AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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AI skills directory results
Llama Cpp
Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when CUDA is unavailable. Supports GGUF quantization…
Pr Comment Evaluator
Use to judge whether a PR review comment sounds polite.
Arxiv Search
Searches arXiv for preprints and academic papers, retrieves abstracts, and filters by topic. Use when the user asks to find research papers, search arXiv, look up preprints, find academic articles in…
Zvec Grep Install
Install zvec-grep (zg) and connect it to Qwen Code.
Screenpipe Chats
Search what was said in existing screenpipe, Codex, Claude, Cursor, and Gemini CLI chats, then continue or steer one exact chat when the user explicitly asks. Use for requests about finding another…
FirstPrinciples
Physics-based reasoning framework (Musk methodology) that deconstructs a problem to irreducible fundamental truths, classifies every element as hard constraint, soft constraint, or assumption, then…
Api Tester
API testing expert for curl, REST, GraphQL, authentication, and debugging
Project Development
This skill should be used for project-level decisions about LLM-powered systems: whether an LLM is the right primitive for the task at hand, the shape of a multi-stage batch or agent pipeline, token…
Research Refine Pipeline
Run an end-to-end workflow that chains `research-refine` and `experiment-plan`. Use when the user wants a one-shot pipeline from vague research direction to focused final proposal plus detailed…
Nodegroup
NodeGroup operation Skill for the edgewize nodegroup project. Use this whenever the user wants to query, create, update, delete, bind, unbind, or troubleshoot NodeGroup resources, including node…
Thesis Tracker
AI Berkshire skill: 投资论文追踪:买入后的纪律系统. Source: skills/thesis-tracker.md.
Qdrant Vector Search
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…
Wait
Pause execution for a user-specified duration
Meeting Minutes
Turn a transcript, chat log or loose notes into structured meeting minutes with decisions and action items, delivered as a Word document
Best Practices
Apply modern web development best practices for security, compatibility, and code quality. Use when asked to "apply best practices", "security audit", "modernize code", "code quality review", or…
Openrouter Video Generator
Generate or declare an OpenRouter video asset for AwesomeWebpageMetaSkill using a parent-leased Provider Settings connection and configured non-secret model/output values.
Skill Creator
Trigger: new skills, agent instructions, documenting AI usage patterns. Create LLM-first skills with valid frontmatter.
Web Attack Methods
Web全栈攻击:SQLi/命令注入/SSTI/XSS/SSRF/NoSQL,认证JWT/OAuth/SAML,LFI/上传,Tomcat/WS/STOMP/XFF/PATH_INFO/CDN502/网宿JS挑战绕过。Use when testing Web injection, auth bypass, server-side, WAF/CDN bypass.
Edgeone Skill Scanner
Scan any agent skill for security risks before you install or use it. Powered by Tencent Zhuque Lab A.I.G (AI-Infra-Guard). 100% local static analysis — no file contents or credentials leave your…
Scaffold
Interactive coach that asks 4-5 questions to determine whether you need an agent, command, skill, hook, or rule, then generates a ready-to-use template. Usage: /scaffold (no arguments needed, starts…
Mobile
移动开发。iOS、Android、SwiftUI、Jetpack Compose、React Native、Flutter、跨平台。当用户提到移动开发、iOS、Android、跨平台时路由到此。
Scgpt
Embed and annotate single-cell expression data with scGPT, a foundation model for single-cell biology. Use this skill when: (1) Producing cell embeddings from an AnnData for clustering/integration,…
Auditing Safe Harbor Checklist
Verify OpenMed de-identified output against all 18 HIPAA Safe Harbor identifier categories and report residual re-identification risk. Use when the user must confirm a note meets HIPAA Safe Harbor (45…
Healthcheck
Host security hardening and risk-tolerance configuration for Brigade deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, Brigade cron…
Console Get Logs
Retrieve Unity Editor logs from the MCP plugin's `LogCollector`, optionally filtered by log type or time window. Useful for debugging and monitoring Editor activity.
