REPOGEO REPORT · LITE

ascending-llc/jarvis-registry

Default branch main · commit 77612e92 · scanned 5/25/2026, 3:17:24 PM

GitHub: 1,012 stars · 129 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 ascending-llc/jarvis-registry, 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 clarifying sentence to the README's opening

Why:

COPY-PASTE FIX

Add this sentence immediately after the main description in the README: "Unlike generic API gateways or MLOps platforms, Jarvis Registry is purpose-built for the unique security and integration challenges of AI agents and copilots in enterprise environments."

highabout#2

Refine the 'about' description for precision

Why:

CURRENT

Connect any AI copilot or autonomous agent to your enterprise tools — through a single, secure MCP/Agent gateway with built-in identity, access control, and full observability.

COPY-PASTE FIX

A secure MCP/Agent gateway for enterprise AI: connect any AI copilot or autonomous agent to internal tools with built-in identity, access control, and full observability, specifically designed for the unique challenges of AI-to-enterprise integration.

mediumcomparison#3

Add a 'Comparison' section to the README

Why:

COPY-PASTE FIX

Add a new section to the README titled 'Jarvis Registry vs. Generic API Gateways & Identity Providers' (or similar) that explains how Jarvis Registry differs by being purpose-built for AI agent security and integration, rather than general API management or identity services.

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 ascending-llc/jarvis-registry

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Okta

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Okta · recommended 2×
Auth0 · recommended 2×
Istio · recommended 2×
Microsoft Azure API Management · recommended 1×
AWS API Gateway · recommended 1×

CATEGORY QUERY
How can I securely connect my AI agents to internal enterprise systems?
you: not recommended
AI recommended (in order):
1. Microsoft Azure API Management
2. AWS API Gateway
3. Google Cloud Apigee
4. Okta
5. Auth0
6. Ping Identity
7. HashiCorp Vault
8. Istio
9. Linkerd
10. Tailscale
11. ZeroTier
12. OpenVPN Access Server
13. WireGuard
AI recommended 13 alternatives but never named ascending-llc/jarvis-registry. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a unified platform for AI agent orchestration with identity and access control.
you: not recommended
AI recommended (in order):
1. Microsoft Azure AI Studio
2. Azure Machine Learning
3. Azure Active Directory (Microsoft Entra ID)
4. Google Cloud Vertex AI
5. Google Cloud IAM
6. AWS SageMaker
7. AWS IAM
8. Hugging Face Spaces
9. Hugging Face Inference Endpoints
10. Hugging Face Enterprise Hub
11. Kubernetes
12. Istio
13. Open Policy Agent (OPA)
14. Okta
15. Auth0
16. Domino Data Lab
17. DataRobot
AI recommended 17 alternatives but never named ascending-llc/jarvis-registry. 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 ascending-llc/jarvis-registry?
pass
AI named ascending-llc/jarvis-registry explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ascending-llc/jarvis-registry in production, what risks or prerequisites should they evaluate first?
pass
AI named ascending-llc/jarvis-registry 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 ascending-llc/jarvis-registry solve, and who is the primary audience?
pass
AI named ascending-llc/jarvis-registry 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 ascending-llc/jarvis-registry. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/ascending-llc/jarvis-registry.svg)](https://repogeo.com/en/r/ascending-llc/jarvis-registry)

HTML

<a href="https://repogeo.com/en/r/ascending-llc/jarvis-registry"><img src="https://repogeo.com/badge/ascending-llc/jarvis-registry.svg" alt="RepoGEO" /></a>

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Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite