Skill rating
51 563 skills. The A–F grade combines safety (60%) and quality (40%); tests add a bonus. The rating refreshes automatically from open catalogs.
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| # | Grade | Skill | Score ▾ | Safety | Quality | Process | Tests | Popularity | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 18401 | A | Extracts and preprocesses whole-slide histology image tiles with Histolab. Use for WSI inspection, tissue masks, random/grid/score-based tile extraction, H&E stain normalization, and tile dataset prep | 100 | 89 | C | — | — | 17 d ago | |
| 18402 | A | Provides access to a collection of open-source molecular design and structural biology tools on the Tamarind Bio platform, via its REST API or MCP server — no local GPUs required. Tamarind bundles pop | 100 | 89 | C | — | — | 17 d ago | |
| 18403 | A | Modal is a serverless cloud platform for running Python on demand, including on-demand GPUs. Use when deploying or serving AI/ML models, running GPU-accelerated workloads (training, fine-tuning, infer | 100 | 89 | D | — | — | 17 d ago | |
| 18404 | A | Simulate and audit closed and open quantum-system models with QuTiP 5, including deterministic, trajectory, steady-state, spectral, and phase-space workflows. Use for local quantum-dynamics work where | 100 | 89 | D | — | — | 17 d ago | |
| 18405 | A | Reverse-lookup glossary that turns a vague description of a web animation or motion effect into its exact term ("the bouncy thing when a popover opens" → Pop in; "the iOS rubber-band scroll" → Rubber- | 100 | 89 | C | — | — | 22 d ago | |
| 18406 | A | clinical-trial-protocol-skillGeneratorAI and agentsWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Generate clinical trial protocols for medical devices or drugs. This skill should be used when users say "Create a clinical trial protocol", "Generate protocol for [device/drug]", "Help me design a cl | 100 | 91 | C | — | — | 21 Jul 2026 | |
| 18407 | A | recovery-community-moderatorAnalyzerAI and agentsSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Trauma-informed AI moderator for addiction recovery communities. Applies harm reduction principles, honors 12-step traditions, distinguishes healthy conflict from abuse, detects crisis posts. Activate | 100 | 90 | B | — | — | 21 Jul 2026 | |
| 18408 | A | Query the Onyx knowledge base using the onyx-cli command. Use when the user wants to search company documents, ask questions about internal knowledge, query connected data sources, or look up informat | 100 | 91 | B | — | — | 14 d ago | |
| 18409 | A | Per-channel strict prompts, mention gating, silent observation, and a communication autonomy policy for agents that sit in shared channels with external counterparties. Use when an agent joins group c | 100 | 91 | C | — | — | 18 d ago | |
| 18410 | A | Share durable, inspectable context and handoffs between Claude, Codex, Hermes, Cursor, OpenCode, and other agents through the local ECC Memory Vault. Use when an agent must save work state, transfer c | 100 | 89 | C | — | — | 18 d ago | |
| 18411 | A | Open plans and HTML artifacts in a local browser canvas where the human annotates elements, chats, and approves or requests changes without leaving the page. Use when presenting a plan for review, or | 100 | 89 | D | — | — | 18 d ago | |
| 18412 | A | Analyze draft prompts, detect intent and missing context, match ECC commands, skills, and agents, and output a ready-to-paste optimized prompt with diagnosis and rationale — advisory only, never execu | 100 | 91 | B | — | — | 18 d ago | |
| 18413 | A | Map a described workflow to the right ECC command group with run-order and stop condition, or browse all command-group recipe families read live from the commands directory. Advisory only — never exec | 100 | 90 | C | — | — | 18 d ago | |
| 18414 | A | Read-only Itô basket and prediction-market data skill. Index the live basket catalog, compare a basket against user-supplied research or a watchlist, build a source-grounded market brief, or draft a n | 100 | 90 | B | — | — | 18 d ago | |
| 18415 | A | Garbage collection for your Claude Code configuration. Periodically scans ~/.claude (skills, memory, hooks, permissions, MCP servers, caches) for redundant, stale, orphaned, or low-value items, then w | 100 | 89 | C | — | — | 18 d ago | |
| 18416 | A | Researches city-level ADU regulations, municipal codes, and standard details for any California city. This skill supports three research modes — Discovery (WebSearch to find key URLs), Targeted Extrac | 100 | 91 | B | — | — | 2 Mar 2026 | |
| 18417 | A | This skill enables image generation and editing using Google's Gemini Nano Banana models. Use this skill when the user asks to generate images from text prompts, edit existing images, or modify pictur | 100 | 91 | C | — | — | 2 Mar 2026 | |
| 18418 | A | DEPRECATED: This skill has been replaced by `mcp-app-builder`.
