RRepoGEO

REPOGEO REPORT · LITE

e2b-dev/awesome-ai-sdks

Default branch main · commit c47a9c11 · scanned 6/18/2026, 12:23:10 PM

GitHub: 1,190 stars · 290 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
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
    Reposition the README's opening to emphasize its role as a resource for discovering AI agent SDKs.

    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 Awesome SDKs For AI Agents, your go-to resource for discovering and evaluating SDKs, frameworks, libraries, and tools for creating, monitoring, debugging and deploying 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 a standard open-source license (e.g., MIT, Apache-2.0) to clarify usage rights.
  • mediumhomepage#3
    Add a homepage URL to the repository settings.

    Why:

    COPY-PASTE FIX
    Set the repository homepage URL to `https://e2b.dev/` or a more specific page related to this awesome list, if available.

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 2×
  3. Haystack · recommended 2×
  4. OpenAI Assistants API · recommended 1×
  5. Weights & Biases · recommended 1×
  • CATEGORY QUERY
    What tools and frameworks exist for building, monitoring, and deploying AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Weights & Biases
    6. MLflow
    7. Kubernetes

    AI recommended 7 alternatives but never named e2b-dev/awesome-ai-sdks. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which libraries and SDKs are best for developing and observing autonomous AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI API
    5. Microsoft Semantic Kernel
    6. AgentVerse
    7. Weights & Biases (W&B)

    AI recommended 7 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?

Embed your GEO score

Drop this badge into the README of e2b-dev/awesome-ai-sdks. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/e2b-dev/awesome-ai-sdks.svg)](https://repogeo.com/en/r/e2b-dev/awesome-ai-sdks)
HTML
<a href="https://repogeo.com/en/r/e2b-dev/awesome-ai-sdks"><img src="https://repogeo.com/badge/e2b-dev/awesome-ai-sdks.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

e2b-dev/awesome-ai-sdks — 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