AI & ML

anombyte93 Bundle

Use when writing ANY implementation code, fixing bugs, or modifying existing code. Delegates research to a fast subagent that distills WebSearch results into compact RAG-efficient summaries. Main context never sees raw output.

av Bundle

Use when the user wants to systematically fix AI code slop — duplicated logic, over-engineering, silent error swallowing, convention drift, cargo-cult patterns, and other LLM-introduced architectural decay — over a specified duration

better-auth Skill

Use the Agent Auth CLI (auth-agent) to discover providers, connect agents, manage capabilities, and execute operations. Use when the user wants to interact with an Agent Auth provider from the terminal, authenticate an agent, execute capabilities, or manage agent connections.

better-auth Skill

Use the Agent Auth MCP tools to discover providers, connect agents, manage capabilities, and execute operations through the MCP protocol. Use when working inside an MCP-enabled environment (Cursor, Claude Code, etc.) and need to authenticate agents, execute capabilities, or interact with Agent Auth providers.

blueprint-conformance Bundle

Propose, review, diagnose, and repair architecture contracts with BCE, preferring its read-only MCP tools for inspection, exact violations, and live-tree done-checks. Use when an AI-first blueprint proposal or policy comparison is requested, a BCE gate is red, advisory output reports violations despite exit 0, architectural drift must be fixed without weakening policy, or a blueprint needs validation or teeth evidence. Do not use for ordinary lint, formatting, or type errors.

blueprint-conformance Bundle

Grade an Agent Skill — or a whole skills/ tree — against the enforceable skill-standard and drive it green: frontmatter portability, description discipline, no credential material, no author-machine paths, size budgets. Use when authoring a new SKILL.md, when adopting the standard across an existing skill library, before publishing a plugin or a marketplace entry, or when a skill loads but never fires and nobody can say why.

blutui Bundle

Blutui project guidelines from the Blutui Engineering team. Use this skill whenever working on ANY Blutui project — writing or editing templates, layouts, components, or partials; creating or querying Collections; building or handling forms; configuring routing or Courier; working with Canopy or Cassettes; using the Blutui MCP; or setting up a new Blutui project from scratch. If the user mentions Blutui, Canopy, Cassettes, Courier, or any Blutui-specific concept, always load and follow this skill before writing any code or configuration.

calicastle Bundle

Create Chalk Logic concept-led chalkboard illustrations from briefs. Use for sparse wordless chalkboard explanations, non-diagram editorial chalk compositions, or prompt-only Chalk Logic recipes.

calicastle Bundle

Create Signal Geometry abstract illustrations and posters from concepts or briefs. Use when the user asks for sparse geometric visuals, editorial posters, spatial systems, or prompt-only image recipes.

carpenter-singh-lab Bundle

Create or adopt a repository as a vignette catalog for one dataset. Use when the user asks to start, scaffold, or convert a project into a catalog with catalog.toml and reusable marimo notebooks. Produces the smallest runnable structure and orientation notebook. Do not use for an existing catalog; use vignette-catalog-compose-notebook there.

cdeistopened Skill

Evaluate whether a startup should go full-stack (vertically integrated) or sell a single layer. Use when someone says 'should I vertically integrate,' 'full stack vs. API,' 'should I own the whole stack,' 'build vs. partner,' or 'Counsyl model.' Walks through the build-buy-partner decision for each layer of the stack.

christopherkarani Bundle

Operator playbook pointer for the Wax MCP memory server. Follow the live server instructions. Use when Wax MCP tools are available, or when installing or configuring waxmcp. Prefer this skill over the Swift framework skill unless the task is writing Wax Swift code.

civaapple-alt Skill

Fetch current, version-specific library documentation with Context7 when a task depends on a third-party library, framework, SDK, API, or CLI.

copilotkit Bundle

Write the code for a CopilotKit Channels agent with the Channels SDK (@copilotkit/channels) — a platform-agnostic engine that puts one AG-UI agent into Slack, Microsoft Teams, Discord, Telegram, and WhatsApp with native interactive UI. It's the engine behind OpenTag, the open-source alternative to Claude in Slack. Use this whenever the user wants to create, scaffold, or extend a Channels agent; wire an agent into Slack/Teams/Discord; add a tool, slash command, button, select, modal, or human-in-the-loop confirmation to a chat agent; or asks about createChannel, defineChannelTool, defineChannelComponent, thread.runAgent, awaitChoice, or the channels-ui JSX components. Trigger even when the user says "Slack bot", "Discord bot", or "chat agent" without naming the SDK, as long as the context is CopilotKit / Channels. The Channels API is new and easy to get wrong from memory — always ground code in this skill.

counterposition Bundle

Provides Pi-specific guidance for extensions, skills, `.pi/` config, `settings.json`, `models.json`, packages, providers, themes, SDK/RPC, sessions, and compaction in Pi, the coding agent. Use when the user mentions Pi or Pi-specific terms such as `.pi/`, `SKILL.md`, `createAgentSession()`, `thinkingLevel`, `session_before_compact`, `pi-ai`, `pi-tui`, `pi-agent-core`, or `pi-coding-agent`. Not for Raspberry Pi hardware, the math constant, or unrelated generic tooling.

