RRepoGEO

REPOGEO REPORT · LITE

microsoft/typeagent-py

Default branch main · commit 8559d34b · scanned 6/13/2026, 11:41:31 PM

GitHub: 871 stars · 72 forks

AI VISIBILITY SCORE
35 /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
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/typeagent-py, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    rag, llm, agents, python, structured-rag, type-hints, pydantic, ai-agents, knowledge-retrieval
  • highreadme#2
    Reposition the README's opening to clearly state its purpose as a structured RAG framework

    Why:

    CURRENT
    # Python package 'typeagent'

### This is an experimental prototype

Working toward a shared understanding of the MVP for structured RAG.

### This is sample code

This is an in-progress project aiming at a Pythonic translation of
TypeAgent KnowPro
and a few related packages from TypeScript to Python.
    COPY-PASTE FIX
    # typeagent-py: A Python Framework for Structured RAG and AI Agents

This experimental prototype provides a Pythonic approach to structured RAG (Retrieval Augmented Generation), focusing on ingestion, indexing, and querying with deep integration of type hints and Pydantic for robust, type-safe LLM interactions. It is an in-progress project aiming at a Pythonic translation of TypeAgent KnowPro and related packages from TypeScript.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/microsoft/typeagent-py

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/typeagent-py
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. RAGatouille · recommended 2×
  4. DSPy · recommended 2×
  5. deepset/Haystack · recommended 1×
  • CATEGORY QUERY
    What are good Python libraries for building structured RAG applications with custom data sources?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack (deepset/Haystack)
    4. RAGatouille
    5. DSPy
    6. Faiss
    7. Weaviate
    8. Pinecone
    9. Qdrant

    AI recommended 9 alternatives but never named microsoft/typeagent-py. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python framework for full RAG lifecycle management, from ingestion to querying.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. RAGatouille
    5. DSPy
    6. Gradio
    7. Streamlit

    AI recommended 7 alternatives but never named microsoft/typeagent-py. 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 microsoft/typeagent-py?
    pass
    AI named microsoft/typeagent-py 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/typeagent-py in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/typeagent-py 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/typeagent-py solve, and who is the primary audience?
    pass
    AI named microsoft/typeagent-py explicitly

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

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microsoft/typeagent-py — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite