RRepoGEO

REPOGEO REPORT · LITE

0xranx/OpenContext

Default branch main · commit 7df79ed8 · scanned 6/3/2026, 12:46:55 PM

GitHub: 583 stars · 36 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 0xranx/OpenContext, 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 opening to clarify its category

    Why:

    CURRENT
    Give your AI assistant a persistent memory. Stop repeating yourself. Start building smarter. Bring your own coding agent. OpenContext reuses your existing CLI (Codex/Claude/OpenCode) and adds a GUI + built-in Skills/tools — no extra agent subscription.
    COPY-PASTE FIX
    OpenContext is a **desktop application** that gives your AI assistant persistent memory. Stop repeating yourself. Start building smarter. It reuses your existing coding agent CLI (Codex/Claude/OpenCode) and adds a GUI + built-in Skills/tools — no extra agent subscription, and **it's not a vector database or an AI framework like LangChain.**
  • mediumreadme#2
    Add a 'How OpenContext Differs' section to the README

    Why:

    COPY-PASTE FIX
    ## How OpenContext Differs
Unlike AI frameworks (e.g., LangChain, LlamaIndex) or vector databases (e.g., Pinecone, Weaviate) which are developer tools for building AI applications, OpenContext is a **user-facing desktop application**. It integrates with your existing coding agent CLIs to provide a GUI for context management, knowledge capture, and skill execution, without requiring you to build a custom application or manage a separate vector store.
  • mediumtopics#3
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    agent, ai, ai-agents, claude-code, cli, codex, context, context-management, cursor, desktop-app, developer-tools, knowledge-base, mcp, opencode, tauri
    COPY-PASTE FIX
    agent, ai, ai-agents, claude-code, cli, codex, context, context-management, cursor, desktop-app, developer-tools, knowledge-base, mcp, opencode, tauri, **ai-assistant-tool, personal-ai, local-ai, gui-application**

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 0xranx/OpenContext
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. LangChain · recommended 2×
  3. Pinecone · recommended 2×
  4. Weaviate · recommended 2×
  5. Qdrant · recommended 2×
  • CATEGORY QUERY
    How can I give my AI coding assistant persistent memory for project knowledge?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Pinecone
    4. Weaviate
    5. Chroma
    6. Qdrant
    7. OpenAI Embeddings
    8. Hugging Face Embeddings
    9. Neo4j
    10. ArangoDB
    11. FAISS
    12. Annoy
    13. SQLite Database
    14. LangChain's SQL Agent

    AI recommended 14 alternatives but never named 0xranx/OpenContext. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate a shared knowledge base and skills with existing AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Microsoft Semantic Kernel
    6. Pinecone
    7. Weaviate
    8. Qdrant
    9. ChromaDB

    AI recommended 9 alternatives but never named 0xranx/OpenContext. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 0xranx/OpenContext?
    pass
    AI named 0xranx/OpenContext explicitly

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

  • If a team adopts 0xranx/OpenContext in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 0xranx/OpenContext 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 0xranx/OpenContext solve, and who is the primary audience?
    pass
    AI named 0xranx/OpenContext explicitly

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

Embed your GEO score

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MARKDOWN (README)
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0xranx/OpenContext — 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