Check if `mcp-app-builder` is available in the skills folder. If not, install it:
`npx skills install mcp-use/mcp-use --skill mcp-app-bui | 100 | 89 | C | — | — | 15 d ago | |
| 18419 | A | azure-openai-to-responsesIntegrationAzureGitHubInfrastructureAI and agentsmicrosoft/generative-ai-for-beginnersAgent Skills Migrate Python apps from Azure OpenAI Chat Completions to the Responses API. Covers AzureOpenAI/AsyncAzureOpenAI client migration to the v1 endpoint, streaming, tools, structured output, multi-turn, E | 100 | 89 | B | — | — | 16 d ago | |
| 18420 | A | General-purpose desktop web prototype. Single self-contained HTML file built
by copying the seed `assets/template.html` and pasting section layouts from
`references/layouts.md`. Default for any landin | 100 | 89 | B | — | — | 15 d ago | |
| 18421 | A | Run a 5-dimension expert design review on any HTML artifact in the
project — Philosophy / Visual hierarchy / Detail / Functionality /
Innovation, each scored 0–10. Outputs a single self-contained HTML | 100 | 90 | B | — | — | 15 d ago | |
| 18422 | A | Wrap any HTML artifact with a side panel of live, parameterized
controls — accent color, type scale, density, motion, theme — that
rewrite CSS custom properties in real time and persist to
localStorag | 100 | 90 | C | — | — | 15 d ago | |
| 18423 | A | A presentation system for agent-made PPTs — born for the talk, not just the template. It turns raw material into an AST (audience-state-transfer) outline with per-page visual-enhancement decisions (im | 100 | 90 | C | — | — | 15 d ago | |
| 18424 | A | Determine the correct behavior of vLLM's OpenAI-compatible or Anthropic-compatible API by checking the official upstream spec, instead of guessing from vLLM's own code. Use for any bug, issue, PR, rev | 100 | 89 | D | — | — | 14 d ago | |
| 18425 | A | This skill should be used when the user asks to "search memory", "what do you remember about X", "check claude-mem", "mem search", "find past observations", "what did we do last session", or wants pri | 100 | 89 | C | — | — | 14 d ago | |
| 18426 | A | Turn one document into a kawaii NotebookLM slide deck. Use for "wowerpoint this", "make a deck about <file>", "turn this report into slides", or any request to render a single document as shareable na | 100 | 89 | C | — | — | 14 d ago | |
| 18427 | A | This skill should be used when the user asks to "set up claude-mem", "pair claude-mem", "connect cmem", "add my cmem key", "set up cloud sync in Cowork", or provides cmem.ai Connect values (sync token | 100 | 89 | C | — | — | 14 d ago | |
| 18428 | A | Use when the user wants to customize keyboard shortcuts, rebind keys, add chord bindings, or modify ~/.claude/keybindings.json. Examples: "rebind ctrl+s", "add a chord shortcut", "change the submit ke | 100 | 89 | C | — | — | 17 d ago | |
| 18429 | A | Coding-agent sessions on every machine you connected, over Herdr where it runs, tmux elsewhere, and MSP for your MSP hosts: one digest of what is waiting on you, ready for review, working or idle; ope | 100 | 89 | C | — | — | 17 d ago | |
| 18430 | A | Build AI agents with Pydantic AI — tools, capabilities, structured output, streaming, testing, and multi-agent patterns. Use when the user mentions Pydantic AI, imports pydantic_ai, or asks to build a | 100 | 89 | C | — | — | 15 d ago | |
| 18431 | A | Migrates the supported subset of an existing Warp GUI setup into Warp Agent CLI without exposing credentials or application state. Use in Warp Agent CLI when a user wants to copy or move compatible se | 100 | 91 | C | — | — | 14 d ago | |
| 18432 | A | Generate music using ElevenLabs Music API. Use when creating instrumental tracks, songs with lyrics, background music, jingles, or any AI-generated music composition. Supports prompt-based generation, | 100 | 89 | D | — | — | 17 d ago | |
| 18433 | A | Systematically explore and test a web application to find bugs, UX issues, and other problems. Use when asked to "dogfood", "QA", "exploratory test", "find issues", "bug hunt", "test this app/site/pla | 100 | 91 | B | — | — | 14 d ago | |
