RRepoGEO

REPOGEO REPORT · LITE

dtyq/magic

Default branch master · commit 41d7ef4b · scanned 6/30/2026, 7:04:10 AM

GitHub: 4,874 stars · 534 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
33 /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
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 dtyq/magic, 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
    Add a concise, explicit introductory sentence to the README

    Why:

    CURRENT
    🦞 OpenClaw is a great personal AI assistant — connecting all major IMs as conversation channels, supporting any LLM, running autonomously 24/7.
    COPY-PASTE FIX
    Magic is the first open-source all-in-one AI productivity platform, featuring a Generalist AI Agent, Workflow Engine, IM integration, and an Online Collaborative Office System. It's designed for enterprise-grade security, control, and direct business outcomes.
  • mediumtopics#2
    Expand repository topics with more specific category keywords

    Why:

    CURRENT
    agent, agi, ai, gpt, llm, low-code, mcp, no-code, sandbox, super-magic, workflow
    COPY-PASTE FIX
    agent, agi, ai, gpt, llm, low-code, mcp, no-code, sandbox, super-magic, workflow, enterprise-ai, ai-platform, collaboration, productivity, workflow-engine, ai-agent-platform
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [Specify License Name(s) and terms, e.g., 'a custom license. Please refer to the LICENSE file for full details.']

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 dtyq/magic
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. Haystack · recommended 1×
  3. AutoGPT · recommended 1×
  4. BabyAGI · recommended 1×
  5. OpenRAG · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source enterprise AI agent platform with workflow automation and team collaboration features.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. AutoGPT
    4. BabyAGI
    5. OpenRAG
    6. Cortex
    7. Apache Airflow
    8. Prefect

    AI recommended 8 alternatives but never named dtyq/magic. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best all-in-one AI agent platforms for building custom workflows without extensive coding?
    you: not recommended
    AI recommended (in order):
    1. Zapier Interfaces
    2. Make
    3. Voiceflow
    4. ActiveCampaign
    5. Bubble
    6. Softr

    AI recommended 6 alternatives but never named dtyq/magic. 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 dtyq/magic?
    pass
    AI named dtyq/magic explicitly

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

  • If a team adopts dtyq/magic in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dtyq/magic 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 dtyq/magic solve, and who is the primary audience?
    pass
    AI did not name dtyq/magic — 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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dtyq/magic — 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