RRepoGEO

REPOGEO REPORT · LITE

askforalfred/alfred

Default branch master · commit f91f4c0c · scanned 6/15/2026, 8:53:01 AM

GitHub: 517 stars · 104 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 askforalfred/alfred, 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 disambiguation statement to the README

    Why:

    COPY-PASTE FIX
    Add the following line immediately after the main title/description in the README: 'Note: This repository contains ALFRED, a research benchmark for embodied AI, distinct from the macOS utility 'Alfred'.'
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    embodied-ai, natural-language-processing, computer-vision, robotics, benchmarks, household-tasks, instruction-following, reinforcement-learning
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://askforalfred.com

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 askforalfred/alfred
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Habitat 2.0
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Habitat 2.0 · recommended 2×
  2. AI2-THOR · recommended 1×
  3. Habitat-Matterport3D · recommended 1×
  4. RoboTHOR · recommended 1×
  5. PyBullet · recommended 1×
  • CATEGORY QUERY
    How can I evaluate AI agents for understanding complex household task instructions from vision?
    you: not recommended
    AI recommended (in order):
    1. AI2-THOR
    2. Habitat-Matterport3D
    3. Habitat 2.0
    4. RoboTHOR
    5. PyBullet
    6. Isaac Gym
    7. ALFWorld
    8. TEACh
    9. NumPy
    10. Pandas
    11. Matplotlib
    12. TensorBoard
    13. Weights & Biases (W&B)
    14. OpenAI Gym
    15. Farama Gymnasium
    16. RLLib
    17. Ray
    18. Amazon Mechanical Turk
    19. Figure Eight/Appen

    AI recommended 19 alternatives but never named askforalfred/alfred. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What benchmarks exist for embodied AI agents performing long-horizon tasks with visual input?
    you: not recommended
    AI recommended (in order):
    1. ALFWorld (ALFRED)
    2. VirtualHome
    3. Habitat 2.0
    4. RoboStack
    5. RLBench
    6. ProcTHOR
    7. BEHAVIOR

    AI recommended 7 alternatives but never named askforalfred/alfred. 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 askforalfred/alfred?
    pass
    AI named askforalfred/alfred explicitly

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

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

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

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askforalfred/alfred — 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