AI Ml AI Skills

Tiered, low-token project memory protocol for .toh/memory/ — 7 files across 3 tiers (Tier 1 active.md + summary.md always read, ~800 tokens; Tier 2 architecture/components for build work and changelog…

Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes,…

This skill should be used when the user wants to install or configure Pi Agent (@earendil-works/pi-coding-agent) with DeepSeek (built-in), Ant-Ling Ring-2.6-1T (single-model custom provider), and…

当设计RESTful API时，分析资源模型，优化接口设计，解决性能问题。验证API架构，设计版本控制，和最佳实践。

Manually sync brain with remote. Exports local state, pushes to remote, pulls updates from other machines, merges, and applies.

Define the game's sound (music style, SFX vocabulary, dynamic music) as .summer/audio-bible.md.

Discover AAS skills for an explicit task and compare their complete instructions without installing them.

Создать новую конфигурацию 1С с нуля - scaffold + объекты + подсистемы + роли + формы. Workflow: cf-init → meta-compile×N → subsystem-compile → role-compile → form-add → validate.

Designs slash-command runtimes for coding-agent CLIs. Use when modeling command registries, lazy loading, aliases, forked commands, or remote-safe dispatch.

Control Plex Media Server - browse libraries, search media, check what's playing, view recently added. Use when the user asks to "check Plex", "search Plex", "what's on Plex", "recently added", "who's…

Use when receiving code review feedback — processes orders with technical rigor, not blind obedience or performative agreement

This skill should be used when the user needs structured strategic analysis and high-impact executive recommendations for complex business problems.

Query the CZ CELLxGENE Census (200M+ cells) programmatically via cellxgene-census and TileDB-SOMA, slicing expression by tissue, disease, or cell type and returning AnnData. Use when pulling reference…

初五的公关预案Skill。为尚未上线、仍可调整的品牌、产品、内容、合作、代言、规则或业务动作制作风险地图、应对口径和上线前清单，区分已发现风险、已检查未发现、证据不足与不适用。已进入公共讨论的事件使用hot-public-opinion-analysis；上线、延期或回应仍有真实取舍时再交judgment-hub。

Create FAIR-minded reproducibility bundles for materials simulations by collecting input/output file inventories, hashes, units, engine versions, structure identifiers, provenance, and…

Determine whether a pattern of competitor, category, technology, buyer, pricing, or positioning signals represents noise, an isolated move, an emerging market shift, or an established change in…

Implement dependency injection in PydanticAI agents using RunContext and deps_type. Use when agents need database connections, API clients, user context, or any external resources.

Implementing robust business logic, API integrations, data models, and reproducible AI image-generation code with type safety. Use for production implementation, Gemini image API pipelines, or…

Marketingbilder rechtebewusst planen, erzeugen, bearbeiten, optimieren und prüfen. Nutze diesen Skill für Bildbriefings, Produktscreenshots und Mock-ups, generative Bilder, Stock- und Lizenzrouten,…

Use when the user is considering applying to, interviewing with, or accepting an offer from a company and wants due diligence on the company and optionally a specific role. Requires a company name,…

Write ServiceNow business rules (before/after/async/display) — current vs previous, changesTo/changesFrom, recursion avoidance, setAbortAction, and async dispatch for heavy work.

Edit and rewrite SKILL.md prose to reduce signs of AI-generation and improve clarity, tone, and inclusivity. Useful for polishing skill descriptions and prompts.

Use when building LLM applications, RAG knowledge bases, AI agents, multi-agent crews, high-throughput model serving, PDF/document parsing into Markdown, terminal coding agents, multi-model…

Image generation, photo editing, background removal — transparent PNG images, cutouts, ecommerce packshots, product catalogs, lifestyle shots via Bria.ai. Build store-ready e-commerce catalogs at…

Reviews whether a skill will trigger reliably, guide useful behavior, avoid overlap, and produce testable outcomes.

Protocol for updating skills based on user feedback and root-cause analysis to prevent recurring mistakes. Use this skill when deciding HOW and WHEN to evaluate or update other agent skills.

