RRepoGEO

REPOGEO REPORT · LITE

crewAIInc/crewAI-tools

Default branch main · commit 62f4d7ef · scanned 7/1/2026, 12:44:29 PM

GitHub: 1,449 stars · 532 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
28 /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
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 crewAIInc/crewAI-tools, 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
  • highhomepage#1
    Add homepage URL to point to the new location

    Why:

    COPY-PASTE FIX
    https://github.com/crewAIInc/crewAI/tree/main/lib/crewai-tools
  • highreadme#2
    Reposition README's opening sentence to clarify agent-specific toolkit

    Why:

    CURRENT
    Empower your CrewAI agents with powerful, customizable tools to elevate their capabilities and tackle sophisticated, real-world tasks.
    COPY-PASTE FIX
    CrewAI Tools provides a curated collection of agent-orchestration-ready tools, specifically designed to empower your CrewAI agents with advanced capabilities for real-world tasks, distinguishing them from generic libraries.
  • mediumtopics#3
    Add 'deprecated' to repository topics

    Why:

    CURRENT
    ai, aiagents, crewai, crewai-tools
    COPY-PASTE FIX
    ai, aiagents, crewai, crewai-tools, deprecated

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 crewAIInc/crewAI-tools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 1×
  2. crummy/BeautifulSoup · recommended 1×
  3. psf/requests · recommended 1×
  4. SeleniumHQ/selenium · recommended 1×
  5. pandas-dev/pandas · recommended 1×
  • CATEGORY QUERY
    How can I add web scraping and file management capabilities to my autonomous AI agents?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Beautiful Soup 4 (bs4) (crummy/BeautifulSoup)
    3. Requests (psf/requests)
    4. Selenium WebDriver (SeleniumHQ/selenium)
    5. Pandas (pandas-dev/pandas)
    6. Pathlib
    7. Shutil
    8. Scrapy (scrapy/scrapy)

    AI recommended 8 alternatives but never named crewAIInc/crewAI-tools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks provide ready-to-use tools for empowering AI agents with real-world task capabilities?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. Haystack (deepset/Haystack)
    5. CrewAI
    6. Microsoft Semantic Kernel

    AI recommended 6 alternatives but never named crewAIInc/crewAI-tools. 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 crewAIInc/crewAI-tools?
    pass
    AI named crewAIInc/crewAI-tools explicitly

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

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