AI Ml AI agent skills

8,771 skills in the archive. Read a skill’s instructions or open its original repository.

• Model Serving Kubernetes

  by @BagelHole

  Deploy ML models on Kubernetes with KServe (formerly KFServing) and NVIDIA Triton Inference Server. Includes canary deployments, autoscaling, model versioning, A/B testing, and GPU resource management for production model serving.

• Llm Inference Scaling

  by @BagelHole

  Auto-scale LLM inference clusters on Kubernetes using KEDA, custom GPU metrics, and horizontal pod autoscaling. Handle traffic spikes, implement queue-based scaling, and optimize cost with spot instances for AI workloads.

• Llm Caching

  by @BagelHole

  Implement multi-layer LLM caching with exact match, semantic similarity, and provider-side prompt caching. Reduce API costs by 30–70%, cut latency, and improve throughput using Redis, GPTCache, and provider caching APIs.

• Llm Fine Tuning

  by @BagelHole

  Set up infrastructure for fine-tuning LLMs with QLoRA, LoRA, and full fine-tuning using Hugging Face TRL, Axolotl, and distributed training with DeepSpeed or FSDP. Covers dataset prep, training runs, and model export.

• Ai Pipeline Orchestration

  by @BagelHole

  Orchestrate AI/ML pipelines for data ingestion, model training, batch inference, and RAG indexing using Prefect, Airflow, or Dagster. Build reliable, observable, and retriable workflows for production AI systems.

• Agent Evals

  by @BagelHole

  Build automated evaluation suites for AI agents using golden datasets, rubrics, and regression gates. Use when shipping agent features, validating prompt changes, or gating deployments on quality.

• Agent Observability

  by @BagelHole

  Instrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.

• Api Generating

  by @huangjia2019

  Generate API endpoint code and documentation from specifications. Use when the user wants to create new API endpoints, generate route handlers, scaffold REST APIs, or produce OpenAPI/Swagger specs from code.

• Api Documenting

  by @huangjia2019

  Generate API documentation from code. Use when the user wants to document APIs, create API reference, generate endpoint documentation, or needs help with OpenAPI/Swagger specs.

• Financial Analyzing

  by @huangjia2019

  Analyze financial data, calculate financial ratios, and generate analysis reports. Use when the user asks about revenue, costs, profits, margins, ROI, financial metrics, or needs financial analysis of a company or project.

• React 最佳实践

  by @huangjia2019

  React 组件设计模式、Hooks 使用指南、性能优化技巧

• Api Generating

  by @huangjia2019

  Generate API endpoint documentation from Express route files. Use when the user asks to generate, update, or review API docs for Express.js routes.

• Doc Writing

  by @huangjia2019

  Generate API documentation from a route manifest. Use when you have a list of discovered routes and need to produce markdown documentation.

• Codebase Visualizer

  by @huangjia2019

  Generate an interactive tree visualization of your codebase. Use when exploring a new repo or understanding project structure.

• Quality Checking

  by @huangjia2019

  Validate API documentation against quality standards. Use when you need to verify generated docs are complete and correct.

• Route Scanning

  by @huangjia2019

  Scan Express.js source files to discover all API route definitions.

• Api Conventions

  by @huangjia2019

  API design patterns and conventions for this project. Covers RESTful URL naming, response format standards, error handling, and authentication requirements. Use when writing or reviewing API endpoints, designing new APIs, or…

• Code Reviewing

  by @huangjia2019

  Review code for quality, security, and best practices. Use when the user asks for code review, wants feedback on their code, mentions reviewing changes, or asks about code quality.

• Code Health Check

  by @huangjia2019

  Perform a comprehensive code health check on a directory. Use when the user asks to analyze code quality, find issues, or get a health report.

• Antivibe

  by @mohi-devhub

  Code learning and audit framework. Analyze any codebase — new, legacy, or AI-generated — and produce educational explanations or architectural audits. Use when the user wants to understand WHAT and WHY behind any code, not just…

• Cloudbase All In One

  by @TencentCloudBase

  Unified CloudBase execution guide for all-in-one skill installs. Use this first for CloudBase app tasks, especially existing apps with TODOs, fixed pages, or active handlers. Routes PostgreSQL / CloudBase PG / app.rdb() /…

• Cloudbase Agent

  by @TencentCloudBase

  Build and deploy AI agents with CloudBase Agent SDK (TypeScript & Python). Implements the AG-UI protocol for streaming agent-UI communication. Use when deploying agent servers, using LangGraph/LangChain/CrewAI adapters, building…

• Cloudbase Code Review

  by @TencentCloudBase

  Code review and validation for CloudBase projects. After writing code for Web / miniprogram / CloudRun / cloud-function projects, call this skill to check for known pitfalls — auth guard misuse, missing database tables, RLS…

• Postgresql Development Cloudbase

  by @TencentCloudBase

  Use when building, debugging, or evaluating CloudBase PostgreSQL / CloudBase PG / PG mode apps, including Postgres schema setup, queryPgDatabase/managePgDatabase, JS SDK v3 app.rdb() CRUD/RPC, PG HTTP API fallback, RLS-style…

• Cloud Functions

  by @TencentCloudBase

  CloudBase function runtime guide for building, deploying, and debugging your own Event Functions or HTTP Functions. This skill should be used when users need application runtime code on CloudBase, not when they are merely…

• Cloudbase Wechat Integration

  by @TencentCloudBase

  CloudBase WeChat integration guide for Mini Program WeChat Pay, Mini Program virtual payment (虚拟支付, wx.requestVirtualPayment), Official Account JSAPI Pay, Native QR-code Pay, Official Account OAuth, openid handling, payment…

• Cloudbase Document Database Web Sdk

  by @TencentCloudBase

  Use CloudBase document database Web SDK only for confirmed NoSQL collection work. Query, create, update, and delete document data; if the task mentions PostgreSQL / CloudBase PG / app.rdb(), route to postgresql-development…

• Cloudbase

  by @TencentCloudBase

  Use this skill when you develop, design, build, deploy, debug, migrate, or troubleshoot CloudBase (腾讯云开发, 云开发, TCB, 微信云开发) projects — Web, 微信小程序, 小程序, uni-app, mobile (iOS, Android, Flutter, React Native). Covers UI (页面, 界面, 表单,…

• Miniprogram Development

  by @TencentCloudBase

  WeChat Mini Program development skill for building, debugging, previewing, testing, publishing, and optimizing mini program projects (小程序开发、调试、预览、发布). Covers project structure and config (`project.config.json`, `appid`,…

• Cloudbase Document Database In Wechat Miniprogram

  by @TencentCloudBase

  Use CloudBase document database WeChat MiniProgram SDK to query, create, update, and delete data. Supports complex queries, pagination, aggregation, and geolocation queries.

• Postgresql Best Practices Cloudbase

  by @TencentCloudBase

  CloudBase PostgreSQL access-pattern and slow-query quality guidance. Use when designing how tables are read and written, eliminating per-row database calls, adding indexes for filters or joins, reviewing high-traffic data…

• Cloudbase Platform

  by @TencentCloudBase

  CloudBase platform overview and routing guide. This skill should be used when users need high-level capability selection, platform concepts, console navigation, or cross-platform best practices before choosing a more specific…

• Cloudbase Declarative Deploy

  by @TencentCloudBase

  CloudBase declarative deployment from a cloudbaserc config (声明式部署, 配置式部署, cloudbaserc 部署) through the deployBuild / deployPlan / deployApply MCP tools. Use when deploying database, functions, app, hosting, or gateway resources…

• Cloud Api Operations

  by @TencentCloudBase

  Operate Tencent Cloud control-plane resources (monitoring/alarms, CLB, CAM roles, COS, MySQL, SCF) via cloud APIs when no dedicated MCP tool covers the task. Use when a task needs control-plane operations beyond CloudBase's own…

• Ai Model Nodejs

  by @TencentCloudBase

  Use this skill for Node.js backend AI via @cloudbase/node-sdk (>=3.16.0) — cloud functions, CloudRun, Express/Koa/NestJS, serverless APIs, scheduled jobs, LLM proxies, agent orchestration. The only SDK supporting image…

• Cloudrun Development

  by @TencentCloudBase

  CloudBase Run backend development rules (Function mode/Container mode). Use this skill when deploying backend services that require long connections, multi-language support, custom environments, AI agent development, or…

• Auth Tool Cloudbase

  by @TencentCloudBase

  CloudBase auth provider configuration and login-readiness guide. This skill should be used when users need to inspect, enable, disable, or configure auth providers, publishable-key prerequisites, login methods, SMS/email sender…

• Web Development

  by @TencentCloudBase

  Use when users need to implement, integrate, debug, build, deploy, or validate a Web frontend after the product direction is already clear, especially for React, Vue, Vite, browser flows, or CloudBase Web integration.

• Http Api Cloudbase

  by @TencentCloudBase

  CloudBase official HTTP API client guide. This skill should be used when backends, scripts, or non-SDK clients must call CloudBase platform APIs over raw HTTP instead of using a platform SDK or MCP management tool.

• Auth Wechat Miniprogram

  by @TencentCloudBase

  CloudBase WeChat Mini Program native authentication guide. This skill should be used when users need mini program identity handling, OPENID/UNIONID access, or `wx.cloud` auth behavior in projects where login is native and…

• Auth Web Cloudbase

  by @TencentCloudBase

  CloudBase Web Authentication Quick Guide for frontend integration after auth-tool has already been checked. Provides concise and practical Web authentication solutions with multiple login methods and complete user management.

• Ui Design

  by @TencentCloudBase

  Use when users need visual direction, interface hierarchy, layout decisions, design specifications, or prototypes before implementing a Web or mini program UI.

• Cloudbase Sites Runtime

  by @TencentCloudBase

  Use when the user wants to develop, run, preview, save, deploy, or roll back a CloudBase Web app in this conversation as a Lovable/Codex-Sites-like vibe- coding session — i.e. any request that maps to "spin up a React+Vite…

• Ai Model Wechat

  by @TencentCloudBase

  Use this skill for WeChat Mini Program AI via wx.cloud.extend.AI (小程序, wx.cloud apps). Covers generateText and streamText with callbacks (onText, onEvent, onFinish); streamText needs a data wrapper, generateText returns the raw…

• Ai Model Web

  by @TencentCloudBase

  Use this skill when a browser/Web app (React, Vue, Next, Nuxt, static sites, SPAs, dashboards, AI chat UI, 页面, 前端, 网页) needs AI models via @cloudbase/js-sdk. Default routing for Web/frontend AI — call directly from the browser,…

• Relational Database Mcp Cloudbase

  by @TencentCloudBase

  [Deprecated] This is the required documentation for agents operating on the CloudBase Relational Database through MCP. It defines the canonical SQL management flow with `queryMysqlDatabase`, `manageMysqlDatabase`,…

• Data Model Creation

  by @TencentCloudBase

  [Deprecated] Optional advanced tool for complex data modeling. For simple MySQL table creation, use relational-database-tool directly; for PostgreSQL / CloudBase PG schema work, use postgresql-development. New environments…

• Relational Database Web Cloudbase

  by @TencentCloudBase

  [Deprecated] Use when building frontend Web apps that talk to CloudBase Relational Database via @cloudbase/js-sdk – provides the canonical init pattern so you can then use Supabase-style queries from the browser. New…

• Auth Nodejs Cloudbase

  by @TencentCloudBase

  CloudBase Node SDK auth guide for server-side identity, user lookup, and custom login tickets. This skill should be used when Node.js code must read caller identity, inspect end users, or bridge an existing user system into…

• Spec Workflow

  by @TencentCloudBase

  Use when medium-to-large changes need explicit requirements, technical design, and task planning before implementation, especially for multi-module work, unclear acceptance criteria, or architecture-heavy requests.

• Cloudbase Sites

  by @TencentCloudBase

  Use when the user wants to vibe-code a full-stack web app inside DeepSeek Harness — scaffold from CloudBase templates, local Vite preview, PostgreSQL tables, and one-click static hosting deploy with a real domain.

• Web Development

  by @TencentCloudBase

  Use when implementing a CloudBase Web frontend (React/Vue/Vite) after the product direction is clear — SDK init, static hosting, browser verification.

• Cloud Storage Web

  by @TencentCloudBase

  Complete guide for CloudBase cloud storage using Web SDK (@cloudbase/js-sdk) - upload, download, temporary URLs, file management, and best practices.

• Auth Web

  by @TencentCloudBase

  Use when adding CloudBase Web authentication after providers have been checked with auth-tool / queryAppAuth.

• Cloud Storage

  by @TencentCloudBase

  Use when listing, uploading, or generating temporary URLs for CloudBase cloud storage from DeepSeek Harness.

• Postgresql Development

  by @TencentCloudBase

  Use when building or inspecting CloudBase PostgreSQL — queryPgDatabase, managePgDatabase, RLS, app.rdb().

