RRepoGEO

REPOGEO REPORT · LITE

i-am-bee/beeai-framework

Default branch main · commit c8f77bb8 · scanned 5/21/2026, 1:26:29 PM

GitHub: 3,263 stars · 438 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 i-am-bee/beeai-framework, 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 statement to clarify its unique framework value

    Why:

    CURRENT
    **Build production-ready multi-agent systems in <a href="https://github.com/i-am-bee/beeai-framework/tree/main/python">Python</a> or <a href="https://github.com/i-am-bee/beeai-framework/tree/main/typescript">TypeScript</a>.**
    COPY-PASTE FIX
    **BeeAI Framework is a structured and robust framework designed specifically for building production-ready, autonomous multi-agent systems in Python and TypeScript.**
  • mediumcomparison#2
    Add a comparison section to differentiate from common alternatives

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Why BeeAI Framework? (vs. LangChain, AutoGen, etc.)' that explains its focus as a structured framework for production-ready, autonomous multi-agent systems, differentiating it from more general libraries or toolkits.
  • lowreadme#3
    Relocate 'Latest updates' section further down the README

    Why:

    CURRENT
    The current position of the 'Latest updates' section immediately after the H1/tagline.
    COPY-PASTE FIX
    Move the 'Latest updates' section to appear after the main introduction, core features, and installation/getting started guides.

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 i-am-bee/beeai-framework
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. AutoGen · recommended 1×
  3. Mesa · recommended 1×
  4. Haystack · recommended 1×
  5. SPADE · recommended 1×
  • CATEGORY QUERY
    What frameworks help build production-ready multi-agent AI systems efficiently?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. Mesa
    4. Haystack
    5. SPADE
    6. Apache Pulsar
    7. Ray

    AI recommended 7 alternatives but never named i-am-bee/beeai-framework. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust framework to develop AI agents in both Python and TypeScript.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset/haystack)
    4. Autogen
    5. OpenAI Assistants API
    6. Agent Protocol

    AI recommended 6 alternatives but never named i-am-bee/beeai-framework. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 i-am-bee/beeai-framework?
    pass
    AI named i-am-bee/beeai-framework explicitly

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

  • If a team adopts i-am-bee/beeai-framework in production, what risks or prerequisites should they evaluate first?
    pass
    AI named i-am-bee/beeai-framework 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 i-am-bee/beeai-framework solve, and who is the primary audience?
    pass
    AI named i-am-bee/beeai-framework explicitly

    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 i-am-bee/beeai-framework. 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/i-am-bee/beeai-framework.svg)](https://repogeo.com/en/r/i-am-bee/beeai-framework)
HTML
<a href="https://repogeo.com/en/r/i-am-bee/beeai-framework"><img src="https://repogeo.com/badge/i-am-bee/beeai-framework.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

i-am-bee/beeai-framework — 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