RRepoGEO

REPOGEO REPORT · LITE

crestalnetwork/intentkit

Default branch main · commit 023131e3 · scanned 5/30/2026, 10:46:52 AM

GitHub: 6,497 stars · 703 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 crestalnetwork/intentkit, 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 README opening to clarify AI agent focus

    Why:

    CURRENT
    IntentKit is an open-source, self-hosted cloud agent cluster that manages a collaborative team of AI agents for you.
    COPY-PASTE FIX
    IntentKit is an open-source, self-hosted platform for deploying and managing a collaborative team of AI agents in a cloud-native environment. Unlike general-purpose cloud orchestrators, IntentKit is purpose-built for AI agent teams.
  • mediumreadme#2
    Add a 'Compared to X' section in README

    Why:

    COPY-PASTE FIX
    Consider adding a new section titled 'IntentKit vs. Other AI Agent Frameworks' (e.g., LangChain, AutoGen, CrewAI) to highlight IntentKit's unique strengths, such as its focus on self-hosted cloud-native deployment, secure multi-agent collaboration, and optional Web3 integration.
  • lowtopics#3
    Expand topics with more specific AI agent management terms

    Why:

    CURRENT
    agent-framework, agentic, ai, ai-agent, ai-agent-framework, blockchain, intents, python, web3
    COPY-PASTE FIX
    agent-framework, agentic, ai, ai-agent, ai-agent-framework, blockchain, intents, python, web3, ai-agent-orchestration, ai-agent-management, cloud-native-ai, self-hosted-ai

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 crestalnetwork/intentkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. Kubeflow · recommended 1×
  3. OpenShift · recommended 1×
  4. Docker Swarm · recommended 1×
  5. Portainer · recommended 1×
  • CATEGORY QUERY
    How to deploy and manage a collaborative team of AI agents in a self-hosted cloud environment?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Kubeflow
    3. OpenShift
    4. Docker Swarm
    5. Portainer
    6. Apache Mesos
    7. Marathon
    8. HashiCorp Nomad
    9. Consul
    10. Vault
    11. Ansible
    12. Systemd
    13. Supervisor
    14. OpenStack
    15. Heat
    16. Murano

    AI recommended 16 alternatives but never named crestalnetwork/intentkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source agent framework to orchestrate multiple AI agents in a cloud cluster.
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. LangChain
    3. AutoGen
    4. CrewAI
    5. DSPy

    AI recommended 5 alternatives but never named crestalnetwork/intentkit. 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 crestalnetwork/intentkit?
    pass
    AI named crestalnetwork/intentkit explicitly

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

  • If a team adopts crestalnetwork/intentkit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named crestalnetwork/intentkit 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 crestalnetwork/intentkit solve, and who is the primary audience?
    pass
    AI named crestalnetwork/intentkit 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 crestalnetwork/intentkit. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/crestalnetwork/intentkit.svg)](https://repogeo.com/en/r/crestalnetwork/intentkit)
HTML
<a href="https://repogeo.com/en/r/crestalnetwork/intentkit"><img src="https://repogeo.com/badge/crestalnetwork/intentkit.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

crestalnetwork/intentkit — 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