RRepoGEO

REPOGEO REPORT · LITE

superglue-ai/superglue

Default branch main · commit fc054309 · scanned 5/25/2026, 10:43:25 PM

GitHub: 2,017 stars · 123 forks

AI VISIBILITY SCORE
40 /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
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 superglue-ai/superglue, 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
    Add a disambiguation note in the README to prevent confusion with the SuperGLUE benchmark

    Why:

    COPY-PASTE FIX
    Note: This project, `superglue-ai/superglue`, is an AI-powered tool builder and is not related to the SuperGLUE natural language understanding benchmark.
  • highreadme#2
    Refine the 'What is superglue?' section in the README for clearer positioning

    Why:

    CURRENT
    ## What is superglue?

- superglue is an AI-powered tool builder that works with any API, database or file storage server
- Abstracts away authentication, documentation handling and data mapping between systems
- Self‑heals tools: When steps fail due to upstream API changes, superglue can auto-repair failures to keep your tools running
    COPY-PASTE FIX
    ## What is superglue?

superglue is an AI-powered tool builder that lets you create production-grade integrations and tools from natural language. It uniquely abstracts away authentication, documentation handling, and data mapping across any API, database, or file storage server. Crucially, superglue self-heals tools, automatically repairing failures caused by upstream API changes to ensure continuous operation, especially for long-tail and enterprise systems.
  • mediumreadme#3
    Add a clear statement about the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [Specify the actual license(s) here, e.g., a custom license, or a combination of licenses]. Please see the `LICENSE` file for full details.

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 superglue-ai/superglue
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4 · recommended 1×
  2. Zapier · recommended 1×
  3. Microsoft Power Automate · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How to build custom API integrations and data transformation tools using natural language?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. Zapier
    3. Microsoft Power Automate
    4. LangChain
    5. LlamaIndex
    6. Pipedream

    AI recommended 6 alternatives but never named superglue-ai/superglue. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI platform to automate data syncing and integrate legacy systems with self-healing capabilities.
    you: not recommended
    AI recommended (in order):
    1. SnapLogic
    2. Boomi
    3. MuleSoft Anypoint Platform
    4. Workato
    5. Microsoft Azure Integration Services
    6. IBM App Connect

    AI recommended 6 alternatives but never named superglue-ai/superglue. 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 superglue-ai/superglue?
    pass
    AI named superglue-ai/superglue explicitly

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

  • If a team adopts superglue-ai/superglue in production, what risks or prerequisites should they evaluate first?
    pass
    AI named superglue-ai/superglue 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 superglue-ai/superglue solve, and who is the primary audience?
    pass
    AI named superglue-ai/superglue 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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  • Brand-free category queries5 vs 2 in Lite
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