RRepoGEO

REPOGEO REPORT · LITE

Mirascope/mirascope

Default branch main · commit 681ce5c4 · scanned 5/26/2026, 1:56:41 AM

GitHub: 1,488 stars · 117 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 Mirascope/mirascope, 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 paragraph to clarify its core purpose

    Why:

    CURRENT
    Welcome to Mirascope, which allows you to use any frontier LLM with one unified interface.
    COPY-PASTE FIX
    Mirascope is a Python library designed to simplify and structure the development of LLM-powered applications and agents. It provides a unified, type-safe interface for interacting with any frontier LLM, emphasizing a declarative 'anti-framework' approach for building robust, production-ready systems with structured output and tool use.
  • mediumtopics#2
    Add more specific topics to improve category matching

    Why:

    CURRENT
    artificial-intelligence, developer-tools, llm, llm-agent, llm-tools, python, typescript
    COPY-PASTE FIX
    artificial-intelligence, developer-tools, llm, llm-agent, llm-tools, python, typescript, structured-output, type-safety, llm-orchestration, llm-development, llm-api-abstraction
  • lowcomparison#3
    Add a 'Why Mirascope?' or comparison section to highlight differentiators

    Why:

    COPY-PASTE FIX
    Create a new section titled 'Why Mirascope? (The Anti-Framework Approach)' or 'Mirascope vs. Other LLM Libraries' that explains how its type-safe, declarative API and 'anti-framework' philosophy lead to more robust, testable, and maintainable LLM applications compared to larger, more opinionated frameworks.

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 Mirascope/mirascope
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. Guidance · recommended 2×
  3. Instructor · recommended 1×
  4. LiteLLM · recommended 1×
  5. OpenAI Python Client · recommended 1×
  • CATEGORY QUERY
    What's a good Python library for abstracting multiple LLM providers with structured output?
    you: not recommended
    AI recommended (in order):
    1. Instructor
    2. LangChain
    3. LiteLLM
    4. Guidance
    5. OpenAI Python Client
    6. Pydantic

    AI recommended 6 alternatives but never named Mirascope/mirascope. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a flexible LLM development toolkit for building AI agents in Python.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. CrewAI
    6. Guidance

    AI recommended 6 alternatives but never named Mirascope/mirascope. 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 Mirascope/mirascope?
    pass
    AI named Mirascope/mirascope explicitly

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

  • If a team adopts Mirascope/mirascope in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Mirascope/mirascope 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 Mirascope/mirascope solve, and who is the primary audience?
    pass
    AI named Mirascope/mirascope 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 Mirascope/mirascope. 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)
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HTML
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Mirascope/mirascope — 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