🌌 mcp-roblox-atlas — The Cartographer's Kit for the Roblox Universe

A companion exploration engine for public Roblox profile landscapes — mapping identities, friendships, achievements, creations, and communities through a single unified surface.

Welcome to mcp-roblox-atlas, a distinct repository born from the same spirit as the original mcp-roblox project but reimagined as a full cartography suite. Where the original asked "who is this player?", mcp-roblox-atlas asks "what does this player's entire constellation of public footprints look like — and how do we chart it faithfully?"

This project is not a scraper in the conventional sense. It is a compass and a map. It treats each public Roblox profile as a star, each friendship as a gravitational line, each badge as a luminous relic, each created experience as a planet in orbit, and each group as a nebula of shared identity. The Atlas brings these elements together into a coherent, navigable, and delightfully readable view.

🧭 Why an Atlas Instead of a Viewer?

Most tools show you a profile. mcp-roblox-atlas shows you a territory.

Think of the difference between opening a single photograph of a mountain versus unfolding a topographic map that captures the mountain, its trails, the rivers that carve its flanks, the villages that nestle at its base, and the weather patterns that shape its seasons. The first is a memory. The second is understanding.

Roblox is one of the largest user-generated universes on the internet, and every public profile is a small continent. The Atlas is the cartographer's kit for those continents.

✨ Feature Highlights

• 🗺️ Unified Atlas View — A single coherent snapshot that merges profile data, friend networks, badge collections, created experiences, and group affiliations without forcing you to bounce between five separate calls.
• 🧩 Modular Map Layers — Enable or disable specific layers: identity, social, achievements, creations, communities. Each layer is independent, cacheable, and composable.
• 🧠 Multilingual Support — Twenty-plus languages of messages, field labels, and error descriptions, so the Atlas speaks the language of your users, not just the language of the API.
• 📱 Responsive UI Philosophy — Every returned view, whether rendered as JSON, text, or a table, is designed to be readable on a tablet, legible in a terminal, and tappable on a phone. Layout adapts; the data never sacrifices clarity.
• 🕰️ 24/7 Operational Posture — Built for teams that run continuously. Health endpoints, graceful degradation, retry boundaries, and structured logs make the Atlas a reliable companion at 3 AM and 3 PM alike.
• 🔒 Respect-First Design — Only public signals are charted. Nothing here tries to see behind a curtain, because the curtain is not the point — the open sky is.
• 🧭 Deterministic Outputs — Same input, same map. Field ordering, numeric formatting, and null handling are pinned so diffs stay clean and tests stay honest.
• 🪝 Hook-Ready Architecture — Attach your own enrichment callbacks, transform pipelines, or downstream exporters without forking the core.
• 🌐 Multiple Transport Modes — Works as a Model Context Protocol surface, a plain HTTP service, or an embedded library, depending on what your team's ecosystem already speaks.
• 📊 Observability First — Prometheus-compatible metrics, OpenTelemetry traces, and correlation IDs travel with every request so you can follow a chart from edge to core.

🎯 Who This Is For

• Toolsmiths building dashboards that need a single call to fetch a well-shaped profile constellation.
• Community managers who want to understand a group's neighborhood without wrangling six endpoints.
• Data journalists mapping the sociology of user-generated worlds.
• Researchers studying social graphs in creative platforms, who need reproducibility and clean semantics.
• AI agent builders who want their context window to receive meaningful, structured profile geography rather than raw noise.

If you have ever wished that Roblox profile data felt less like scattered postcards and more like a leather-bound atlas, this repository was written for you.

🧱 Architecture Overview

The Atlas is organized as a small set of cooperating layers, each with a clearly drawn border.

Layer 0 — Transport Acceptance of incoming requests over MCP, HTTP, or embedded invocation. Responsible for parsing intent, attaching correlation IDs, and rejecting malformed queries early.

Layer 1 — Orchestration Decides which map layers to fetch, in what order, with what concurrency, and how to merge partial failures into a coherent response. This is where timeouts, retries, and circuit breakers live.

Layer 2 — Adapters The translators. Each adapter knows how to speak to one public surface and how to translate its dialect into the Atlas's internal lingua franca.

Layer 3 — Normalization The geography. This layer turns raw responses into canonical shapes: a Profile, a FriendEdge, a BadgeRelic, a Creation, a Community. Field name drift, null semantics, and type coercion all resolve here.

Layer 4 — Presentation The drawing board. Turns normalized data into the specific shape requested — a compact JSON payload, a human-readable table, a text narrative, or a structured context for an LLM.

Layer 5 — Cross-Cutting Concerns Caching, rate respect, logging, metrics, tracing, i18n lookups, and configuration live here, so that no other layer must reinvent them.

This separation is not academic. It is what allows a single change — say, a new public endpoint — to be added as an adapter without touching the presentation layer, and a new output format to be added without touching the adapters.

🛰️ Capability Matrix

🌍 Multilingual Support in Practice

Language is not a decorative layer. It is part of the map. A field labeled friendCount in one locale may be best rendered as a native phrase in another, and an error message that reads like a manual in English may read like a poem in Japanese. The Atlas ships with translation bundles for messages, field labels, and error descriptions, and it lets you plug in your own dictionaries.

Supported out of the box (subject to ongoing expansion):

• English, Spanish, Portuguese, French, German, Italian, Dutch
• Polish, Czech, Romanian, Hungarian
• Turkish, Arabic, Hebrew
• Hindi, Bengali, Tamil, Urdu
• Japanese, Korean, Simplified Chinese, Traditional Chinese
• Indonesian, Vietnamese, Thai

If your locale is not present, contributing one is a single-file exercise. The Atlas will happily serve a partially localized response rather than failing entirely — because a half-drawn map still beats no map at all.

🖥️ Responsive UX Philosophy

The Atlas does not ship a browser SPA. It ships responsiveness as an output discipline. This means:

• Text outputs wrap sensibly at terminal widths of 80 and 120 columns.
• JSON outputs are ordered so the most important fields surface first, which makes them readable in narrow inspector panes.
• Table outputs collapse gracefully on narrow screens and expand on wide ones.
• Error messages include both a short form and a long form so that a toast on mobile and a log line on a server both have something useful to say.

The result is a service that feels native everywhere, without pretending to be a native app anywhere.

🛡️ Reliability & 24/7 Posture

Running continuously is a design constraint, not an afterthought.

• Graceful Degradation — If the badge layer is slow, the Atlas returns the profile, friendship, and community layers, and flags the missing layer explicitly rather than failing the whole chart.
• Adaptive Backoff — Respectful pacing when upstream surfaces push back. The Atlas treats rate limits as a conversation, not an obstacle.
• Circuit Breakers — Per-upstream, so a single hiccup never cascades.
• Idempotent Reads — Same input, same output. Repeat calls are safe and cheap.
• Structured Logs — Context-rich, machine-parseable, human-friendly.
• Health and Readiness Endpoints — So orchestrators know when the Atlas is ready to chart.

📚 SEO-Friendly Vocabulary We Use (and Why)

The Atlas deliberately uses a consistent vocabulary so that search engines, LLM-based assistants, and humans all find what they expect:

• Roblox public profile lookup
• Roblox friend network mapping
• Roblox badge collection viewer
• Roblox created experiences registry
• Roblox group membership explorer
• Model Context Protocol Roblox integration
• Roblox profile constellation analysis

These phrases are woven naturally into documentation, log messages, and error descriptions — never stuffed, never shouted. The Atlas prefers clarity over clickbait, because clarity is what scales.

🧪 Example Workflows

Workflow A — The Portrait A single call to the comp