RRepoGEO

REPOGEO REPORT · LITE

Deepractice/PromptX

Default branch main · commit 93c1e535 · scanned 5/26/2026, 6:32:07 PM

GitHub: 3,669 stars · 311 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 Deepractice/PromptX, 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, prompt-engineering, agent-framework, context-management, cognitive-memory, prompt-as-code
  • highreadme#2
    Add 'Prompt as Code' and framework positioning to README intro

    Why:

    COPY-PASTE FIX
    PromptX is an open-source framework that applies software engineering principles to prompt development, enabling 'Prompt as Code' for robust AI agent creation and integration into existing applications. (Add this sentence directly after the H2: '✨ Chat is all you need - Revolutionary interaction design that turns AI agents into industry experts')
  • mediumreadme#3
    Reinforce keywords from failing queries in 'Core Capabilities'

    Why:

    CURRENT
    <strong>Core Capabilities:</strong>AI Role Creation Platform | Intelligent Tool Development Platform | Cognitive Memory System
    COPY-PASTE FIX
    <strong>Core Capabilities:</strong> AI Role Creation Platform for specialized knowledge | Intelligent Tool Development Platform for advanced agent capabilities | Cognitive Memory System for conversational memory and context management

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 Deepractice/PromptX
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. Microsoft Semantic Kernel · recommended 2×
  4. OpenAI Assistants API · recommended 2×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    How to build custom AI agents with specialized knowledge and conversational memory?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. OpenAI Assistants API
    6. Rasa

    AI recommended 6 alternatives but never named Deepractice/PromptX. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms help integrate advanced AI agent capabilities like context and memory into existing apps?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack by deepset
    5. OpenAI Assistants API
    6. AutoGPT
    7. Pinecone
    8. Weaviate
    9. Chroma

    AI recommended 9 alternatives but never named Deepractice/PromptX. 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 Deepractice/PromptX?
    pass
    AI named Deepractice/PromptX explicitly

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

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

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

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Deepractice/PromptX — 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