RRepoGEO

REPOGEO REPORT · LITE

mattpocock/evalite

Default branch main · commit e18a7937 · scanned 5/24/2026, 3:11:34 AM

GitHub: 1,566 stars · 91 forks

AI VISIBILITY SCORE
33 /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
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 mattpocock/evalite, 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 to clearly state its purpose for LLM evaluation

    Why:

    COPY-PASTE FIX
    Evalite is a lightweight, type-safe framework for evaluating your Large Language Model (LLM) applications directly within TypeScript. It helps you test and validate AI outputs with confidence.
  • mediumtopics#2
    Add more specific topics related to LLM evaluation and AI testing

    Why:

    CURRENT
    ai, evals, typescript
    COPY-PASTE FIX
    ai, evals, typescript, llm-evaluation, ai-testing, large-language-models
  • lowabout#3
    Refine the repository description for clearer LLM evaluation focus

    Why:

    CURRENT
    Evaluate your LLM-powered apps with TypeScript
    COPY-PASTE FIX
    A type-safe framework for evaluating Large Language Model (LLM) applications in TypeScript.

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 mattpocock/evalite
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. LangSmith · recommended 1×
  3. OpenAI Evals · recommended 1×
  4. Jest · recommended 1×
  5. Vitest · recommended 1×
  • CATEGORY QUERY
    How can I evaluate my large language model applications with TypeScript?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LangSmith
    3. OpenAI Evals
    4. Jest
    5. Vitest
    6. Zod
    7. Argilla
    8. Label Studio

    AI recommended 8 alternatives but never named mattpocock/evalite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for testing and validating AI application outputs?
    you: not recommended
    AI recommended (in order):
    1. Arize AI
    2. WhyLabs
    3. Fiddler AI
    4. Deepchecks
    5. Tecton
    6. MLflow
    7. Great Expectations

    AI recommended 7 alternatives but never named mattpocock/evalite. 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 mattpocock/evalite?
    pass
    AI did not name mattpocock/evalite — 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 mattpocock/evalite in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mattpocock/evalite 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 mattpocock/evalite solve, and who is the primary audience?
    pass
    AI named mattpocock/evalite 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 mattpocock/evalite. 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/mattpocock/evalite.svg)](https://repogeo.com/en/r/mattpocock/evalite)
HTML
<a href="https://repogeo.com/en/r/mattpocock/evalite"><img src="https://repogeo.com/badge/mattpocock/evalite.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

mattpocock/evalite — 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