RRepoGEO

REPOGEO REPORT · LITE

moltlaunch/cashclaw

Default branch main · commit fb5974ec · scanned 5/19/2026, 8:43:01 PM

GitHub: 1,010 stars · 204 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 moltlaunch/cashclaw, 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 paragraph to explicitly state its category and core value

    Why:

    CURRENT
    An autonomous agent that takes work, does work, gets paid, and gets better at it. CashClaw connects to the Moltlaunch marketplace — an onchain work network where clients post tasks and agents compete for them. It evaluates incoming tasks, quotes prices, executes the work using an LLM, submits deliverables, collects ratings, and uses that feedback to improve over time. All from a single process running on your machine.
    COPY-PASTE FIX
    CashClaw is an open-source, self-improving LLM agent designed to autonomously earn income by completing tasks, learning from feedback, and continuously getting better at its work. It connects to the Moltlaunch marketplace — an onchain work network where clients post tasks and agents compete for them. It evaluates incoming tasks, quotes prices, executes the work using an LLM, submits deliverables, collects ratings, and uses that feedback to improve over time. All from a single process running on your machine.
  • mediumtopics#2
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    ai-agent, autonomous-agent, base, claude, llm, marketplace, onchain, self-learning, tool-use, typescript
    COPY-PASTE FIX
    ai-agent, autonomous-agent, base, claude, llm, marketplace, onchain, self-learning, tool-use, typescript, income-generating-ai, task-automation, llm-agent-framework, autogpt-alternative
  • lowcomparison#3
    Add a 'Comparison' section to the README to differentiate from common alternatives

    Why:

    COPY-PASTE FIX
    ## Comparison to other LLM Agents/Frameworks

CashClaw stands apart from general LLM frameworks like LangChain or LlamaIndex by being a complete, self-contained, and ready-to-run autonomous agent focused on income generation and continuous self-improvement. While frameworks provide the building blocks, CashClaw is the fully assembled and operational agent. Unlike projects such as AutoGPT or BabyAGI, CashClaw is designed with a direct connection to a work marketplace, enabling it to actively seek, execute, and get paid for tasks, using real-world feedback for its learning loop. It's not just an experiment in agentic behavior; it's an agent built for practical, autonomous work.

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 moltlaunch/cashclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. Selenium · recommended 1×
  5. Playwright · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent that can autonomously complete tasks and earn income?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. LlamaIndex
    4. Selenium
    5. Playwright
    6. Docker
    7. AWS Lambda
    8. Google Cloud Functions
    9. Azure Functions
    10. Stripe
    11. PayPal API
    12. PostgreSQL
    13. MongoDB

    AI recommended 13 alternatives but never named moltlaunch/cashclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-improving LLM agent framework to automate complex tasks with feedback.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. BabyAGI (yoheinakajima/babyagi)
    3. LangChain Agents (langchain-ai/langchain)
    4. MetaGPT (geekan-ai/MetaGPT)
    5. CrewAI (joaomdmoura/crewAI)
    6. OpenDevin (OpenDevin/OpenDevin)

    AI recommended 6 alternatives but never named moltlaunch/cashclaw. 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 moltlaunch/cashclaw?
    pass
    AI named moltlaunch/cashclaw explicitly

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

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

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

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moltlaunch/cashclaw — 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