| 18434 | A | Control Herdr, a terminal multiplexer for coding agents. Use only when the user explicitly mentions Herdr or asks to use Herdr to inspect or control panes, tabs, workspaces, commands, or another agent | 100 | 91 | B | — | — | 15 d ago | |
| 18435 | A | This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write better prompts", "debug prompt issues", "use chain-of-thought", "s | 100 | 90 | C | — | — | 14 d ago | |
| 18436 | A | Decide whether to fine-tune at all, and route to the right method (SFT, DPO/ORPO/KTO, GRPO/RLVR, continued pretraining) and base model. Use when starting any fine-tuning effort, when unsure whether RA | 100 | 91 | C | — | — | 14 d ago | |
| 18437 | A | Set up a working ML training/inference environment on NVIDIA DGX Spark (GB10, aarch64, CUDA 13). Use when installing PyTorch/Unsloth/TRL/vLLM on DGX Spark, hitting libcudart or wheel-ABI errors on aar | 100 | 91 | B | — | — | 14 d ago | |
| 18438 | A | Convert evaluation traces and production logs into SFT examples and preference pairs. Use when graded traces or failure examples exist and need to become training data, when applying rejection samplin | 100 | 91 | C | — | — | 14 d ago | |
| 18439 | A | Gate fine-tuned checkpoints with drift budgets, paired comparison, and forgetting checks before promotion. Use after a training run produces a checkpoint, when deciding whether a tuned model ships, or | 100 | 91 | C | — | — | 14 d ago | |
| 18440 | A | Build the evaluation harness that gates every fine-tuning run — golden sets, per-failure-mode graders, judge calibration, and base-model baselines. Use when starting a fine-tuning effort, when convert | 100 | 91 | B | — | — | 14 d ago | |
| 18441 | A | Configure LoRA and QLoRA supervised fine-tuning with current best-practice hyperparameters. Use when writing or reviewing a LoRA/QLoRA training configuration, choosing rank/alpha/target modules, or de | 100 | 91 | C | — | — | 14 d ago | |
| 18442 | A | Work with OpenViking, the persistent context database behind this agent's memory. Use it whenever the user refers to earlier sessions or shared history ("like last time", "what did we decide"), asks t | 100 | 89 | C | — | — | 14 d ago | |
| 18443 | A | Fine-tune a model with GRPO on Fireworks-managed GPUs from a plain-English task description and a dataset. Use this skill whenever the user wants to fine-tune, RL-tune, or GRPO-train a model on their | 100 | 89 | C | — | — | 21 d ago | |
| 18444 | A | mechanistic-interpretability-nnsightIntegrationAI and agentsSoftware developmentdavila7/claude-code-templatesAgent Skills Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to run interpretability experiments on massive models ( | 100 | 89 | C | — | — | 14 d ago | |
| 18445 | A | mechanistic-interpretability-saelensAnalyzerGitHubAI and agentsWriting and documentsdavila7/claude-code-templatesAgent Skills Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features. Use when discovering interpretable features, | 100 | 89 | D | — | — | 14 d ago | |
| 18446 | A | tokenization-huggingface-tokenizersProcedureSoftware developmentAI and agentsdavila7/claude-code-templatesAgent Skills 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 alignme | 100 | 89 | D | — | — | 14 d ago | |
| 18447 | A | distributed-training-megatron-coreProcedureInfrastructureAI and agentsdavila7/claude-code-templatesAgent Skills Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parameters, need maximum GPU efficiency (47% MFU on H100 | 100 | 89 | D | — | — | 14 d ago | |
| 18448 | A | emerging-techniques-model-mergingGeneratorGitHubInfrastructureAI and agentsdavila7/claude-code-templatesAgent Skills Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (math + coding + chat), improving | 100 | 89 | C | — | — | 14 d ago | |
| 18449 | A | emerging-techniques-long-contextGeneratorGitHubAI and agentsdavila7/claude-code-templatesAgent Skills Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents (32k-128k+ tokens), extending pre-trained models beyond | 100 | 89 | D | — | — | 14 d ago | |
| 18450 | A | 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 | 100 | 89 | D | — | — | 14 d ago |