RRepoGEO

REPOGEO REPORT · LITE

sentient-agi/OpenDeepSearch

Default branch main · commit ec7aa06d · scanned 6/29/2026, 8:37:54 AM

GitHub: 3,831 stars · 343 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 sentient-agi/OpenDeepSearch, 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's initial description to clearly state it's an LLM-powered search engine

    Why:

    CURRENT
    OpenDeepSearch is a lightweight yet powerful search tool designed for seamless integration with AI agents. It enables deep web search and retrieval, optimized for use with Hugging Face's **SmolAgents** ecosystem.
    COPY-PASTE FIX
    OpenDeepSearch is an **open-source, LLM-powered deep search engine** designed for seamless integration with AI agents. It provides advanced web search and retrieval capabilities, optimized for use with Hugging Face's **SmolAgents** ecosystem, offering a powerful alternative to proprietary search solutions for AI-driven research and applications.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    llm, search-engine, ai-agents, deep-search, rag, open-source-ai, information-retrieval, smolagents
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://sentient.xyz/

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 sentient-agi/OpenDeepSearch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Scrapy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Scrapy · recommended 1×
  2. Beautiful Soup · recommended 1×
  3. Requests · recommended 1×
  4. Playwright · recommended 1×
  5. Selenium · recommended 1×
  • CATEGORY QUERY
    What open-source tools enable deep web search and retrieval for AI agents?
    you: not recommended
    AI recommended (in order):
    1. Scrapy
    2. Beautiful Soup
    3. Requests
    4. Playwright
    5. Selenium
    6. Apache Nutch
    7. Puppeteer
    8. MechanicalSoup

    AI recommended 8 alternatives but never named sentient-agi/OpenDeepSearch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an LLM-powered search solution comparable to proprietary options for research.
    you: not recommended
    AI recommended (in order):
    1. Haystack (deepset-ai/haystack)
    2. LlamaIndex (run-llama/llama_index)
    3. LangChain (langchain-ai/langchain)
    4. Weaviate (weaviate/weaviate)
    5. Pinecone
    6. Elasticsearch (elastic/elasticsearch)

    AI recommended 6 alternatives but never named sentient-agi/OpenDeepSearch. 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 sentient-agi/OpenDeepSearch?
    pass
    AI named sentient-agi/OpenDeepSearch explicitly

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

  • If a team adopts sentient-agi/OpenDeepSearch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sentient-agi/OpenDeepSearch 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 sentient-agi/OpenDeepSearch solve, and who is the primary audience?
    pass
    AI named sentient-agi/OpenDeepSearch explicitly

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

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sentient-agi/OpenDeepSearch — RepoGEO report