RRepoGEO

REPOGEO REPORT · LITE

Chen-zexi/open-ptc-agent

Default branch main · commit 425b9575 · scanned 6/15/2026, 2:12:47 AM

GitHub: 717 stars · 85 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 Chen-zexi/open-ptc-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
    Clarify "PTC" in the README's main heading

    Why:

    CURRENT
    # Open PTC Agent
    COPY-PASTE FIX
    # Open PTC Agent: An Open Source Implementation of Programmatic Tool Calling
  • mediumtopics#2
    Expand repository topics to include core functionality

    Why:

    CURRENT
    agent, daytona, langchain, langraph, llm, mcp
    COPY-PASTE FIX
    agent, daytona, langchain, langraph, llm, mcp, programmatic-tool-calling, code-execution, llm-agents
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Chen-zexi/open-ptc-agent

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 Chen-zexi/open-ptc-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI's Function Calling · recommended 1×
  4. AutoGPT · recommended 1×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    How can I enable an LLM agent to execute code for complex tool interactions?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI's Function Calling
    4. AutoGPT
    5. BabyAGI
    6. CrewAI

    AI recommended 6 alternatives but never named Chen-zexi/open-ptc-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework allows LLMs to write and execute code instead of just making JSON tool calls?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's Code Interpreter (now Advanced Data Analysis)
    2. LangChain (langchain-ai/langchain)
    3. AutoGPT (Significant-Gravitas/AutoGPT)
    4. AgentGPT (reworkd/AgentGPT)
    5. LlamaIndex (run-llama/llama_index)
    6. CrewAI (joaomdmoura/crewAI)

    AI recommended 6 alternatives but never named Chen-zexi/open-ptc-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
    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 Chen-zexi/open-ptc-agent?
    pass
    AI named Chen-zexi/open-ptc-agent explicitly

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

  • If a team adopts Chen-zexi/open-ptc-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Chen-zexi/open-ptc-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 Chen-zexi/open-ptc-agent solve, and who is the primary audience?
    pass
    AI did not name Chen-zexi/open-ptc-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?

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Chen-zexi/open-ptc-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