RRepoGEO

REPOGEO REPORT · LITE

universal-tool-calling-protocol/code-mode

Default branch main · commit 04fba67b · scanned 6/30/2026, 7:07:13 AM

GitHub: 1,504 stars · 101 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 universal-tool-calling-protocol/code-mode, 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
  • highabout#1
    Refine the repository description to highlight core value

    Why:

    CURRENT
    🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.
    COPY-PASTE FIX
    🔌 Plug-and-play library enabling AI agents to call *any* external tools by writing and executing code, offering a more efficient alternative to traditional function calling.
  • hightopics#2
    Expand repository topics with problem-solution keywords

    Why:

    CURRENT
    ai-agents, codemode, mcp, model-context-protocol, toolchain, utcp
    COPY-PASTE FIX
    ai-agents, codemode, mcp, model-context-protocol, toolchain, utcp, llm-tools, code-execution, function-calling-alternative, agent-frameworks, tool-orchestration
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://universal-tool-calling-protocol.github.io/code-mode/

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 universal-tool-calling-protocol/code-mode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. CrewAI · recommended 2×
  4. AutoGen · recommended 1×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How can AI agents execute tools more efficiently than traditional function calling methods?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. CrewAI
    5. OpenAI Assistants API
    6. Haystack
    7. Marvin

    AI recommended 7 alternatives but never named universal-tool-calling-protocol/code-mode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What library allows LLMs to call external tools by writing and executing code?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Functions
    4. AutoGPT
    5. BabyAGI
    6. CrewAI
    7. Semantic Kernel

    AI recommended 7 alternatives but never named universal-tool-calling-protocol/code-mode. 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 universal-tool-calling-protocol/code-mode?
    pass
    AI named universal-tool-calling-protocol/code-mode explicitly

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

  • If a team adopts universal-tool-calling-protocol/code-mode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named universal-tool-calling-protocol/code-mode 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 universal-tool-calling-protocol/code-mode solve, and who is the primary audience?
    pass
    AI named universal-tool-calling-protocol/code-mode explicitly

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

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universal-tool-calling-protocol/code-mode — 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