RRepoGEO

REPOGEO REPORT · LITE

PromtEngineer/agentic-file-search

Default branch main · commit 83c5b423 · scanned 6/3/2026, 12:43:11 PM

GitHub: 718 stars · 117 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 PromtEngineer/agentic-file-search, 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
  • highabout#1
    Add a concise About description

    Why:

    COPY-PASTE FIX
    An AI-powered document search agent that explores local files like a human, dynamically navigating and reasoning through documents to find answers, offering an alternative to traditional RAG.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, document-search, file-system-exploration, rag-alternative, llm-applications, agentic-ai, tool-use, local-files
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the MIT License.

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 PromtEngineer/agentic-file-search
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. LangChain · recommended 2×
  3. Hugging Face Transformers · recommended 2×
  4. Neo4j · recommended 1×
  5. Amazon Neptune · recommended 1×
  • CATEGORY QUERY
    How to improve document search beyond simple embedding similarity for complex relationships?
    you: not recommended
    AI recommended (in order):
    1. Neo4j
    2. Amazon Neptune
    3. ArangoDB
    4. spaCy
    5. NLTK
    6. Elasticsearch
    7. Vespa
    8. Weaviate
    9. OpenSearch
    10. Cohere Rerank
    11. LlamaIndex
    12. Haystack
    13. GPT-4
    14. Claude
    15. LangChain
    16. Hugging Face Transformers
    17. BERT
    18. RoBERTa
    19. T5

    AI recommended 19 alternatives but never named PromtEngineer/agentic-file-search. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI agent to dynamically navigate and reason through file systems for information.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. BabyAGI
    5. Hugging Face Transformers
    6. OpenAI API
    7. CrewAI

    AI recommended 7 alternatives but never named PromtEngineer/agentic-file-search. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 PromtEngineer/agentic-file-search?
    pass
    AI named PromtEngineer/agentic-file-search explicitly

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

  • If a team adopts PromtEngineer/agentic-file-search in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PromtEngineer/agentic-file-search 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 PromtEngineer/agentic-file-search solve, and who is the primary audience?
    pass
    AI did not name PromtEngineer/agentic-file-search — 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?

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MARKDOWN (README)
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PromtEngineer/agentic-file-search — 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