REPOGEO REPORT · LITE

OpenAgentPlatform/Dive

Default branch main · commit 4010d876 · scanned 5/8/2026, 7:26:20 PM

GitHub: 1,788 stars · 164 forks

AI VISIBILITY SCORE

35 /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

3 / 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 OpenAgentPlatform/Dive, 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

Reposition README's opening to clarify primary identity as a user-friendly desktop application

Why:

CURRENT

Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨

COPY-PASTE FIX

Dive is a user-friendly, cross-platform desktop application for hosting and managing AI agents locally, compatible with any LLMs supporting function calling. ✨

mediumtopics#2

Expand topics to include broader terms for desktop applications and local AI hosting

Why:

CURRENT

ai, ai-agents, llm-interface, llm-ui, mcp-client, mcp-host, mcp-server, ollama, ollama-client, ollama-ui

COPY-PASTE FIX

ai, ai-agents, llm-interface, llm-ui, mcp-client, mcp-host, mcp-server, ollama, ollama-client, ollama-ui, desktop-app, cross-platform, local-llm, agent-hosting

lowreadme#3

Rephrase 'OAP Cloud Integration' feature in README to avoid confusion with backend orchestration platforms

Why:

CURRENT

☁️ **OAP Cloud Integration**: One-click access to managed MCP servers via OAPHub.ai - eliminates complex local deployments

COPY-PASTE FIX

☁️ **Optional OAP Cloud Integration**: Seamlessly connect to managed MCP servers via OAPHub.ai for extended capabilities, while maintaining core local desktop functionality.

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 OpenAgentPlatform/Dive

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

electron/electron

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

electron/electron · recommended 1×
pallets/flask · recommended 1×
tiangolo/fastapi · recommended 1×
openai/openai-python · recommended 1×
anthropics/anthropic-sdk-python · recommended 1×

CATEGORY QUERY
How can I host a desktop AI agent application compatible with multiple LLMs and function calling?
you: not recommended
AI recommended (in order):
1. Electron (electron/electron)
2. Flask (pallets/flask)
3. FastAPI (tiangolo/fastapi)
4. openai (openai/openai-python)
5. anthropic (anthropics/anthropic-sdk-python)
6. google-generativeai (google/generative-ai-python)
7. ollama (ollama/ollama)
8. transformers (huggingface/transformers)
9. electron-builder (electron-userland/electron-builder)
10. PyQt
11. PySide
12. PyInstaller (pyinstaller/pyinstaller)
13. Tauri (tauri-apps/tauri)
14. Flutter (flutter/flutter)
15. Neutralino.js (neutralinojs/neutralinojs)
AI recommended 15 alternatives but never named OpenAgentPlatform/Dive. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What cross-platform desktop application allows local AI agent hosting with Ollama and OpenAI models?
you: not recommended
AI recommended (in order):
1. LM Studio
2. LocalAI
3. Jan
4. Ollama
5. GPT4All
6. AnythingLLM
AI recommended 6 alternatives but never named OpenAgentPlatform/Dive. 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 OpenAgentPlatform/Dive?
pass
AI named OpenAgentPlatform/Dive explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts OpenAgentPlatform/Dive in production, what risks or prerequisites should they evaluate first?
pass
AI named OpenAgentPlatform/Dive 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 OpenAgentPlatform/Dive solve, and who is the primary audience?
pass
AI named OpenAgentPlatform/Dive explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/OpenAgentPlatform/Dive.svg)](https://repogeo.com/en/r/OpenAgentPlatform/Dive)

HTML

<a href="https://repogeo.com/en/r/OpenAgentPlatform/Dive"><img src="https://repogeo.com/badge/OpenAgentPlatform/Dive.svg" alt="RepoGEO" /></a>

Pro

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OpenAgentPlatform/Dive — 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