RRepoGEO

REPOGEO REPORT · LITE

OpenBMB/PilotDeck

Default branch main · commit 33394d10 · scanned 5/31/2026, 4:52:59 PM

GitHub: 2,465 stars · 230 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 OpenBMB/PilotDeck, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, llm-agents, agent-orchestration, task-management, workflow-automation, productivity-platform, open-source, thunlp, modelbest
  • highreadme#2
    Strengthen the README's opening positioning statement

    Why:

    CURRENT
    Task-oriented AI Agent productivity platform — redefining operational boundaries and memory evolution, one WorkSpace at a time.
    COPY-PASTE FIX
    PilotDeck is an open-source agent operating system and productivity platform for managing and orchestrating complex workflows of multiple LLM agents, designed around the concept of "WorkSpace".
  • mediumreadme#3
    Explicitly state the target audience in the README's introduction

    Why:

    COPY-PASTE FIX
    PilotDeck is built for LLM developers and researchers seeking to streamline the entire lifecycle of large language model development and agent 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 OpenBMB/PilotDeck
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. Haystack · recommended 2×
  4. AutoGPT · recommended 2×
  5. Microsoft Semantic Kernel · recommended 2×
  • CATEGORY QUERY
    How can I manage and orchestrate multiple AI agents for complex task execution?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. Microsoft Semantic Kernel
    7. CrewAI
    8. OpenAI Assistants API

    AI recommended 8 alternatives but never named OpenBMB/PilotDeck. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms help build task-oriented AI agents with improved operational boundaries and memory?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. OpenAI Assistants API
    6. AutoGPT
    7. CrewAI

    AI recommended 7 alternatives but never named OpenBMB/PilotDeck. 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 OpenBMB/PilotDeck?
    pass
    AI named OpenBMB/PilotDeck explicitly

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

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

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

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MARKDOWN (README)
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OpenBMB/PilotDeck — 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