RRepoGEO

REPOGEO REPORT · LITE

context-machine-lab/sleepless-agent

Default branch main · commit dbeb1c28 · scanned 6/3/2026, 12:16:45 AM

GitHub: 823 stars · 113 forks

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 context-machine-lab/sleepless-agent, 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 emphasize its AgentOS nature and differentiate from simple coding assistants.

    Why:

    CURRENT
    Have Claude Code Pro but not using it at night? Transform it into an AgentOS that handles your ideas and tasks while you sleep. This is a 24/7 AI assistant daemon powered by Claude Code CLI and Python Agent SDK that processes both random thoughts and serious tasks via Slack with isolated workspaces.
    COPY-PASTE FIX
    Transform your Claude Code Pro into a true AgentOS that autonomously orchestrates and executes complex, long-running tasks while you sleep. Sleepless Agent is a 24/7 AI daemon powered by Claude Code CLI and Python Agent SDK, designed for robust, stateful workflow automation, including Git operations and PR creation, all managed via Slack with isolated workspaces.
  • mediumcomparison#2
    Add a 'Why Sleepless Agent?' section to the README.

    Why:

    COPY-PASTE FIX
    ## Why Sleepless Agent?

Unlike general-purpose agent frameworks such as LangChain or LlamaIndex, Sleepless Agent is purpose-built as a complete AgentOS focused on robustness, persistence, and self-correction for long-running, stateful AI agents. It provides a 24/7 daemon for autonomous task execution, integrated Git management, and isolated workspaces, ensuring your AI assistant works reliably while you focus on other priorities.
  • lowtopics#3
    Add `agent-os` and `ai-orchestration` to the repository topics.

    Why:

    CURRENT
    ai-agent, anthropic, automation, autonomous-agents, claude, claude-code, daemon, git-automation, python, slack, slack-bot, sqlite, task-automation, workflow-automation, workspace-management
    COPY-PASTE FIX
    ai-agent, anthropic, automation, autonomous-agents, claude, claude-code, daemon, git-automation, python, slack, slack-bot, sqlite, task-automation, workflow-automation, workspace-management, agent-os, 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 context-machine-lab/sleepless-agent
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. Cursor · recommended 1×
  3. Continue · recommended 1×
  4. Tabnine Chat · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I automate coding tasks and Git operations using an always-on AI assistant?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Cursor
    3. Continue
    4. Tabnine Chat
    5. OpenAI API
    6. Anthropic's Claude
    7. Google's Gemini
    8. GitKraken Client

    AI recommended 8 alternatives but never named context-machine-lab/sleepless-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python-based AI agent for automating development workflows via chat with isolated environments.
    you: not recommended
    AI recommended (in order):
    1. OpenDevin (OpenDevin/OpenDevin)
    2. AutoGPT (Significant-Gravitas/AutoGPT)
    3. AgentGPT (AgentGPT/AgentGPT)
    4. CrewAI (joaomdmoura/crewAI)
    5. LangChain Agents (langchain-ai/langchain)
    6. MetaGPT (geekan-com/MetaGPT)

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite