RRepoGEO

REPOGEO REPORT · LITE

eclaire-labs/eclaire

Default branch main · commit b6da8f85 · scanned 6/11/2026, 6:36:22 AM

GitHub: 865 stars · 89 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 eclaire-labs/eclaire, 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's opening statement to clarify its core purpose

    Why:

    CURRENT
    The current README starts with a centered H1/H3 and links before descriptive text.
    COPY-PASTE FIX
    Add a clear, concise opening sentence immediately after the H3, e.g., "Eclaire is a local-first, open-source AI assistant designed to unify and manage *your personal data* across tasks, notes, documents, photos, and bookmarks, all within a private, self-hosted environment."
  • mediumreadme#2
    Add a 'Why Eclaire?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a section titled "Why Eclaire?" or "Comparison to Alternatives" that explains how Eclaire differs from tools like Obsidian (for PKM), dedicated bookmark managers, or general-purpose AI agents, emphasizing its unique approach to unifying *all* personal data with AI assistance.
  • lowtopics#3
    Add 'personal-data-management' and 'data-unification' to topics

    Why:

    CURRENT
    ai, ai-assistant, automation, bookmark-manager, bookmarks, data-extraction, document-processing, llm, local-first, note-taking, ocr, on-device-ai, open-source, personal-knowledge-management, privacy, rest-api, self-hosted, task-management, web-archiving
    COPY-PASTE FIX
    ai, ai-assistant, automation, bookmark-manager, bookmarks, data-extraction, document-processing, llm, local-first, note-taking, ocr, on-device-ai, open-source, personal-knowledge-management, personal-data-management, privacy, rest-api, self-hosted, task-management, data-unification, web-archiving

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 eclaire-labs/eclaire
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
home-assistant/core
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. home-assistant/core · recommended 1×
  2. esphome/esphome · recommended 1×
  3. rhasspy/rhasspy · recommended 1×
  4. OpenAI · recommended 1×
  5. MycroftAI/mycroft-core · recommended 1×
  • CATEGORY QUERY
    Looking for a private, self-hosted AI assistant to unify and manage personal data.
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. ESPHome (esphome/esphome)
    3. Rhasspy (rhasspy/rhasspy)
    4. OpenAI
    5. Mycroft AI (MycroftAI/mycroft-core)
    6. OpenHAB (openhab/openhab-core)
    7. Personal AI (P.AI)
    8. Ollama (ollama/ollama)
    9. Nextcloud (nextcloud/server)
    10. Nextcloud Text (nextcloud/text)

    AI recommended 10 alternatives but never named eclaire-labs/eclaire. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good local-first open-source AI tools for personal knowledge management and task automation?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Text Generator
    3. Smart Connections
    4. Obsidian Linter
    5. Dataview
    6. Tasks
    7. Logseq
    8. Mycroft AI
    9. Home Assistant
    10. Ollama
    11. LocalAI
    12. LM Studio
    13. TiddlyWiki

    AI recommended 13 alternatives but never named eclaire-labs/eclaire. 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 eclaire-labs/eclaire?
    pass
    AI named eclaire-labs/eclaire explicitly

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

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

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

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