RRepoGEO

REPOGEO REPORT · LITE

rcarmo/piclaw

Default branch main · commit 5e6fa218 · scanned 5/30/2026, 10:16:55 PM

GitHub: 711 stars · 66 forks

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 rcarmo/piclaw, 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
  • highabout#1
    Update the repository description to be more explicit

    Why:

    CURRENT
    pi coding agent in a technicolor web trenchcoat
    COPY-PASTE FIX
    A self-hosted AI coding agent workspace with a web UI, persistent state, multi-provider LLM support, and integrated development tools.
  • mediumreadme#2
    Reinforce the core identity in the README's opening sentence

    Why:

    CURRENT
    PiClaw packages the Pi Coding Agent into a self-hosted workspace with a streaming web UI, persistent state, multi-provider LLM support, and a practical built-in toolset that includes many add-ons.
    COPY-PASTE FIX
    PiClaw is a self-hosted AI coding agent workspace that provides a streaming web UI, persistent state, multi-provider LLM support, and a practical built-in toolset.
  • mediumtopics#3
    Expand topics to improve category recall for AI agent environments

    Why:

    CURRENT
    adaptive-cards, ai-agent, bun, coding-agent, docker, llm, pi-agent, self-hosted, typescript, vnc, web-ui, workspace
    COPY-PASTE FIX
    adaptive-cards, ai-agent, ai-dev-tools, ai-workspace, bun, coding-agent, docker, llm, llm-agent, pi-agent, self-hosted, typescript, vnc, web-ui, workspace

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 rcarmo/piclaw
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. LlamaIndex · recommended 2×
  3. OpenDevin · recommended 1×
  4. Smol-AI · recommended 1×
  5. GPT-Engineer · recommended 1×
  • CATEGORY QUERY
    How can I set up a self-hosted AI coding agent with a web UI and persistent state?
    you: not recommended
    AI recommended (in order):
    1. OpenDevin
    2. Smol-AI
    3. GPT-Engineer
    4. Auto-GPT
    5. LangChain
    6. LlamaIndex
    7. AgentGPT

    AI recommended 7 alternatives but never named rcarmo/piclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for a unified AI agent environment with integrated development tools and LLM support?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Semantic Kernel
    3. LlamaIndex
    4. Haystack
    5. AutoGPT
    6. BabyAGI
    7. CrewAI

    AI recommended 7 alternatives but never named rcarmo/piclaw. 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 rcarmo/piclaw?
    pass
    AI named rcarmo/piclaw explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of rcarmo/piclaw. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/rcarmo/piclaw.svg)](https://repogeo.com/en/r/rcarmo/piclaw)
HTML
<a href="https://repogeo.com/en/r/rcarmo/piclaw"><img src="https://repogeo.com/badge/rcarmo/piclaw.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

rcarmo/piclaw — 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