RRepoGEO

REPOGEO REPORT · LITE

qualisero/awesome-pi-agent

Default branch main · commit d2ffdd44 · scanned 6/27/2026, 7:38:30 AM

GitHub: 1,095 stars · 64 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)

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

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
0 pass · 2 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 qualisero/awesome-pi-agent, 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
    Rewrite the README to clarify its status and position it as an 'awesome list'

    Why:

    CURRENT
    Started as a quick way to gather the (at the time small) number of contributions to the Pi Agent project. Now definitely outdated and overtaken by more dedicated projects, so time to retire!
    COPY-PASTE FIX
    This is an awesome list curating add-ons, hooks, tools, skills, and resources specifically for the pi coding agent (pi-mono). While this list is no longer actively maintained, it serves as a valuable historical archive of early contributions and ecosystem tools for the Pi Agent project.
  • mediumtopics#2
    Add 'awesome-list' to the repository topics

    Why:

    CURRENT
    agentic-ai, llm, pi, pi-agent
    COPY-PASTE FIX
    agentic-ai, llm, pi, pi-agent, awesome-list
  • lowhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., the official pi-mono project page, or a related community hub) to the repository's 'About' section.

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 qualisero/awesome-pi-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers · recommended 3×
  2. langchain-ai/langchain · recommended 2×
  3. run-llama/llama_index · recommended 2×
  4. OpenAI API · recommended 1×
  5. GitHub Copilot · recommended 1×
  • CATEGORY QUERY
    What resources and tools are available for building intelligent coding agents?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Hugging Face Transformers (huggingface/transformers)
    5. GitHub Copilot
    6. Copilot X
    7. DeepMind AlphaCode
    8. AlphaCode 2
    9. Stable Baselines3 (DLR-RM/stable-baselines3)
    10. Ray RLlib (ray-project/ray)

    AI recommended 10 alternatives but never named qualisero/awesome-pi-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I find add-ons and hooks to extend my large language model based agent?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LangChain Hub
    3. LlamaIndex (run-llama/llama_index)
    4. LlamaHub
    5. OpenAI (openai/openai-python)
    6. Hugging Face (huggingface/transformers)
    7. Hugging Face Hub
    8. Transformers Agents (huggingface/transformers)
    9. CrewAI (joaomdmoura/crewAI)
    10. Semantic Kernel (microsoft/semantic-kernel)

    AI recommended 10 alternatives but never named qualisero/awesome-pi-agent. 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
    warn

    Suggestion:

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 qualisero/awesome-pi-agent?
    pass
    AI did not name qualisero/awesome-pi-agent — 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 qualisero/awesome-pi-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named qualisero/awesome-pi-agent 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 qualisero/awesome-pi-agent solve, and who is the primary audience?
    pass
    AI named qualisero/awesome-pi-agent explicitly

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

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qualisero/awesome-pi-agent — 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