RRepoGEO

REPOGEO REPORT · LITE

win4r/ClawTeam-OpenClaw

Default branch main · commit 24e162d8 · scanned 5/20/2026, 4:11:44 PM

GitHub: 1,376 stars · 308 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 win4r/ClawTeam-OpenClaw, 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 a clear disambiguating sentence to the README's main subtitle

    Why:

    CURRENT
    Multi-agent swarm coordination for CLI coding agents — OpenClaw as default
    COPY-PASTE FIX
    Multi-agent swarm coordination for CLI coding agents — OpenClaw as default. This project is for AI agent orchestration, not robotic claw machines or the Captain Claw game.
  • mediumtopics#2
    Add topics that align with AI agent orchestration frameworks

    Why:

    CURRENT
    ai-agents, clawdbot, openclaw, openclaw-extension, openclaw-plugin, openclaw-skills, swarm, swarm-intelligence, swarms
    COPY-PASTE FIX
    ai-agents, clawdbot, openclaw, openclaw-extension, openclaw-plugin, openclaw-skills, swarm, swarm-intelligence, swarms, ai-orchestration, agent-framework, multi-agent-system, llm-agents
  • lowabout#3
    Refine the Description to emphasize AI agent orchestration

    Why:

    CURRENT
    ClawTeam fork fully adapted for OpenClaw — multi-agent swarm coordination with OpenClaw as the default agent
    COPY-PASTE FIX
    Multi-agent swarm coordination framework for CLI coding agents, with OpenClaw as the default agent. A ClawTeam fork for AI orchestration.

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 win4r/ClawTeam-OpenClaw
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 2×
  3. CrewAI · recommended 2×
  4. Haystack · recommended 2×
  5. Marvin · recommended 1×
  • CATEGORY QUERY
    How to coordinate multiple AI agents for complex task automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. Marvin

    AI recommended 5 alternatives but never named win4r/ClawTeam-OpenClaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for managing a swarm of AI assistants to complete coding projects?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. Haystack
    5. CrewAI
    6. Open Interpreter

    AI recommended 6 alternatives but never named win4r/ClawTeam-OpenClaw. 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 win4r/ClawTeam-OpenClaw?
    pass
    AI did not name win4r/ClawTeam-OpenClaw — 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 win4r/ClawTeam-OpenClaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named win4r/ClawTeam-OpenClaw 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 win4r/ClawTeam-OpenClaw solve, and who is the primary audience?
    pass
    AI named win4r/ClawTeam-OpenClaw explicitly

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

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win4r/ClawTeam-OpenClaw — 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