• Cloud Functions

  by @TencentCloudBase

  Use when creating, updating, invoking, or debugging CloudBase cloud functions from DeepSeek Harness.

• Humanizer Zh

  by @dp-archive

  去除文本中的 AI 生成痕迹。适用于编辑或审阅文本，使其听起来更自然、更像人类书写。 基于维基百科的"AI 写作特征"综合指南。检测并修复以下模式：夸大的象征意义、 宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、 AI 词汇、否定式排比、过多的连接性短语。

• Banana

  by @AgriciDaniel

  Direct, generate, edit, compare, and review visual assets with current Google Gemini image models. Use for image creation, image editing, reference-based consistency, product and character visuals, text-bearing graphics,…

• Contributing

  by @Dpro-at

  Use when contributing to Tel-Agent - picking an issue to work on, setting up the repository for the first time, starting or finishing a task, opening a pull request, or asking "what can I work on" / "how do I start" / "is my…

• Immortal Skill

  by @agenmod

  通用数字永生框架：从聊天记录、社交媒体、文档等多平台数据中蒸馏任何人的数字分身——支持自己、同事、导师、亲人、伴侣/前任、朋友、公众人物 7 种角色模板，接入国内外 12+ 数据平台。

• Chen Yun Demo

  by @agenmod

  蒸馏陈韵的全维度数字分身：产品设计方法、沟通风格、人生经历与价值观。仅用于个人备份与辅助回忆，非对外冒充。

• Wang Lao Shi Demo

  by @agenmod

  蒸馏王老师的指导方式与核心教诲。用于延续导师的教学智慧与指导风格，辅助学习与回顾。

• Distill Protocol

  by @agenmod

  蒸馏协议：为个人数字资料生成人类可读条款与机器可读 manifest；戏称「牛马保护法」仅为传播梗，非法律意见。

• Li Gong Demo

  by @agenmod

  模拟李工（后端工程师）在架构评审、发布流程、跨团队对齐场景下的工作方式与沟通边界。用于团队内部对齐与培训。

• Distill Shield

  by @agenmod

  Distill Shield：为个人移交资料包生成 Canary 与可选加固策略，提高未授权蒸馏成本；仅适用于有权处置的数据。

• Steamer

  by @agenmod

  蒸笼：蒸馏任何人的叙事入口——对齐数字永生引擎，强调生活化「蒸」与公开方法论顾问场景；委托上级 kit/personas 执行。

• Solidworks Vibecad

  by @wzyn20051216

  SolidWorks VibeCAD 参数化设计规划子技能。用于把自然语言机械设计需求转成结构化设计计划、制造规则检查、SolidWorks API 执行摘要和审查门禁；当任务涉及 text-to-CAD、vibecoding 固化、行业知识库、提示词模板、参数化建模计划、CNC 安装座/连接块/支架批量生成时使用。

• Vercel React Best Practices

  by @jarrodwatts

  React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks…

• Planning With Files

  by @jarrodwatts

  Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex tasks, multi-step projects, research tasks, or when the user mentions planning,…

• React Useeffect

  by @jarrodwatts

  React useEffect best practices from official docs. Use when writing/reviewing useEffect, useState for derived values, data fetching, or state synchronization. Teaches when NOT to use Effect and better alternatives.

• Web Design Guidelines

  by @jarrodwatts

  Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or "check my site against best practices".

• Rigorous Coding

  by @jarrodwatts

  Apply rigorous coding standards. Use when writing, implementing, or reviewing code.

• Fmri Glm Analysis Guide

  by @NeuroAIHub

  Domain-validated guidance for fMRI General Linear Model specification: HRF modeling, design matrix construction, contrast definition, confound regression, and statistical inference

• Research Literacy

  by @NeuroAIHub

  Core scientific methodology principles: research planning, method justification, assumption checking, and human-in-the-loop decision making for cognitive science and neuroscience

• Calcium Imaging Analysis Guide

  by @NeuroAIHub

  Domain-validated pipeline guidance for calcium imaging data analysis: motion correction, ROI extraction, neuropil correction, spike inference, and quality control

• Neural Population Analysis Guide

  by @NeuroAIHub

  Guides dimensionality reduction and latent-variable analysis of neural populations (PCA, GPFA, dPCA)

• Brain Connectivity Modeler

  by @NeuroAIHub

  Advises on functional/effective connectivity methods: PPI, DCM, Granger causality, graph theory

