Skip to content
Best Agentic AppSec logoBest Agentic AppSec

PLATFORM PROFILE · RANK 7 OF 10

Apiiro review: code-to-runtime risk context and Guardian Agent

Short answer

Apiiro ties code changes to runtime and architecture context through its Software Architecture Graph and Risk Graph, and adds Guardian Agent for Cursor, GitHub Copilot and Claude Code. It scores 6.30 and ranks 7 of 10, highest or tied highest on Triage, and trails on Discovery, Policy and audit, Secrets, Remediation, SDLC policy, Orchestration, Agent reach and Pricing.

By The Pipeline Desk · Best Agentic AppSec · Published 2026-10-08

Desk research from public vendor pages, changelogs and standards documents. Vendor facts read in September 2026, updated 2026-10-11. Editorial assessment; we did not run the products.

6.30 / 10

Rank 7 of 10 on our published weights

Code-to-runtime risk graph for triage

Re-weight in the agent risk calculator

What does Apiiro do for agentic AppSec?

An application risk platform built on a Software Architecture Graph and Risk Graph, with Guardian Agent for AI coding assistants.

Named agentic products: Apiiro Guardian Agent, AutoFix and an MCP server.

Where along the pipeline does Apiiro act?

Apiiro pipeline strip: documented at 5 of 6 control points, plus 1 partial.AgentDocumentedIDEDocumentedPull requestDocumentedPipelineDocumentedTriageDocumentedFixPartial
A filled node means the vendor's own pages describe a control at that point. It does not measure how well the control works.
  1. Agent Documented

    Guardian Agent adds secure prompt enrichment for Cursor, GitHub Copilot and Claude Code.

    Source: Apiiro homepage · Read 27 Sep 2026

  2. IDE Documented

    Pre-commit prevention.

    Source: Apiiro homepage · Read 27 Sep 2026

  3. Pull request Documented

    AI SAST, AI SCA and Deep Code Analysis that detects material code changes.

    Source: Apiiro homepage · Read 27 Sep 2026

  4. Pipeline Documented

    Software supply chain security, AI-BOM discovery and secrets security.

    Source: Apiiro homepage · Read 27 Sep 2026

  5. Triage Documented

    The Software Architecture Graph and Risk Graph connect code to runtime context.

    Source: Apiiro homepage · Read 27 Sep 2026

  6. Fix Partial

    AutoFix is listed; what it fixes and where fixes land are not stated.

    Source: Apiiro homepage · Read 27 Sep 2026

How does Apiiro score on each criterion?

Apiiro: Agentic AppSec score (editorial assessment, 0 to 10)
CriterionWeightScoreWhy
Agent and MCP discovery10%
7 / 10

AI-SPM and AI-BOM discovery, positioned around risks across AI coding agents, IDE extensions and MCP servers.

Source: Apiiro homepage · Read 27 Sep 2026

Agent policy enforcement and audit10%
5 / 10

Guardian Agent adds secure prompt enrichment and pre-commit prevention; policy that blocks agent actions is not described on the pages reviewed.

Source: Apiiro homepage · Read 27 Sep 2026

Secret handling for agents5%
6 / 10

Secrets security is listed; secret handling inside agent sessions is not described.

Source: Apiiro homepage · Read 27 Sep 2026

Agentic remediation20%
5 / 10

AutoFix is listed and free for open source maintainers; scope, where fixes land and validation are not stated.

Source: Apiiro homepage · Read 27 Sep 2026

Agentic triage and prioritization15%
10 / 10
Tied highest

A Software Architecture Graph and Risk Graph connect code changes to runtime context, with AI threat modeling.

Source: Apiiro homepage · Read 27 Sep 2026

SDLC policy and supply chain posture10%
8 / 10

Software supply chain security, AI-BOM and secrets security; pipeline policy detail is not described.

Source: Apiiro homepage · Read 27 Sep 2026

Scanner coverage and orchestration10%
8 / 10

AI SAST and AI SCA plus 100+ tool integrations.

Source: Apiiro homepage · Read 27 Sep 2026

Named coding agent reach10%
5 / 10

Names 3 of the six agents we track: Claude Code, Cursor and GitHub Copilot.