Memory Capture
Capture the current state of a working thread or conversation into a single coherent Basic Memory note — synthesize where it landed, don't append a log. On re-capture, rewrite the same note in place…
Writer Agent
Business writer that synthesizes research, strategy, and financial findings into executive briefings and reports. Use after upstream specialist agents have produced their data.
Latchbio Integration
Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.
Omh Physical Device Readiness
[omh] Agent control of a robot, 3D printer, or IoT relay: gate robots, 3D printers, IoT relays, sensors, and lab hardware before trials; use external-connector-readiness for provider or connector…
Doca Dma
Use this skill when the user is doing hands-on DOCA DMA programming — bringing up a doca_dma context, configuring the single doca_dma_task_memcpy task type, sizing buffers via the…
Submitting Feedback
Submits user-approved product feedback and bug reports about Letta Code to the Letta team. Load when the user reports a Letta Code bug, requests a product or developer change, or explicitly asks to…
Editorial
Magazine-inspired editorial layout with refined serif typography, structured grids, and elegant reading experiences.
Redteam Code Audit Detail Pack
Domain routing and boundary guidance for authorized source code security review, including dangerous function tracing, data-flow analysis, logic flaw detection, and dependency review. Use when a task…
Golang Naming
Go (Golang) naming conventions — covers packages, constructors, structs, interfaces, constants, enums, errors, booleans, receivers, getters/setters, functional options, acronyms, test functions, and…
Git Workflow
Squad branching model: dev-first workflow with insiders preview channel
Verification Before Completion
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence…
Survey Design
Design unbiased survey instruments — question wording, scales, and sampling — to measure attitudes at scale. Use when you need quantitative breadth. For behavioural experiments, use `a-b-test-design`…
Ai Persistence/Build Cloudflare Artifact Store
Use when a Cloudflare Worker needs durable byte storage for TanStack AI generated media (images, audio, video, transcripts) — writes a BlobStore backed by R2 and an ArtifactStore backed by D1,…
Segmentation Sam2
Interactive click-to-segment using Segment Anything 2 — AI-assisted labeling for Annotation Studio
Raydium
Raydium - swaps, CLMM positions, AMM liquidity on Solana
Crest Compete
Competitive analysis ending in a clear positioning call — where to play, how to win. Use when asked to "analyze competitors", "competitive landscape", "how do we compare to X", "competitive…
Fair Esm2
Embed proteins with Meta AI's ESM-2 (`fair-esm` package). Use this skill when: (1) Extracting per-residue or per-sequence embeddings for downstream ML, (2) Masked-LM likelihood / mutation effect…
Good Strategy Bad Strategy
Formulate and audit real strategy using Richard Rumelt's "Good Strategy Bad Strategy": an honest diagnosis, a guiding policy, and coherent action instead of goals, vision, and wishful thinking. Use…
Gemini
Use when the user asks to run Gemini CLI for code review, plan review, or big context (>200k) processing. Ideal for comprehensive analysis requiring large context windows. Uses Gemini 3 Pro by default…
Project Idea Validator
Researches any project idea against live data from GitHub and Dev.to to surface what already exists, how mature the space is, and where the real opportunity lives. Use when a developer describes…
Python Patterns
Pythonic 惯用法、PEP 8 标准、类型提示以及构建稳健、高效且可维护的 Python 应用程序的最佳实践。
Delete File
Delete a file or empty directory. Non-empty directories are rejected for safety. Use run_shell for recursive deletion.
Wecomcli Message
何时用:仅当用户明确指向企业微信(给企微同事/群发消息、查企微会话)时使用;泛指发消息默认走本地通讯工具,邮件走 wecomcli-email。查询可发消息的聊天会话范围,向单聊/群聊发送文本、Markdown、图片、文件、语音、视频消息。
Unity Workflow
Persistent operation history and orchestration
Vss Manage Video Io Storage
Use to call the VIOS REST API (sensor list, timelines, clip extraction, snapshots, add/delete sensors and streams) and to provision a source and fan it out to a headless (no-agent) build's perception…
Druckenmiller
Use when evaluating top-down macro trades, liquidity regimes, currency/rates/equity themes, concentrated risk-taking, and quick loss-cutting in a Stanley Druckenmiller style.

