RRepoGEO

REPOGEO REPORT · LITE

corca-ai/EVAL

Default branch main · commit b2f71fae · scanned 5/12/2026, 6:19:14 AM

GitHub: 869 stars · 80 forks

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 corca-ai/EVAL, 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 statement to clarify agent role

    Why:

    CURRENT
    > **EVAL(Elastic Versatile Agent with Langchain) will execute all your requests. Like the eval method!**
    COPY-PASTE FIX
    > **EVAL is an autonomous AI agent that automates complex software development and general computing tasks by writing, executing, and testing code, just like an 'eval' method.**
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agent, autonomous-agent, llm-agent, langchain, code-generation, code-execution, full-stack-development, web-development, automation, developer-tools
  • mediumreadme#3
    Enhance "Evolving" feature description with EVAL-BOT example

    Why:

    CURRENT
    3. **EvolvingIt can **create it's own tools** by writing, modifying, executing and testing code.
    COPY-PASTE FIX
    3. **Evolving** It can **create its own tools** by writing, modifying, executing and testing code. A prime example is EVAL-BOT, a self-managed GitHub account where EVAL performs all tasks except initial setup.

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 corca-ai/EVAL
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GPT-4
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GPT-4 · recommended 2×
  2. vercel/ai · recommended 1×
  3. vercel/ai-chatbot · recommended 1×
  4. GitHub Copilot · recommended 1×
  5. GitHub Copilot X · recommended 1×
  • CATEGORY QUERY
    How can I automate full-stack web application development with an AI agent?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK (vercel/ai)
    2. Next.js AI Chatbot Template (vercel/ai-chatbot)
    3. GitHub Copilot
    4. GitHub Copilot X
    5. Durable.co
    6. Locofy.ai
    7. Code Llama (facebookresearch/codellama)
    8. Llama 2 (facebookresearch/llama)
    9. ChatGPT
    10. GPT-4
    11. Replit AI

    AI recommended 11 alternatives but never named corca-ai/EVAL. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for an AI agent that can write, execute, and test code autonomously?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. Claude 3 Opus
    3. Llama 3
    4. SWE-agent (princeton-nlp/SWE-agent)
    5. AutoGPT / BabyAGI
    6. Cursor.sh
    7. GitHub Copilot Workspace

    AI recommended 7 alternatives but never named corca-ai/EVAL. 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 corca-ai/EVAL?
    pass
    AI did not name corca-ai/EVAL — 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 corca-ai/EVAL in production, what risks or prerequisites should they evaluate first?
    pass
    AI named corca-ai/EVAL 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 corca-ai/EVAL solve, and who is the primary audience?
    pass
    AI named corca-ai/EVAL explicitly

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

Embed your GEO score

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corca-ai/EVAL — 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