Source: Apiiro homepage · Read 27 Sep 2026

Pricing and trial transparency10%
2 / 10
Lowest in set

No pricing is published.

Source: Apiiro homepage · Read 27 Sep 2026

Which coding agents does Apiiro name?

  • Claude CodeNamed
  • CursorNamed
  • GitHub CopilotNamed
  • WindsurfNot named
  • OpenAI CodexNot named
  • KiroNot named

Apiiro names 3 of the six agents we track.

  • Other agents named by vendors: Tabnine (Cycode), Antigravity (Endor Labs, Snyk), Qodo (Snyk), Gemini CLI (Apiiro MCP server).

What does it cost, and can you start free?

Pricing

Not published No pricing is published. AutoFix is free for open source maintainers.

Source: Apiiro homepage · Read 27 Sep 2026

Free start
No free commercial tier published.

Where is Apiiro strongest, and where does it fall short?

Strongest

  • Agentic triage and prioritization: Tied highest
  • Ties code changes to runtime and architecture context, the deepest triage context in this set alongside Endor Labs' reachability.
  • Guardian Agent works inside Cursor, GitHub Copilot and Claude Code.

Falls short

  • Agent and MCP discovery: 7 / 10; highest Legit Security and Backslash Security 10 / 10
  • Agent policy enforcement and audit: 5 / 10; highest Backslash Security 9 / 10
  • Secret handling for agents: 6 / 10; highest Legit Security 10 / 10
  • Agentic remediation: 5 / 10; highest Legit Security and GitHub Advanced Security 9 / 10
  • SDLC policy and supply chain posture: 8 / 10; highest Legit Security 10 / 10
  • Scanner coverage and orchestration: 8 / 10; highest Legit Security 10 / 10
  • Named coding agent reach: 5 / 10; highest Legit Security and Snyk 8 / 10
  • Pricing and trial transparency: 2 / 10; highest GitHub Advanced Security 9 / 10
  • No pricing published.
  • AutoFix details (scope, where fixes land, validation) are not stated on the pages reviewed.

Key facts

Apiiro: key facts
Platform

AI SAST, AI SCA and AI-SPM; secure prompt enrichment, pre-commit prevention and AI threat modeling; Software Architecture Graph and Risk Graph; Deep Code Analysis; AutoFix; software supply chain security and AI-BOM; 100+ tool integrations.

Source: Apiiro homepage · Read 27 Sep 2026

MCP server

Requires an Apiiro account with API access; documented clients are Cursor and Gemini CLI.

Source: Apiiro MCP server on GitHub · Read 27 Sep 2026

Apiiro CLI

Brings the platform to the terminal and to AI coding assistants, naming Claude Code, Cursor and Copilot.

Source: Apiiro blog: introducing Apiiro CLI · Read 11 Oct 2026

How does Apiiro compare head to head?

Apiiro: head-to-head results on our published weights
ComparisonResult
Aikido Security or ApiiroApiiro 6.30, Aikido Security 5.75
Apiiro or Backslash SecurityApiiro 6.30, Backslash Security 4.90
Apiiro or CycodeCycode 7.70, Apiiro 6.30
Apiiro or Endor LabsEndor Labs 7.60, Apiiro 6.30
Apiiro or GitHub Advanced SecurityGitHub Advanced Security 6.35, Apiiro 6.30
Apiiro or Legit SecurityLegit Security 8.80, Apiiro 6.30
Apiiro or OX SecurityOX Security 7.25, Apiiro 6.30
Apiiro or SemgrepApiiro 6.30, Semgrep 5.95
Apiiro or SnykSnyk 7.15, Apiiro 6.30
Apiiro or Wiz CodeApiiro 6.30, Wiz Code 6.00

Alternatives to ApiiroOpen Apiiro in the line-up

Frequently asked questions

How much does Apiiro cost?

Not published. No pricing is published. AutoFix is free for open source maintainers. No free commercial tier published.

Does Apiiro control what coding agents do?

Yes. Guardian Agent adds secure prompt enrichment for Cursor, GitHub Copilot and Claude Code.

Does Apiiro have an agent that writes fixes?

In part. AutoFix is listed; what it fixes and where fixes land are not stated.