LLM Mart Basic

Use when profiling Roblox performance or diagnosing FPS, memory, network, mobile, or hot-path problems.

Use when auditing Roblox code for exploit vectors, authority models, remotes, economy, and DataStore flows.

Use for Roblox server or cross-server data: OrderedDataStore leaderboards, MessagingService, world state, seasons, or guilds.

Use when tracking player behavior, economy events, or funnels with AnalyticsService, including event taxonomy, rate limits, and batching.

Use when designing core loops, tutorials/FTUE, levels, economies, retention phases, juice, Bartle balance, grind avoidance, or curation readiness.

Use for growth diagnosis, discovery, retention, onboarding, experiments, LiveOps, and packaging.

Use when implementing Roblox GamePasses, Developer Products, subscriptions, private servers, Creator Rewards, or purchase policy checks.

Use when designing persuasion/behavior mechanics: first minute, reward schedules, streaks, pricing, RNG/pity, community loop.

Use when implementing Roblox character animations, particles, beams, trails, tweens, camera shake, or other visual effects.

Use when implementing Roblox audio playback, spatial sound, music, sound effects, SoundGroups, or dynamic audio effects.

Use when building geometry, maps, props, or generated assets with MCP or standalone Luau.

Use when scripting Roblox camera behavior, CFrame placement, screen raycasts, first or third-person views, or cutscenes.

Use when building Roblox menus, HUDs, shops, notifications, dialogs, or responsive cross-platform UI.

Use when handling Roblox keyboard, mouse, gamepad, touch, motion input, or cross-platform action binding.

Use for Roblox lighting, atmosphere, day/night, or post-processing effects.

Use when implementing Roblox multi-language support, translation tables, auto-translation, locale-specific content, or region detection.

Use when creating Roblox NPCs or enemies with pathfinding, state machines, line-of-sight or FOV detection, spawns, or AI update loops.

Use when building Roblox vehicles, ragdolls, projectiles, elevators, constraints, forces, or other physics-driven gameplay.

Use for Roblox Open Cloud APIs, API keys, OAuth 2.0, webhooks, scopes, token lifecycle, or in-experience HttpService calls.

Use before publishing or updating a Roblox experience to run evidence-backed release gates for the surfaces that changed.

A surprising share of AI-in-the-terminal failures aren't the AI. They're zsh, and a version of bash from 2006.

A Claude Code plugin turns standalone project configuration into a namespaced, installable extension that teams and communities can update as one unit.

None of the safety came from the model. It came from six boring habits.

Skills package instructions and references. Subagents run work in a separate context and return results. They solve different problems and can be composed deliberately.

Six hours in, one step left, everything green, and the incident that didn't happen

CLAUDE.md carries persistent project context. Skills load reusable procedures when relevant. Separating stable facts from task-specific workflows keeps both easier to maintain.

Twenty minutes recovering secrets that never existed, and the one sentence from a human that ended it

An API request routing a model's tool call through an approval gate to a remote MCP server

31 config keys, two audits, and why the first one was wrong in both directions

The official MCP Registry stores standardized server metadata rather than package code. Publishers verify a namespace, describe installation or remote access, and submit immutable versions.

Everyone looks at the Dockerfile. The file that actually leaked the key was the project file.

Remote MCP authorization uses established OAuth standards, but secure integration still requires issuer validation, least-privilege scopes, protected token handling, and server-side enforcement.

"Copy it over and switch the reference" is two steps, and the outage lives in the one nobody checks

stdio fits local processes and prototypes. Streamable HTTP fits hosted services and shared integrations. The right choice follows where the capability runs and who must reach it.

The most important rule wasn't about what I could change. It was about what I was allowed to display.

Tools perform operations, resources expose readable context, and prompts provide reusable templates. Choosing the correct primitive makes an MCP server easier to understand and govern.

Use MCP Inspector to connect to local or remote servers, inspect capabilities, call tools, read resources, test prompts, and diagnose failures before release.

Build an MCP server in TypeScript with focused tools, validated schemas, local and remote transports, Inspector tests, and production security controls.

An MCP server exposes tools, resources, or prompts through a standard protocol so an AI application can discover and use external capabilities.

Treat an AI agent skill as both an instruction package and a software dependency: inspect what it says, what it runs, what it can access, and how it updates.

`crabbox inspect` prints the full record for a single lease: state, provider,

Run named, repo-local jobs defined in your Crabbox config.

`crabbox list` shows the current Crabbox machines (leases) for a provider. It is

`crabbox login` authenticates the CLI against a coordinator, stores the

`crabbox logout` clears the stored broker token from your user config so the CLI

`crabbox logs` prints the retained command output for a recorded run.

`crabbox marketplace` previews the Crabbox credits gateway: one Crabbox billing

`crabbox media` turns a recorded desktop video into lightweight review

`crabbox open` prepares an existing SSH-capable lease for an external editor.

`crabbox pause` pauses a single lease, freeing the remote compute while

`crabbox pond` is the cross-provider peer-discovery and lifecycle surface for a

`crabbox pool` contains machine-pool helpers. `pool list` keeps the older

`crabbox ports` bridges provider-native port publishing for an existing Crabbox

`crabbox prewarm` leases a reusable box and prepares it for test runs. For

`crabbox providers` prints the provider capability matrix that the CLI compiles

`crabbox receipt <run-id>` retrieves a brokered run's committed terminal

`crabbox results` prints the structured test summary attached to a recorded

`crabbox resume` resumes a lease previously paused with [`pause`](pause.md),

`crabbox run` syncs the current dirty checkout to a box, runs a command there,

`crabbox screenshot` captures a single PNG from a desktop lease without opening a

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