RRepoGEO

REPOGEO REPORT · LITE

tintinweb/pi-subagents

Default branch master · commit 98337e39 · scanned 6/22/2026, 10:12:58 PM

GitHub: 506 stars · 102 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 tintinweb/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
  • hightopics#1
    Add specific topics for AI agents and Raspberry Pi

    Why:

    COPY-PASTE FIX
    ai-agents, raspberry-pi, iot, agent-orchestration, subagents, claude-code, pi-extension
  • highreadme#2
    Reposition README H1 to emphasize Raspberry Pi and AI agents

    Why:

    CURRENT
    # @tintinweb/pi-subagents
    COPY-PASTE FIX
    # @tintinweb/pi-subagents: Claude Code-style Autonomous AI Sub-Agents for Raspberry Pi (pi extension)
  • mediumreadme#3
    Add a "Why pi-subagents?" section to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## Why pi-subagents?

Unlike general AI agent frameworks such as LangChain, CrewAI, or AutoGen, pi-subagents is a dedicated extension for Raspberry Pi (pi). It delivers Claude Code-style autonomous sub-agents with parallel execution, live UI, and mid-run steering, optimized for pi environments.

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 tintinweb/pi-subagents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Assistants API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Assistants API · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. joaomdmoura/crewAI · recommended 1×
  4. microsoft/autogen · recommended 1×
  5. deepset-ai/haystack · recommended 1×
  • CATEGORY QUERY
    Need a tool for orchestrating autonomous AI agents, including mid-run steering and status.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. CrewAI (joaomdmoura/crewAI)
    3. Autogen (microsoft/autogen)
    4. Haystack (deepset-ai/haystack)
    5. OpenAI Assistants API
    6. Marvin (prefect-ai/marvin)
    7. Pydantic (pydantic/pydantic)
    8. FastAPI (tiangolo/fastapi)
    9. Flask (pallets/flask)
    10. OpenTelemetry (open-telemetry/opentelemetry-python)
    11. Prometheus (prometheus/prometheus)
    12. Grafana (grafana/grafana)

    AI recommended 12 alternatives but never named tintinweb/pi-subagents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for building custom AI agents with individual tools and execution contexts?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. OpenAI Assistants API
    6. CrewAI
    7. Semantic Kernel

    AI recommended 7 alternatives but never named tintinweb/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
    warn

    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 tintinweb/pi-subagents?
    pass
    AI named tintinweb/pi-subagents explicitly

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

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