RRepoGEO

REPOGEO REPORT · LITE

poco-ai/poco-claw

Default branch main · commit c66da3cf · scanned 7/1/2026, 7:52:01 AM

GitHub: 1,342 stars · 125 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 poco-ai/poco-claw, 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
    Add an explicit introductory paragraph to the README

    Why:

    COPY-PASTE FIX
    Immediately after the main title and subtitle in your README, add a paragraph like: 'Poco is a collaborative AI agent platform designed for teams, offering a beautiful web UI, secure sandboxed execution for AI tasks, and robust features for project management and channel-based communication. It serves as a more powerful and user-friendly alternative to OpenClaw, empowering your team with a 'pocket coworker' for complex tasks.'
  • mediumtopics#2
    Expand topics to include application domain keywords

    Why:

    CURRENT
    agent, ai, chatbot, claude-code, clawdbot, manus, openclaw
    COPY-PASTE FIX
    agent, ai, chatbot, claude-code, clawdbot, manus, openclaw, team-collaboration, project-management, ai-platform, web-application, sandboxed-execution
  • lowabout#3
    Refine the 'About' description to explicitly state 'platform'

    Why:

    CURRENT
    A more beautiful and easier-to-use alternative to OpenClaw. It features a nicer Web UI, built-in IM support, a sandboxed runtime and channel-based team collaboration. Under the hood, it is powered by a Claude Code–based agent.
    COPY-PASTE FIX
    Poco Claw is a collaborative AI agent platform, offering a more beautiful and easier-to-use alternative to OpenClaw. It features a nicer Web UI, built-in IM support, a sandboxed runtime, and channel-based team collaboration, powered by a Claude Code–based agent.

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 poco-ai/poco-claw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Chat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Chat · recommended 1×
  2. GitHub Codespaces · recommended 1×
  3. AWS CodeWhisperer · recommended 1×
  4. AWS Cloud9 · recommended 1×
  5. AWS SageMaker Studio · recommended 1×
  • CATEGORY QUERY
    Looking for an AI assistant for team collaboration with secure sandboxed code execution.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. GitHub Codespaces
    3. AWS CodeWhisperer
    4. AWS Cloud9
    5. AWS SageMaker Studio
    6. Google Cloud Vertex AI Workbench
    7. Gemini API
    8. JetBrains AI Assistant
    9. JetBrains Gateway
    10. JetBrains Space
    11. Replit Teams
    12. Ghostwriter
    13. CodiumAI
    14. Docker
    15. Kubernetes

    AI recommended 15 alternatives but never named poco-ai/poco-claw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an AI agent to manage project tasks and facilitate team communication beyond simple chat.
    you: not recommended
    AI recommended (in order):
    1. ClickUp AI
    2. Asana Intelligence
    3. Jira Product Discovery (with Atlassian Intelligence)
    4. Monday.com AI
    5. Notion AI
    6. Microsoft Copilot
    7. Slack AI

    AI recommended 7 alternatives but never named poco-ai/poco-claw. 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 poco-ai/poco-claw?
    pass
    AI named poco-ai/poco-claw explicitly

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

  • If a team adopts poco-ai/poco-claw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named poco-ai/poco-claw 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 poco-ai/poco-claw solve, and who is the primary audience?
    pass
    AI named poco-ai/poco-claw explicitly

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

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poco-ai/poco-claw — 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