Guides the agent through upgrading a Capacitor app from v4 to v5. Use when the project is on Capacitor 4 and needs the v5 migration path. Do not use for other major versions, plugin-only upgrades, or…

Analyze git diffs or staged changes and generate conventional commit messages that explain WHY a change was made. Supports auto-detecting type and scope, intelligent file staging, and interactive…

Use when reviewing API designs for consistency, usability, versioning, error semantics, security, backward compatibility, and developer experience before implementation or release.

Comprehensive guide for creating Model Context Protocol (MCP) servers. Use when building MCP servers, integrating external APIs, or creating tool interfaces for LLMs.

This skill should be used when validate-chunk reports errors or failures, when the user asks to "fix these errors", "resolve validation issues", "refine this chunk", or when specific build, lint, or…

Onboard a repository to skillsaw — run the linter, triage the findings by rule, apply autofixes, manually fix what remains, set up CI, and create a baseline. Use when adopting skillsaw on a new or…

Build and configure the DevExpress Blazor Toolbar (DxToolbar) — an adaptive command bar for Blazor apps. Use when adding toolbars/command bars, configuring DxToolbarItem buttons, drop-down menus,…

Cross-iteration memory as a weakness graph (weakness nodes + solution cards), extracted from the deprecated `evograph` algorithm's run-dir format per its own maintainer note. Select via `memory_skill:…

Build and query a private RAG knowledge base from your documents. Ingests documents, indexes them with embeddings, and answers questions grounded in retrieved context with citations. Use when the user…

Full desktop computer use for headless Linux servers and VPS. Creates a virtual display (Xvfb + XFCE) to control GUI applications without a physical monitor. Screenshots, mouse clicks, keyboard input,…

孙悟空（西游记 原著）沉浸扮演 Skill。 激活后直接以角色身份对话，角色不出戏。 触发词：「/wukong-xiyouji」「扮演孙悟空」「我想和孙悟空说话」「切换到悟空」「/悟空」

Enforces Effective-Dart documentation on the public surface — a `///` doc on every public class/method/getter/field/typedef, a one-sentence standalone summary that says WHY plus…

Show-Attend-Tell decoder: Bahdanau additive attention over CNN spatial features driving a gated LSTMCell for autoregressive image-to-sequence generation.

Guides leaders through the ethical and strategic complexities of balancing multiple stakeholder interests during AI adoption, from employees and customers to society at large. Provides frameworks for…

open-meteo should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 1 operation/source entries against https://api.open-meteo.com.

Use whenever the user wants to find, rank, or shortlist directories and registries where they can submit or list an MCP server (Model Context Protocol server) — to get backlinks, referral traffic, and…

Investigate suspected account compromise — brute force followed by success, impossible travel, privilege escalation and lateral movement across Linux and Windows; use when a user account appears in…

Generate a session handover document that captures progress, decisions, and context for seamless session continuity. This documentation shall serve Agents and Humans when working in consecutive…

Trace Odoo execution flow from an entry point through controllers, button actions, cron jobs, model methods, overrides, computes, onchanges, constraints, database operations, security checks, and side…

Model a requirement/system: extract goals, scope, roles, rules, exceptions, dependencies from PRD, docs, bugs, code; outputs a structured model with clarifications. Not for: writing cases, strategy…

Build a Confluent Cloud topic provisioning script with retention and compaction. Use when the user asks to create a topic, write a `create-topics.sh`, set retention, set compaction policy, provision…

Load this skill when configuring or reviewing CI/CD pipelines, GitHub Actions workflows, or automated testing setups. Ensures accessibility regressions are caught before code reaches production by…

Creates custom compliance frameworks from existing frameworks, alert lists, or security themes — organizes controls into sections, maps alerts, and pushes the framework to Orca. Suggests creating…

A local-first personal AI double framework that helps users build, govern, and evolve their own digital self with clear

Backup old AnkaLoop sessions by renaming with execution date, then clean and compact sessions and memory.