csark0812 Skill

Demo skill

csark0812 Skill

Owned demo skill

cucupac Skill

Use when an agent should remember to ask Shellbrain for targeted recall at task start, subproblem changes, repeated failures, hypothesis changes, or closeout.

cuga-project Bundle

Create GitHub issues for cuga-agent (bugs, features, epics, designs, and related work) against origin using gh, with epic → feature → issue hierarchy and GraphQL sub-issue linking. Use when the user says create new issues, report a bug, file a bug, feature request, new feature, create an epic, GitHub issue, sub-issue, or parent epic.

databricks Bundle

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

dbt-labs Skill

Use in a reviewer agent in agent loops or when reviewing your own code.

delorenj Bundle

Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking about webhook processing, HTTP API integration, database operations, AI agent workflows, batch processing, or scheduled tasks. Always consult this skill when the user asks to create, build, or design an n8n workflow, automate a process, or connect services — even if they don't explicitly mention 'patterns'. Covers webhook, API, database, AI, batch processing, and scheduled automation architectures. Also use when optimizing a slow workflow or speeding up large-item-count processing (node count, batchSize, all-items vs per-item).

effect-ts Bundle

Move issues and external PRs through a state machine of triage roles, categorise, verify, grill if needed, and write agent-ready briefs.

effect-ts Bundle

Build and sharpen a project's domain model. Use when discussing codebase terminology, writing or editing a CONTEXT.md, or recording or editing an ADR.

ehmo Bundle

slopbeth for the conversation instead of the shipped artifact. Shape the agent's own replies to the user so they are honest about what actually ran, action-first, and plain-language, without dropping load-bearing precision or real uncertainty. Invoke to turn on; it stays until the user says "stop slopgent". Does not rewrite the user's text; use slopbeth for that.

imyelo Bundle

Share AI agent conversations as public web pages. Use when the user wants to share a conversation externally, export conversation history for documentation, or publish a chat session to a public URL.

agentskill-sh Bundle

Search, install, update, and rate AI agent skills from agentskill.sh (100,000+ skills). Use when the user asks to find skills, install extensions or plugins, discover new capabilities, check what skills are available, or says "how do I do X" when a skill might help. Also handles listing installed skills, checking for updates, rating skills, removing skills, and scanning skills for security issues. Triggers on: /learn, find skill, install skill, search skills, what skills, add capability, get plugin, check skill safety.

agentskill-sh Bundle

Review and improve AI agent skills (SKILL.md files) against best practices from the Agent Skills specification and Anthropic's authoring guidelines. Scores skills on 10 quality dimensions, identifies specific issues, and rewrites problem areas. Use when creating, editing, auditing, or improving agent skills. Triggers on: review skill, improve skill, audit SKILL.md, check skill quality, skill best practices, optimize skill description.

263311487-ux Skill

The scientific thinking protocol for AI agents. Use when facing complex, ambiguous, or high-stakes questions where guessing is costly — technical design decisions, architecture choices, debugging theories, data claims, security judgments, or any answer the agent is tempted to give confidently without evidence. Falsification first: hypothesis → attempt to break it → evidence → calibrated conclusion. Also triggers on "think like a scientist", "先别急着下结论", "证伪一下", "doubt check", "what if I'm wrong", "challenge my thinking", "what am I missing", "stress test this".

callmedas69 Bundle

Register and manage AI agent identities, reputation, and validation on-chain via ERC-8004

hwanyong Skill

Control the VS Code Debugger (DAP) via CLI commands using mcp-debug-tools. Use when debugging, setting breakpoints, stepping through code, or inspecting variables.

uditakhourii Bundle

Compiles web documentation into agent-native memory context using the Moltext Compiler.

doronz88 Bundle

Operate iOS and iPadOS devices with pymobiledevice3, from a local checkout or straight from PyPI via uvx on a fresh workstation. Use when an agent needs to inspect a connected device, collect logs or crash data, browse or copy files, manage apps, profiles, or backups, use developer services such as DDI/DVT/tunnels/sysmon/screenshots/simulated location, automate Safari or WebViews through WebInspector or WDA, write Python scripts against the pymobiledevice3 library, or add a thin repo-native device command on top of existing services. Prefer existing CLI and service modules, choose USB vs --rsd/--tunnel correctly, and require explicit user intent before state-changing or destructive actions.

metrillm Skill

Benchmark a local LLM model with MetriLLM. Measures performance (tok/s, TTFT, memory) and quality (reasoning, math, coding, instruction following, structured output, multilingual). Use when the user wants to test, compare, or evaluate a local model.

metrillm Skill

Background context about MetriLLM benchmark tool. Activates when the user asks about local LLM performance, model comparison, hardware fitness, or benchmarking. Provides guidance on using MetriLLM CLI and interpreting results.

avivk5498 Skill

Bootstrap lean multi-agent orchestration with beads task tracking. Use for projects needing agent delegation without heavy MCP overhead.