RRepoGEO

REPOGEO REPORT · LITE

smallcloudai/refact

Default branch main · commit 4632985c · scanned 5/17/2026, 9:31:55 AM

GitHub: 3,545 stars · 311 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
33 /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
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 smallcloudai/refact, 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 H1 to specify end-to-end autonomous software engineering

    Why:

    CURRENT
    <p align="center">Open-source, local-first AI coding assistant for IDE chat, autonomous agent workflows, and tool-powered development.</p>
    COPY-PASTE FIX
    <p align="center">Open-source, local-first AI agent for end-to-end software engineering tasks: IDE chat, autonomous workflows, and tool-powered development.</p>
  • mediumtopics#2
    Add more specific topics for autonomous software engineering

    Why:

    CURRENT
    ai-agent, developer-tools, enterprise, fine-tuning, on-prem, open-source, rag, self-hosted, swe-bench, vscode
    COPY-PASTE FIX
    ai-agent, developer-tools, enterprise, fine-tuning, on-prem, open-source, rag, self-hosted, swe-bench, vscode, autonomous-developer, software-engineering-agent, end-to-end-development
  • lowabout#3
    Emphasize 'Autonomous' in the repository description

    Why:

    CURRENT
    AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, plans, executes, and iterates until it achieves a successful result.
    COPY-PASTE FIX
    Autonomous AI Agent for end-to-end software engineering tasks: integrates with developers’ tools, plans, executes, and iterates until it achieves a successful result.

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 smallcloudai/refact
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 1×
  2. GPT-Engineer · recommended 1×
  3. Smol-developer · recommended 1×
  4. OpenDevin · recommended 1×
  5. AgentGPT · recommended 1×
  • CATEGORY QUERY
    What open source AI agent can automate complex software engineering tasks locally?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. GPT-Engineer
    3. Smol-developer
    4. OpenDevin
    5. AgentGPT
    6. CrewAI

    AI recommended 6 alternatives but never named smallcloudai/refact. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI assistant for VSCode that handles end-to-end development workflows autonomously.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot Chat
    3. Codeium
    4. Continue
    5. Tabnine

    AI recommended 5 alternatives but never named smallcloudai/refact. 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 smallcloudai/refact?
    pass
    AI did not name smallcloudai/refact — 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 smallcloudai/refact in production, what risks or prerequisites should they evaluate first?
    pass
    AI named smallcloudai/refact 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 smallcloudai/refact solve, and who is the primary audience?
    pass
    AI named smallcloudai/refact explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite