RRepoGEO

REPOGEO REPORT · LITE

nicobailon/pi-subagents

Default branch main · commit e4f06282 · scanned 6/25/2026, 10:16:33 PM

GitHub: 2,321 stars · 317 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
23 /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
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 nicobailon/pi-subagents, 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 sentence to clarify 'Pi' and its purpose

    Why:

    CURRENT
    `pi-subagents` lets Pi delegate work to focused child agents.
    COPY-PASTE FIX
    `pi-subagents` is an extension for the Pi AI assistant, enabling it to delegate work to focused child agents.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, multi-agent-systems, ai-assistant, delegation, code-review, automation
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the MIT License text.

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-subagents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI APIs
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI APIs · recommended 3×
  2. Anthropic APIs · recommended 3×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    What tools enable an AI assistant to delegate tasks to specialized child agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. CrewAI
    5. Microsoft Semantic Kernel
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named nicobailon/pi-subagents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a way to run parallel AI reviews or audits on code changes.
    you: not recommended
    AI recommended (in order):
    1. GitHub Actions
    2. OpenAI APIs
    3. Anthropic APIs
    4. GitLab CI/CD
    5. OpenAI APIs
    6. Anthropic APIs
    7. Azure DevOps Pipelines
    8. Azure OpenAI Service
    9. CircleCI
    10. OpenAI APIs
    11. Anthropic APIs
    12. AWS CodePipeline
    13. AWS CodeBuild
    14. Amazon Bedrock
    15. AI21 Labs
    16. Anthropic
    17. Cohere
    18. Meta
    19. Stability AI
    20. DeepSource
    21. SonarQube

    AI recommended 21 alternatives but never named nicobailon/pi-subagents. 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-subagents?
    pass
    AI did not name nicobailon/pi-subagents — 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 nicobailon/pi-subagents in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nicobailon/pi-subagents 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-subagents solve, and who is the primary audience?
    pass
    AI named nicobailon/pi-subagents 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-subagents — 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