• Neuroimaging Sample Size Calculator

  by @NeuroAIHub

  Simulation-based sample-size planning for neuroimaging studies using effect-size maps

• Strategy Document

  by @jezweb

  Write structured strategic documents for small and medium businesses: SWOT analyses, lean business plans, OKRs, competitive analyses. Each mode has a defined structure and quality bar. Use whenever a business asks to articulate…

• Us Business English

  by @jezweb

  American business English writing style for professional communications — direct, action-oriented, EN-US spelling (color, organize, center). Use whenever the user is writing for an American audience: emails, chat messages,…

• Uk Business English

  by @jezweb

  British business English writing style for professional communications — polished, understated, EN-GB spelling (colour, organise, centre). Use whenever the user is writing for a British audience: emails, chat messages,…

• Esm

  by @wu-yc

  Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representations). Use this skill when…

• Geniml

  by @wu-yc

  This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis (scEmbed), building consensus…

• Hypogenic

  by @wu-yc

  Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines…

• Robot Protocol Step Generator

  by @wu-yc

  Converts natural language or PDF protocol text into executable step sequences for Opentrons or PyLabRobot. Parses protocol descriptions to extract pipette volumes, well positions, temperatures, incubation times, and transfer…

• Pathml

  by @wu-yc

  Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data.…

• Cellxgene Census

  by @wu-yc

  Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or cell types from the largest curated single-cell atlas. Best for population-scale queries, reference atlas…

• Asc Localize Metadata

  by @rorkai

  Automatically translate and sync App Store metadata (description, keywords, what's new, subtitle) to multiple languages using LLM translation and asc CLI. Use when asked to localize an app's App Store listing, translate app…

• Binance

  by @binance

  Use binance-cli for Binance Spot, Futures (USD-S), and Convert. Requires auth.

• Binance Agentic Wallet

  by @binance

  Use when the user mentions wallet connect/sign in/sign out, check balance, send/transfer tokens, swap/buy/sell tokens, DEX trade, limit/market order, cancel order, get a quote, transaction history, wallet settings, daily limit,…

• Payment Assistant

  by @binance

  Binance Pay Assistant - Send and Receive crypto payments. Send: QR code payment from Funding Wallet (C2C + PIX). Use when user wants to buy/purchase/pay/transfer/send, confirm/cancel payment, or query order status. Requires QR…

• Academy Skill

  by @binance

  Retrieve Binance Academy's official educational content (Glossary, Courses, Learn & Earn, Articles) for AI chat. Trigger when the user's message expresses one of these INTENTS (NOT keyword matches): (1) Knowledge Q&A — "What is…

• Square Post

  by @binance

  Use when the user wants to publish new content to Binance Square — short text, multi-image posts (up to 4), long-form articles with an optional cover, or videos with an auto-generated cover frame. Trigger on direct phrasings…

• Binance Trading Signal

  by @binance

  On-chain trading signals and custom signal strategy management on Binance Web3. Three signal sources: smart money (wallet buy/sell events), platform strategies, and user-created strategies (meme / fomo). Four scenario domains:…

• Onchain Pay Open Api

  by @binance

  Binance Onchain Pay enables users to buy cryptocurrency with fiat (e.g., EUR, USD) or send existing crypto from their Binance account directly to any external on-chain wallet address in a single flow—no manual withdrawal needed.…

• P2p

  by @binance

  Binance P2P trading assistant for natural-language queries about P2P/C2C market ads, the user's own P2P order history, order detail & appeal tracking, and advertisement publish & management. Use when the user asks about P2P…

• Fiat

  by @binance

  Query Binance fiat payment capabilities — supported countries, currencies, payment methods, limits, and crypto prices — via public APIs, plus authenticated order/payment history lookup. Use whenever users ask about buying or…

• Binance Wallet Tracker

  by @binance

  Wallet tracking and monitoring on Binance Web3. Monitor token/trade activity for private groups or public Smart Money/KOL data. Four domains: (A) Discovery — consensus, pioneer, leaderboard diff, token buyer lookup, time-window…

• Binance Leaderboard

  by @binance

  On-chain wallet leaderboard and Gem Hunter analysis on Binance Web3. Query top trader rankings by PnL, win rate, volume, trade count, or token count across BSC/Solana/Base/ETH. Analyze individual wallet addresses with a…