RRepoGEO

REPOGEO REPORT · LITE

berabuddies/agentflow

Default branch master · commit 54f1768b · scanned 5/19/2026, 6:58:15 PM

GitHub: 1,234 stars · 268 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 berabuddies/agentflow, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Refine the 'About' description for clarity and AI agent specificity

    Why:

    CURRENT
    Orchestrate thousands of agents and harnesses as a graph programatically
    COPY-PASTE FIX
    Orchestrate codex, claude, and kimi agents in dependency graphs with parallel fanout, iterative cycles, and remote execution on SSH/EC2/ECS.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/berabuddies/agentflow

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 berabuddies/agentflow
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. Haystack · recommended 2×
  3. CrewAI · recommended 1×
  4. AutoGen · recommended 1×
  5. Marvin · recommended 1×
  • CATEGORY QUERY
    How to build complex multi-agent AI workflows with parallel and sequential steps?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. CrewAI
    3. AutoGen
    4. Haystack
    5. Marvin
    6. LiteLLM

    AI recommended 6 alternatives but never named berabuddies/agentflow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps orchestrate and execute AI agent graphs across distributed environments?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. Microsoft Semantic Kernel
    4. Dask
    5. Ray
    6. Apache Airflow

    AI recommended 6 alternatives but never named berabuddies/agentflow. 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 berabuddies/agentflow?
    pass
    AI did not name berabuddies/agentflow — 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 berabuddies/agentflow in production, what risks or prerequisites should they evaluate first?
    pass
    AI named berabuddies/agentflow 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 berabuddies/agentflow solve, and who is the primary audience?
    pass
    AI named berabuddies/agentflow explicitly

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

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berabuddies/agentflow — 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