web search, deep research, and enrichment. version: 1.1.0 author: Hermes Agent license: MIT diff --git a/optional-skills/research/qmd/SKILL.md b/optional-skills/research/qmd/SKILL.md index 9dce442edc1f..cdfb35197441 100644 --- a/optional-skills/research/qmd/SKILL.md +++ b/optional-skills/research/qmd/SKILL.md @@ -1,6 +1,6 @@ --- name: qmd -description: Search personal knowledge bases, notes, docs, and meeting transcripts locally using qmd — a hybrid retrieval engine with BM25, vector search, and LLM reranking. Supports CLI and MCP integration. +description: Hybrid local search over notes, docs, and transcripts. version: 1.0.0 author: Hermes Agent + Teknium license: MIT diff --git a/optional-skills/research/scrapling/SKILL.md b/optional-skills/research/scrapling/SKILL.md index e10f4f83270c..e0608417231c 100644 --- a/optional-skills/research/scrapling/SKILL.md +++ b/optional-skills/research/scrapling/SKILL.md @@ -1,6 +1,6 @@ --- name: scrapling -description: Web scraping with Scrapling - HTTP fetching, stealth browser automation, Cloudflare bypass, and spider crawling via CLI and Python. +description: Scrape sites with stealth browsing and Cloudflare bypass. version: 1.0.0 author: FEUAZUR license: MIT diff --git a/optional-skills/research/searxng-search/SKILL.md b/optional-skills/research/searxng-search/SKILL.md index 07e32c0b9c33..b14840682fe3 100644 --- a/optional-skills/research/searxng-search/SKILL.md +++ b/optional-skills/research/searxng-search/SKILL.md @@ -1,6 +1,6 @@ --- name: searxng-search -description: Free meta-search via SearXNG — aggregates results from 70+ search engines. Self-hosted or use a public instance. No API key needed. Falls back automatically when the web search toolset is unavailable. +description: Free keyless meta-search aggregating 70+ engines. version: 1.0.0 author: hermes-agent license: MIT diff --git a/optional-skills/security/1password/SKILL.md b/optional-skills/security/1password/SKILL.md index 152cd13e60ba..86672ca41b56 100644 --- a/optional-skills/security/1password/SKILL.md +++ b/optional-skills/security/1password/SKILL.md @@ -1,6 +1,6 @@ --- name: 1password -description: Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in, and reading/injecting secrets for commands. +description: Set up op CLI, sign in, and read or inject secrets. version: 1.0.0 author: arceus77-7, enhanced by Hermes Agent license: MIT diff --git a/optional-skills/security/sherlock/SKILL.md b/optional-skills/security/sherlock/SKILL.md index fcac3a92d7a4..da473bfa7911 100644 --- a/optional-skills/security/sherlock/SKILL.md +++ b/optional-skills/security/sherlock/SKILL.md @@ -1,6 +1,6 @@ --- name: sherlock -description: OSINT username search across 400+ social networks. Hunt down social media accounts by username. +description: Find accounts for a username across 400+ platforms. version: 1.0.0 author: unmodeled-tyler license: MIT diff --git a/optional-skills/web-development/page-agent/SKILL.md b/optional-skills/web-development/page-agent/SKILL.md index a2b08cf8cfa2..0ad2c3b15567 100644 --- a/optional-skills/web-development/page-agent/SKILL.md +++ b/optional-skills/web-development/page-agent/SKILL.md @@ -1,6 +1,6 @@ --- name: page-agent -description: Embed alibaba/page-agent into your own web application — a pure-JavaScript in-page GUI agent that ships as a single