RRepoGEO

REPOGEO REPORT · LITE

inkeep/agents

Default branch main · commit 9cd511d1 · scanned 5/21/2026, 1:16:55 PM

GitHub: 1,153 stars · 141 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
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 inkeep/agents, 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 H1/opening paragraph to clarify project type

    Why:

    CURRENT
    # Inkeep Agents

Build AI Agents with a **No-Code Visual Builder** or **TypeScript SDK**.
    COPY-PASTE FIX
    # Inkeep Agents

Inkeep Agents is an **open-source framework** for building AI Agents with a **No-Code Visual Builder** or **TypeScript SDK**.
  • mediumreadme#2
    Add a 'Why Inkeep Agents?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Inkeep Agents?

Inkeep Agents stands out by offering a fully interoperable **No-Code Visual Builder** alongside a **TypeScript SDK**, enabling both technical and non-technical teams to collaborate seamlessly. Unlike many frameworks, Inkeep Agents also focuses on enabling agents to directly interact with and perceive web interfaces and applications.
  • lowreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under the terms specified in the [LICENSE file](LICENSE). Please refer to the file for full details on the applicable license(s).

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 inkeep/agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Copilot Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Copilot Studio · recommended 1×
  2. Azure AI Studio · recommended 1×
  3. Azure AI SDK for JavaScript/TypeScript · recommended 1×
  4. Azure OpenAI · recommended 1×
  5. Azure Cognitive Services · recommended 1×
  • CATEGORY QUERY
    How to build AI agents using both visual no-code tools and a TypeScript SDK?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Copilot Studio
    2. Azure AI Studio
    3. Azure AI SDK for JavaScript/TypeScript
    4. Azure OpenAI
    5. Azure Cognitive Services
    6. Azure Functions
    7. Voiceflow
    8. Google Dialogflow CX
    9. Google Cloud Client Libraries for Node.js
    10. LangChain.js (langchain-ai/langchainjs)
    11. Langflow (logspace-ai/langflow)
    12. Flowise (FlowiseAI/Flowise)
    13. Botpress (botpress/botpress)
    14. Cognigy.AI

    AI recommended 14 alternatives but never named inkeep/agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps create and deploy complex multi-agent AI workflows and assistants?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. Haystack
    5. CrewAI

    AI recommended 5 alternatives but never named inkeep/agents. 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 inkeep/agents?
    pass
    AI named inkeep/agents explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of inkeep/agents. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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inkeep/agents — 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