RRepoGEO

REPOGEO REPORT · LITE

Ido-Levi/Hephaestus

Default branch main · commit 28a52ce5 · scanned 5/17/2026, 11:28:02 AM

GitHub: 1,147 stars · 123 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 Ido-Levi/Hephaestus, 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
    Add a direct, keyword-rich introductory sentence to the README

    Why:

    CURRENT
    **What if AI workflows could write their own instructions as agents discover what needs to be done?**
    COPY-PASTE FIX
    Replace the current bolded question 'What if AI workflows could write their own instructions as agents discover what needs to be done?' with a direct statement like: 'Hephaestus is a Python-based, semi-structured agentic framework for building autonomous AI agents that dynamically discover and execute complex workflows, especially for software development tasks.'
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant URL to the repository's 'About' section, such as a documentation site, project website, or a dedicated landing page for Hephaestus.
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a 'License' section to the README, explicitly stating the terms of use and referencing the existing LICENSE file, e.g., 'Hephaestus is licensed under [License Name/Terms]. See the LICENSE file for details.'

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 Ido-Levi/Hephaestus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 2×
  2. CrewAI · recommended 2×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How to build AI agent workflows that adapt and discover tasks dynamically?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. AutoGPT
    5. CrewAI
    6. Haystack

    AI recommended 6 alternatives but never named Ido-Levi/Hephaestus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an autonomous agent framework for dynamic software development tasks like bug fixing?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. MetaGPT
    3. CrewAI
    4. LangChain Agents
    5. OpenDevin
    6. Smol-Developer

    AI recommended 6 alternatives but never named Ido-Levi/Hephaestus. 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 Ido-Levi/Hephaestus?
    pass
    AI named Ido-Levi/Hephaestus explicitly

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

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

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

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Ido-Levi/Hephaestus — 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