RRepoGEO

REPOGEO REPORT · LITE

agno-agi/scout

Default branch main · commit 6edef700 · scanned 6/11/2026, 12:43:12 AM

GitHub: 599 stars · 54 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
2 / 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 agno-agi/scout, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify category and differentiation

    Why:

    CURRENT
    Scout is an open-source company intelligence agent. It navigates live information sources (web, slack, drive, wiki, CRM, MCP servers) to assemble context on demand - and builds its own wiki and CRM as it learns about your company.
    COPY-PASTE FIX
    Scout is an open-source **Company Intelligence Agent** and **AI Operating System for Companies**, designed to unify fragmented internal knowledge. Unlike generic RAG frameworks or traditional knowledge bases, Scout actively navigates live information sources (web, Slack, Drive, wiki, CRM, MCP servers) to assemble context on demand, building its own persistent wiki and CRM as it learns about your company.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/agno-agi/scout

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 agno-agi/scout
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. Elasticsearch · recommended 1×
  4. Confluence · recommended 1×
  5. Microsoft SharePoint · recommended 1×
  • CATEGORY QUERY
    How to unify fragmented company knowledge across various internal systems for AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Elasticsearch
    4. Confluence
    5. Microsoft SharePoint
    6. Apache Kafka
    7. PostgreSQL

    AI recommended 7 alternatives but never named agno-agi/scout. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source solution to build an intelligent internal wiki and CRM with AI capabilities.
    you: not recommended
    AI recommended (in order):
    1. DocuWiki
    2. SuiteCRM
    3. LangChain
    4. LlamaIndex
    5. Joplin
    6. Odoo (Community Edition)
    7. spaCy
    8. Hugging Face Transformers
    9. Wiki.js
    10. EspoCRM
    11. BookStack
    12. Vtiger CRM (Open Source)
    13. Haystack
    14. MediaWiki
    15. CiviCRM

    AI recommended 15 alternatives but never named agno-agi/scout. 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 agno-agi/scout?
    pass
    AI did not name agno-agi/scout — likely talking about a different project

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

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

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

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agno-agi/scout — 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