RRepoGEO

REPOGEO REPORT · LITE

SylphxAI/pdf-reader-mcp

Default branch main · commit dd6eb4f0 · scanned 6/12/2026, 8:31:57 AM

GitHub: 770 stars · 67 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 SylphxAI/pdf-reader-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 tagline to explicitly state Node.js server

    Why:

    CURRENT
    > Production-ready PDF processing server for AI agents
    COPY-PASTE FIX
    > A production-ready Node.js server for high-performance PDF processing by AI agents
  • mediumreadme#2
    Add explicit Node.js server context to the README overview

    Why:

    COPY-PASTE FIX
    Built on Node.js and TypeScript, it provides a robust server for extracting text, images, and metadata from PDFs with unmatched performance and reliability.
  • lowtopics#3
    Add more specific server and API related topics

    Why:

    CURRENT
    ai-agent, ai-tools, document-processing, llm-tool, mcp, model-content-protocol, model-context-protocol, nodejs, parallel-processing, pdf, pdf-parse, pdf-parser, pdf-reader, performance, stdio, typescript
    COPY-PASTE FIX
    ai-agent, ai-tools, document-processing, llm-tool, mcp, model-content-protocol, model-context-protocol, nodejs, parallel-processing, pdf, pdf-parse, pdf-parser, pdf-reader, performance, stdio, typescript, pdf-api, document-api, nodejs-server

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 SylphxAI/pdf-reader-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apache Spark
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache Spark · recommended 1×
  2. PySpark · recommended 1×
  3. Spark NLP · recommended 1×
  4. AWS Lambda · recommended 1×
  5. Azure Functions · recommended 1×
  • CATEGORY QUERY
    How to quickly process PDFs for AI agents with parallel execution?
    you: not recommended
    AI recommended (in order):
    1. Apache Spark
    2. PySpark
    3. Spark NLP
    4. AWS Lambda
    5. Azure Functions
    6. Google Cloud Functions
    7. S3
    8. Blob Storage
    9. AWS Textract
    10. Google Document AI
    11. Azure Form Recognizer
    12. Celery
    13. RabbitMQ
    14. Redis
    15. Ray
    16. Dask
    17. Go

    AI recommended 17 alternatives but never named SylphxAI/pdf-reader-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a performant Node.js library for reliable PDF text and metadata extraction.
    you: not recommended
    AI recommended (in order):
    1. pdf-parse
    2. pdf.js-extract
    3. tesseract.js
    4. pdftotextjs
    5. pdfjs-dist
    6. HummusJS

    AI recommended 6 alternatives but never named SylphxAI/pdf-reader-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 SylphxAI/pdf-reader-mcp?
    pass
    AI named SylphxAI/pdf-reader-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 SylphxAI/pdf-reader-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SylphxAI/pdf-reader-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 SylphxAI/pdf-reader-mcp solve, and who is the primary audience?
    pass
    AI named SylphxAI/pdf-reader-mcp 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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