RRepoGEO

REPOGEO REPORT · LITE

mnemox-ai/idea-reality-mcp

Default branch main · commit 6929fe53 · scanned 5/28/2026, 8:16:14 PM

GitHub: 707 stars · 82 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 mnemox-ai/idea-reality-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
    Reposition README opening to emphasize 'for AI agents' and 'pre-code validation'

    Why:

    CURRENT
    How to check if someone already built your app idea — automatically. idea-reality-mcp is an MCP server that scans GitHub, npm, PyPI, Hacker News, Product Hunt, and Stack Overflow to check if your startup idea already exists. It returns a 0–100 reality score with evidence, trend detection, and pivot suggestions — so your AI agent can decide whether to build, pivot, or kill the idea before writing any code.
    COPY-PASTE FIX
    **idea-reality-mcp is an MCP server designed for AI coding agents, providing automated pre-build reality checks for new software ideas.** It scans GitHub, npm, PyPI, Hacker News, Product Hunt, and Stack Overflow to determine if your startup idea already exists, returning a 0–100 reality score with evidence, trend detection, and pivot suggestions. This empowers your AI agent to decide whether to build, pivot, or kill an idea *before* writing any code.
  • mediumtopics#2
    Add more specific topics to reinforce the niche

    Why:

    CURRENT
    ai-agents, developer-tools, github-api, idea-validation, market-research, mcp, mcp-server
    COPY-PASTE FIX
    ai-agents, developer-tools, github-api, idea-validation, market-research, mcp, mcp-server, pre-build-validation, ai-agent-tooling, startup-validation, market-intelligence
  • lowreadme#3
    Add a dedicated 'Core Differentiator' or 'Why idea-reality-mcp?' section

    Why:

    COPY-PASTE FIX
    ## Why idea-reality-mcp?
Unlike generic market research or simple idea validation tools, idea-reality-mcp is specifically engineered for AI coding agents. Its core differentiator is providing a continuous, automated feedback loop that compares an agent's abstract idea with real-world market data, enabling pre-code validation and pivot suggestions directly within the agent's workflow.

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 mnemox-ai/idea-reality-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Crunchbase
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Crunchbase · recommended 2×
  2. Reddit · recommended 2×
  3. Google Search · recommended 1×
  4. Bing · recommended 1×
  5. DuckDuckGo · recommended 1×
  • CATEGORY QUERY
    How to quickly check if my new software idea already exists in the market?
    you: not recommended
    AI recommended (in order):
    1. Google Search
    2. Bing
    3. DuckDuckGo
    4. Product Hunt
    5. Apple App Store
    6. Google Play Store
    7. Crunchbase
    8. AngelList
    9. G2
    10. Capterra
    11. Software Advice
    12. Reddit
    13. LinkedIn Groups
    14. YouTube

    AI recommended 14 alternatives but never named mnemox-ai/idea-reality-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help an AI agent validate a project idea before writing code?
    you: not recommended
    AI recommended (in order):
    1. Google Trends
    2. SurveyMonkey
    3. Typeform
    4. Reddit
    5. Indie Hackers
    6. Product Hunt communities
    7. Crunchbase
    8. SimilarWeb
    9. LinkedIn Sales Navigator
    10. Apollo.io
    11. Miro
    12. Figma

    AI recommended 12 alternatives but never named mnemox-ai/idea-reality-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
    pass

  • 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 mnemox-ai/idea-reality-mcp?
    pass
    AI did not name mnemox-ai/idea-reality-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?

  • If a team adopts mnemox-ai/idea-reality-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mnemox-ai/idea-reality-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 mnemox-ai/idea-reality-mcp solve, and who is the primary audience?
    pass
    AI named mnemox-ai/idea-reality-mcp explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
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