RRepoGEO

REPOGEO REPORT · LITE

melandlabs/openloomi

Default branch main · commit 5dd5a1b3 · scanned 7/1/2026, 1:31:37 PM

GitHub: 570 stars · 30 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 melandlabs/openloomi, 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
    Emphasize OpenLoomi as a platform/framework for building AI agents with local memory and human oversight

    Why:

    CURRENT
    OpenLoomi is a Claude Cowork-style open-source alternative for builders who want local-first work memory around their AI agents. It connects your work tools so AI can understand people, projects, decisions, and follow-ups before it acts with human approval.
    COPY-PASTE FIX
    OpenLoomi is an open-source platform and framework for building Claude Cowork-style AI agents. It provides local-first work memory and integrates with your communication tools, enabling AI to understand people, projects, decisions, and follow-ups, always acting with human approval.
  • mediumtopics#2
    Refine topics to align with AI agent development, local memory, and human oversight

    Why:

    CURRENT
    agent, ai, claw, context-engineering, gmail, graph, harness-engineering, llm, llm-model, loop-engineering, mcp, memory, message, promt-engineering, rag, security, skills, slack, telegram, whatsapp
    COPY-PASTE FIX
    ai-agent-framework, local-memory, human-in-the-loop, tool-integration, ai-assistant, llm-orchestration, agent, ai, llm, memory, rag, context-engineering, graph, gmail, slack, telegram, whatsapp
  • lowreadme#3
    Add a 'Why OpenLoomi?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why OpenLoomi?
While frameworks like LangChain and Haystack provide modular components for building AI applications, OpenLoomi offers a complete, open-source platform for developing Claude Cowork-style AI agents with local-first work memory and built-in human oversight. Unlike generic toolkits, OpenLoomi focuses on holistic context management and seamless integration with your existing communication tools, ensuring AI actions are always informed and human-approved.

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 melandlabs/openloomi
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. Haystack · recommended 2×
  3. Rasa · recommended 2×
  4. Chroma · recommended 1×
  5. FAISS · recommended 1×
  • CATEGORY QUERY
    How can I build an AI agent with local memory that integrates with my communication tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Chroma
    3. FAISS
    4. Slack
    5. Microsoft Teams
    6. Discord
    7. LlamaIndex
    8. Twilio
    9. Haystack
    10. InMemoryDocumentStore
    11. Slack Client Library
    12. Microsoft Graph API
    13. Discord.py
    14. Rasa
    15. SQLite
    16. PostgreSQL
    17. Facebook Messenger
    18. Telegram
    19. OpenAI Assistants API

    AI recommended 19 alternatives but never named melandlabs/openloomi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI assistant framework that provides human oversight before taking actions.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. Open Assistant
    4. Rasa
    5. Botpress

    AI recommended 5 alternatives but never named melandlabs/openloomi. 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 melandlabs/openloomi?
    pass
    AI named melandlabs/openloomi explicitly

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

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

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

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