RRepoGEO

REPOGEO REPORT · LITE

nicobailon/pi-interactive-shell

Default branch main · commit df4771e9 · scanned 6/17/2026, 9:16:54 AM

GitHub: 522 stars · 39 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 nicobailon/pi-interactive-shell, 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 to clarify 'Pi' as an AI agent

    Why:

    CURRENT
    An extension for Pi coding agent that lets Pi autonomously run interactive CLIs in an observable TUI overlay. Pi controls the subprocess while you watch - take over anytime.
    COPY-PASTE FIX
    Pi Interactive Shell is an extension for AI coding agents like Pi, enabling them to autonomously control interactive command-line interfaces (CLIs) within an observable TUI overlay. It allows the AI agent to run subprocesses while you watch, with the ability to take over anytime.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, llm-tools, interactive-cli, pty, terminal-emulator, agent-orchestration, developer-tools, cli-automation
  • mediumlicense#3
    Add a LICENSE file

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clearly state the project's licensing terms.

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 nicobailon/pi-interactive-shell
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Expect
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Expect · recommended 1×
  2. pexpect · recommended 1×
  3. go-expect · recommended 1×
  4. child_process · recommended 1×
  5. subprocess · recommended 1×
  • CATEGORY QUERY
    How can an AI agent execute and monitor interactive command-line interfaces?
    you: not recommended
    AI recommended (in order):
    1. Expect
    2. pexpect
    3. go-expect
    4. child_process
    5. subprocess
    6. Puppeteer
    7. Selenium

    AI recommended 7 alternatives but never named nicobailon/pi-interactive-shell. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow observing and intervening in AI-driven terminal sessions?
    you: not recommended
    AI recommended (in order):
    1. tmux
    2. screen
    3. Asciinema
    4. pty
    5. script
    6. SSH
    7. Jupyter Notebooks/Lab

    AI recommended 7 alternatives but never named nicobailon/pi-interactive-shell. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • 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 nicobailon/pi-interactive-shell?
    pass
    AI named nicobailon/pi-interactive-shell explicitly

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

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

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

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nicobailon/pi-interactive-shell — 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