RRepoGEO

REPOGEO REPORT · LITE

e2b-dev/awesome-ai-sdks

Default branch main · commit c47a9c11 · scanned 5/8/2026, 8:07:58 PM

GitHub: 1,174 stars · 233 forks

AI VISIBILITY SCORE
22 /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
1 / 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 e2b-dev/awesome-ai-sdks, 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
    Clarify the README's opening to emphasize its role as a curated list/database

    Why:

    CURRENT
    Welcome to our list of AI agents SDKs. A database of SDKs, frameworks, libraries, and tools for creating, monitoring, debugging and deploying autonomous AI agents
    COPY-PASTE FIX
    Welcome to the **Awesome SDKs For AI Agents** list, a comprehensive and curated database of SDKs, frameworks, libraries, and tools designed to help you discover, create, monitor, debug, and deploy autonomous AI agents.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0). If a custom license applies, ensure it's clearly stated in the file.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add `https://e2b.dev/awesome-ai-sdks` (or the most relevant landing page for this list) as the homepage URL in the repository settings.

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 e2b-dev/awesome-ai-sdks
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 1×
  3. AutoGPT · recommended 1×
  4. CrewAI · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    What frameworks and tools are available for building and deploying autonomous AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. CrewAI
    5. Haystack
    6. OpenAI API
    7. Anthropic Claude API
    8. Google Cloud Vertex AI
    9. Hugging Face Transformers
    10. OpenAI Function Calling
    11. Docker
    12. Kubernetes
    13. AWS Lambda
    14. Google Cloud Functions
    15. Azure Functions
    16. Vercel
    17. Netlify
    18. Render
    19. Heroku

    AI recommended 19 alternatives but never named e2b-dev/awesome-ai-sdks. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for SDKs or libraries to monitor and debug my AI agent applications.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LangSmith
    3. OpenTelemetry
    4. Arize AI
    5. phoenix
    6. Weights & Biases
    7. wandb
    8. Helicone
    9. Deepchecks

    AI recommended 9 alternatives but never named e2b-dev/awesome-ai-sdks. 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 e2b-dev/awesome-ai-sdks?
    pass
    AI did not name e2b-dev/awesome-ai-sdks — 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?

  • If a team adopts e2b-dev/awesome-ai-sdks in production, what risks or prerequisites should they evaluate first?
    pass
    AI named e2b-dev/awesome-ai-sdks 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 e2b-dev/awesome-ai-sdks solve, and who is the primary audience?
    pass
    AI did not name e2b-dev/awesome-ai-sdks — 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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