REPOGEO REPORT · LITE

microsoft/agent-governance-toolkit

Default branch main · commit 8edbf0ab · scanned 6/24/2026, 10:46:36 PM

GitHub: 4,504 stars · 646 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

35 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 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 microsoft/agent-governance-toolkit, 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 core value proposition to immediately follow the H1

Why:

CURRENT

# Agent Governance Toolkit

### Ship agents to production without losing sleep

COPY-PASTE FIX

# Agent Governance Toolkit

Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10.

### Ship agents to production without losing sleep

mediumhomepage#2
Add the official documentation site as the repository homepage
Why:
COPY-PASTE FIX
```
https://microsoft.github.io/agent-governance-toolkit
```

lowreadme#3

Add a brief 'Why Agent Governance Toolkit?' section to differentiate from general security tools

Why:

COPY-PASTE FIX

## Why Agent Governance Toolkit?

While tools like Open Policy Agent (OPA) or HashiCorp Vault provide general policy enforcement and secret management, the Agent Governance Toolkit is purpose-built for the unique challenges of autonomous AI agents. It focuses specifically on policy enforcement, identity, sandboxing, and reliability engineering tailored for agentic systems, addressing the full OWASP Agentic Top 10.

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 microsoft/agent-governance-toolkit

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Open Policy Agent (OPA)

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Open Policy Agent (OPA) · recommended 2×
HashiCorp Vault · recommended 2×
Falco · recommended 2×
Gatekeeper · recommended 1×
Istio · recommended 1×

CATEGORY QUERY
How to enforce security policies and manage trust for autonomous AI agents in production?
you: not recommended
AI recommended (in order):
1. Open Policy Agent (OPA)
2. Gatekeeper
3. Istio
4. Linkerd
5. HashiCorp Vault
6. SPIFFE
7. SPIRE
8. AWS IAM
9. Azure AD
10. Google Cloud IAM
11. Sigstore
12. Falco
AI recommended 12 alternatives but never named microsoft/agent-governance-toolkit. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools help sandbox AI agent execution and meet OWASP Agentic Top 10 security requirements?
you: not recommended
AI recommended (in order):
1. Grype
2. Trivy
3. Kata Containers
4. gVisor
5. Open Policy Agent (OPA)
6. Kyverno
7. Falco
8. Cilium
9. HashiCorp Vault
10. Prometheus
11. Grafana
12. Fluentd
13. Loki
AI recommended 13 alternatives but never named microsoft/agent-governance-toolkit. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
warn
Suggestion:
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 microsoft/agent-governance-toolkit?
pass
AI named microsoft/agent-governance-toolkit explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts microsoft/agent-governance-toolkit in production, what risks or prerequisites should they evaluate first?
pass
AI named microsoft/agent-governance-toolkit 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 microsoft/agent-governance-toolkit solve, and who is the primary audience?
pass
AI named microsoft/agent-governance-toolkit 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 microsoft/agent-governance-toolkit. 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/microsoft/agent-governance-toolkit.svg)](https://repogeo.com/en/r/microsoft/agent-governance-toolkit)

HTML

<a href="https://repogeo.com/en/r/microsoft/agent-governance-toolkit"><img src="https://repogeo.com/badge/microsoft/agent-governance-toolkit.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

microsoft/agent-governance-toolkit — 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