RRepoGEO

REPOGEO REPORT · LITE

OpenAgentPlatform/Dive

Default branch main · commit 4010d876 · scanned 6/18/2026, 11:06:34 AM

GitHub: 1,790 stars · 165 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
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 the README opening to highlight agent debugging and observability

    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 an open-source desktop application designed for **visualizing, debugging, and managing AI agents** that leverage LLMs with function calling. It acts as an MCP Host, providing a cross-platform interface to observe and control agentic workflows.
  • mediumtopics#2
    Refine GitHub topics to include agent debugging and observability terms

    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, ollama, ollama-client, ollama-ui, agent-debugging, llm-observability, agent-management, workflow-visualization
  • lowreadme#3
    Add a dedicated 'What problem does Dive solve?' section to the README

    Why:

    COPY-PASTE FIX
    ## What problem does Dive solve?

Dive addresses the challenge of understanding and optimizing complex AI agentic workflows. It provides a visual interface to debug, monitor, and manage agents, helping developers gain insights into their behavior and interactions with LLMs and tools.

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
0%
Of all named tools, what % are you?
Top rival
LocalAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LocalAI · recommended 2×
  2. Ollama · recommended 2×
  3. LiteLLM · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How can I host and manage AI agents on my desktop with function calling support?
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. Ollama
    3. LiteLLM
    4. LangChain
    5. LlamaIndex
    6. Haystack

    AI recommended 6 alternatives but never named OpenAgentPlatform/Dive. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open-source desktop applications for integrating different LLM models and agents?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. LocalAI
    5. GPT4All

    AI recommended 5 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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MARKDOWN (README)
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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