RRepoGEO

REPOGEO REPORT · LITE

Memento-Teams/Memento-Skills

Default branch main · commit e7687d9c · scanned 6/24/2026, 3:26:45 AM

GitHub: 1,505 stars · 177 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
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 Memento-Teams/Memento-Skills, 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
  • hightopics#1
    Add specific topics to clarify AI agent focus

    Why:

    COPY-PASTE FIX
    ["ai-agents", "autonomous-agents", "llm-agents", "agent-framework", "self-improving-agents", "multi-step-tasks", "agent-design", "skill-learning", "desktop-app", "generative-ai"]
  • highreadme#2
    Add a clear introductory sentence to the README

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the main H1/H3 taglines: "Memento-Skills is an open-source framework and desktop application designed for AI agents to autonomously learn, rewrite, and evolve their own capabilities through real-world tasks."
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, choosing a standard open-source license (e.g., MIT, Apache-2.0) to clearly define the terms of use.

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 Memento-Teams/Memento-Skills
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Gym
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Gym · recommended 1×
  2. Gymnasium · recommended 1×
  3. Stable Baselines3 · recommended 1×
  4. Ray RLLib · recommended 1×
  5. Acme · recommended 1×
  • CATEGORY QUERY
    Tools for creating autonomous agents that evolve their skills over time?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Gymnasium
    3. Stable Baselines3
    4. Ray RLLib
    5. Acme
    6. PyTorch
    7. TensorFlow
    8. NEAT
    9. NEAT-Python
    10. Unity ML-Agents

    AI recommended 10 alternatives but never named Memento-Teams/Memento-Skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI agent framework for complex multi-step task execution and self-improvement.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. CrewAI (joaomdmoura/crewAI)
    5. OpenAI Assistants API
    6. Haystack (deepset-ai/haystack)

    AI recommended 6 alternatives but never named Memento-Teams/Memento-Skills. 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 Memento-Teams/Memento-Skills?
    pass
    AI did not name Memento-Teams/Memento-Skills — 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 Memento-Teams/Memento-Skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Memento-Teams/Memento-Skills 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 Memento-Teams/Memento-Skills solve, and who is the primary audience?
    pass
    AI named Memento-Teams/Memento-Skills explicitly

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

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Memento-Teams/Memento-Skills — 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