REPOGEO REPORT · LITE

chongdashu/unreal-mcp

Default branch main · commit 4e5f00da · scanned 5/24/2026, 1:03:15 AM

GitHub: 1,901 stars · 308 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

28 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface chongdashu/unreal-mcp, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Clarify the 'MCP' acronym in the README's opening sentence

Why:

CURRENT

This project enables AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).

COPY-PASTE FIX

This project enables AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the **Model Context Protocol (MCP) – not Epic Games' Master Control Program or Fortnite's Microservice Cloud Platform.**

highlicense#2

Add a LICENSE file to the repository

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

Create a `LICENSE` file in the repository root, for example, using the MIT License text, as suggested by the existing README link.

mediumhomepage#3

Add a homepage URL to the repository's About section

Why:

COPY-PASTE FIX

Add `https://github.com/chongdashu/unreal-mcp` (or a dedicated project page if one exists) to the repository's 'About' section as the homepage.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface chongdashu/unreal-mcp

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 2×
Azure Cognitive Services · recommended 2×
Python Editor Scripting · recommended 1×
Azure OpenAI Service · recommended 1×
Hugging Face Transformers · recommended 1×

CATEGORY QUERY
How to control Unreal Engine editor and runtime with natural language AI instructions?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. Python Editor Scripting
3. Azure OpenAI Service
4. Azure Cognitive Services
5. Hugging Face Transformers
6. Llama 2
7. Mistral
8. T5
9. Remote Control API
10. NVIDIA Riva
11. Google Cloud Speech-to-Text
AI recommended 11 alternatives but never named chongdashu/unreal-mcp. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a library to enable AI assistant integration for Unreal Engine automation.
you: not recommended
AI recommended (in order):
1. OpenAI API
2. Azure Cognitive Services
3. Google Cloud AI Platform
4. Hugging Face Transformers (huggingface/transformers)
5. Unreal Engine's Python Plugin
6. gRPC (grpc/grpc)
AI recommended 6 alternatives but never named chongdashu/unreal-mcp. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
warn
Suggestion:
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of chongdashu/unreal-mcp?
pass
AI named chongdashu/unreal-mcp explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts chongdashu/unreal-mcp in production, what risks or prerequisites should they evaluate first?
pass
AI named chongdashu/unreal-mcp explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo chongdashu/unreal-mcp solve, and who is the primary audience?
pass
AI did not name chongdashu/unreal-mcp — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/chongdashu/unreal-mcp.svg)](https://repogeo.com/en/r/chongdashu/unreal-mcp)

HTML

<a href="https://repogeo.com/en/r/chongdashu/unreal-mcp"><img src="https://repogeo.com/badge/chongdashu/unreal-mcp.svg" alt="RepoGEO" /></a>

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chongdashu/unreal-mcp — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite