RRepoGEO

REPOGEO REPORT · LITE

truffle-ai/dexto

Default branch main · commit b3f18062 · scanned 6/9/2026, 5:22:00 AM

GitHub: 631 stars · 71 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 truffle-ai/dexto, 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
    Reposition the README's opening to explicitly state Dexto is an AI agent framework

    Why:

    CURRENT
    <p align="center"><b>An open agent harness for AI applications—ships with a powerful coding agent.</b></p>
    COPY-PASTE FIX
    Dexto is an open-source TypeScript framework and agent harness for building, orchestrating, and deploying reliable AI agents, including a powerful coding agent. It provides the essential orchestration layer to turn LLMs into stateful, action-oriented applications.
  • mediumtopics#2
    Add more specific AI agent framework topics

    Why:

    CURRENT
    ai, ai-agent, ai-agents, ai-tools, contributions-welcome, function-calling, llm, mcp, mcp-client, modelcontextprotocol, typescript
    COPY-PASTE FIX
    ai, ai-agent, ai-agents, ai-tools, contributions-welcome, function-calling, llm, mcp, mcp-client, modelcontextprotocol, typescript, agent-framework, llm-framework, ai-orchestration, agent-orchestration
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the terms found in the [LICENSE](LICENSE) file.

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 truffle-ai/dexto
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. LlamaIndex.TS · recommended 1×
  3. Agent Protocol · recommended 1×
  4. agent-protocol-ts · recommended 1×
  5. Autogen · recommended 1×
  • CATEGORY QUERY
    Looking for a TypeScript framework to develop and manage AI agent workflows.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. Agent Protocol
    4. agent-protocol-ts
    5. Autogen
    6. autogen-ts
    7. NestJS
    8. Next.js

    AI recommended 8 alternatives but never named truffle-ai/dexto. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source solutions exist for building LLM-powered coding agents with function calling?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. AutoGen
    4. CrewAI
    5. Open Interpreter
    6. Guidance

    AI recommended 6 alternatives but never named truffle-ai/dexto. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 truffle-ai/dexto?
    pass
    AI named truffle-ai/dexto explicitly

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

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

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

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truffle-ai/dexto — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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