RRepoGEO

REPOGEO REPORT · LITE

microsoft/Agents

Default branch main · commit 2e6d5b84 · scanned 6/8/2026, 10:41:47 PM

GitHub: 950 stars · 311 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 microsoft/Agents, 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 README's opening paragraph to clarify enterprise focus

    Why:

    CURRENT
    With the Microsoft 365 Agents SDK, you can create agents deployable to channels of your choice, such as Microsoft 365 Copilot, Microsoft Teams, Web & Custom Apps and more, with scaffolding to handle the required communication.
    COPY-PASTE FIX
    The Microsoft 365 Agents SDK simplifies building full stack, multichannel, trusted agents specifically for enterprise platforms like M365, Teams, Copilot Studio, and Webchat. It provides the scaffolding to integrate any AI service and deploy agents across these critical business channels.
  • mediumtopics#2
    Expand topics to include enterprise and orchestration keywords

    Why:

    CURRENT
    agents, bot, botframework, copilot, copilotstudio, sdk, teams
    COPY-PASTE FIX
    agents, bot, botframework, copilot, copilotstudio, sdk, teams, enterprise, multichannel, orchestration
  • lowreadme#3
    Add a 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ### Key Differentiators
- **Structured Orchestration:** Unlike generic LLM frameworks, the Agents SDK emphasizes predefined collaboration patterns for multi-agent systems, ensuring robust and compliant operations within enterprise environments.

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 microsoft/Agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Bot Framework SDK
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Bot Framework SDK · recommended 1×
  2. Google Cloud Dialogflow · recommended 1×
  3. Rasa Open Source · recommended 1×
  4. Amazon Lex · recommended 1×
  5. Twilio Programmable Messaging/Voice SDKs · recommended 1×
  • CATEGORY QUERY
    What SDK helps build AI agents for multiple enterprise communication channels?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Bot Framework SDK
    2. Google Cloud Dialogflow
    3. Rasa Open Source
    4. Amazon Lex
    5. Twilio Programmable Messaging/Voice SDKs
    6. Genesys Cloud CX SDKs
    7. LivePerson Conversational AI Platform

    AI recommended 7 alternatives but never named microsoft/Agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a flexible SDK to integrate various AI models into a custom agent solution.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. OpenAI Assistants API
    6. Hugging Face Transformers

    AI recommended 6 alternatives but never named microsoft/Agents. 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 microsoft/Agents?
    pass
    AI named microsoft/Agents explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of microsoft/Agents. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/microsoft/Agents.svg)](https://repogeo.com/en/r/microsoft/Agents)
HTML
<a href="https://repogeo.com/en/r/microsoft/Agents"><img src="https://repogeo.com/badge/microsoft/Agents.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

microsoft/Agents — 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