Skip to content
ProductArena

How Snyk’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score25/100

Agent-ready 42.7 × 0.30 = 12.81

API quality 0.0 × 0.20 = 0.00

Openness 10.2 × 0.20 = 2.04

Built-in AI 49.1 × 0.15 = 7.37

Automation 18.0 × 0.15 = 2.70

(12.81 + 0.00 + 2.04 + 7.37 + 2.70) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 24.92 ÷ 1.00 = 24.9

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready42.7/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [probe] https://docs.snyk.io/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.snyk.io/llms.txt # Snyk User Docs ## Discover Snyk - [Homepage](https://docs.snyk.io/readme.md): Scan, prioritize, and fix vulnerabilit”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding assistants is secure at inception (SAI)”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“The Snyk MCP Server is designed as a local MCP server, running on your system using the Snyk CLI to ensure local file access.”
  • [probe] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio“official MCP server documented at https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio”
  • [probe] https://docs.snyk.io/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/openapi.json, https://docs.snyk.io/.well-known/openapi.json)”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

  • [github] https://github.com/snyk/cli“The Snyk CLI brings the functionality of Snyk into your development workflow. You can run the CLI locally from the command line or in an IDE.”
  • [github] https://github.com/snyk/cli“You can run the CLI locally from the command line or in an IDE. You can also run the CLI in your CI/CD pipeline.”
  • [github] https://github.com/snyk/cli“The Snyk CLI brings the functionality of Snyk into your development workflow. You can run the CLI locally from the command line or in an IDE. You can also run the CLI in your CI/CD pipeline.”
  • [claimed-docs] https://docs.snyk.io/platform-administration/user-management/custom-role-templates/cli-tester-role-template.md“This Organization-level role allows service accounts in CI/CD pipelines to run basic Snyk CLI commands.”
  • [claimed-docs] https://docs.snyk.io/platform-administration/user-management/custom-role-templates/cli-tester-role-template.md“This Organization-level role allows service accounts in CI/CD pipelines to run basic Snyk CLI commands. The role grants permissions to run `snyk test` to check Projects for vulnerabilities and `snyk monitor`”
  • [claimed-docs] https://docs.snyk.io/platform-administration/user-management/custom-role-templates/read-only-cli-tester-role-template.md“This Organization-level role blocks the use of `snyk monitor`.”
  • [claimed-docs] https://docs.snyk.io/supported-languages/supported-languages-list/.net/snyk-cli-for-.net.md“To perform source code analysis, run `snyk code test` from the root of the Project.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-secrets/secrets-scanning-in-the-snyk-cli.md“Scan your codebase for hard-coded secrets, including API keys and passwords. Use the `snyk secrets test` command to run a secrets scan from the command line.”
  • [probe] https://docs.snyk.io/developer-tools/snyk-cli/snyk-cli“official CLI documented at https://docs.snyk.io/developer-tools/snyk-cli/snyk-cli”

Plug MCP servers into this product so it can use their toolsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“The Snyk MCP Server is designed as a local MCP server, running on your system using the Snyk CLI to ensure local file access.”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding assistants is secure at inception (SAI)”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding assistants is secure at inception (SAI): Claude Code, Cursor, Codex CLI, Gemini CLI, GitHub Copilot”
  • [probe] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio“official MCP server documented at https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio”

Connect an agent via an official MCP serverweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“The Snyk MCP Server is designed as a local MCP server, running on your system using the Snyk CLI to ensure local file access.”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“To validate the MCP server configuration, prompt your coding agent with natural language, for example, "scan my directory for security issues".”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding assistants is secure at inception (SAI)”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding assistants is secure at inception (SAI): Claude Code, Cursor, Codex CLI, Gemini CLI, GitHub Copilot”
  • [probe] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio“official MCP server documented at https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio”

Use an official CLIweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [github] https://github.com/snyk/cli“The Snyk CLI brings the functionality of Snyk into your development workflow. You can run the CLI locally from the command line or in an IDE.”
  • [github] https://github.com/snyk/cli“You can run the CLI locally from the command line or in an IDE. You can also run the CLI in your CI/CD pipeline.”
  • [github] https://github.com/snyk/cli“To scan your source code, run `snyk code test`.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Run `/snyk-fix` in your coding assistant to scan the project and apply a fix for the top vulnerability. Use `/snyk-batch-fix` to address multiple issues at once.”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“The Snyk MCP Server is designed as a local MCP server, running on your system using the Snyk CLI to ensure local file access.”
  • [probe] https://docs.snyk.io/developer-tools/snyk-cli/snyk-cli“official CLI documented at https://docs.snyk.io/developer-tools/snyk-cli/snyk-cli”
  • [probe] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio“official MCP server documented at https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio”

Drive the product through a documented public APIweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-api-web/integrations/cli-key-features.md“You can run operations on your targets, scans, and findings one by one or in bulk by providing the identifiers or applying a filter.”
  • [probe] https://docs.snyk.io/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/openapi.json, https://docs.snyk.io/.well-known/openapi.json)”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://docs.snyk.io/platform-administration/user-management/custom-role-templates/cli-tester-role-template.md“This Organization-level role allows service accounts in CI/CD pipelines to run basic Snyk CLI commands.”
  • [claimed-docs] https://docs.snyk.io/platform-administration/user-management/custom-role-templates/read-only-cli-tester-role-template.md“This Organization-level role blocks the use of `snyk monitor`.”
  • [claimed-docs] https://docs.snyk.io/platform-administration/user-management/custom-role-templates/cli-tester-role-template.md“This Organization-level role allows service accounts in CI/CD pipelines to run basic Snyk CLI commands. The role grants permissions to run `snyk test` to check Projects for vulnerabilities and `snyk monitor`”
  • [claimed-docs] https://snyk.io/plans/“Reporting dashboard – – ...Role-based access control”

Build against official SDKsweight 2

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/install-the-sdk.md“Install the SDK using one of these options”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/sdk-reference.md“The SDK helps you write, debug, test, bundle, and distribute custom rules written in Rego, which can then be used by the Snyk IaC CLI to find vulnerabilities in IaC configuration files.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/writing-rules-using-the-sdk/writing-a-rule.md“Rules are written in Rego.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/writing-rules-using-the-sdk/parsing-an-input-file.md“Snyk provides a `parse` command.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/writing-rules-using-the-sdk.md“Add unit tests for the rules you have written to verify your rules.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/writing-rules-using-the-sdk/pushing-a-bundle.md“Optionally, once you have generated your custom rules bundle, you can distribute it automatically to one of our supported OCI registries by using the `push` command”
  • [probe] https://docs.snyk.io/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/openapi.json, https://docs.snyk.io/.well-known/openapi.json)”

Subscribe to events via webhooksweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Agent-ready = 89.6 ÷ 210 × 100 = 42.7

API quality0.0/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://docs.snyk.io/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/openapi.json, https://docs.snyk.io/.well-known/openapi.json)”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-api-web/integrations/cli-key-features.md“You can run operations on your targets, scans, and findings one by one or in bulk by providing the identifiers or applying a filter.”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://docs.snyk.io/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/openapi.json, https://docs.snyk.io/.well-known/openapi.json)”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-api-web/integrations/cli-key-features.md“You can run operations on your targets, scans, and findings one by one or in bulk by providing the identifiers or applying a filter.”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://docs.snyk.io/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/openapi.json, https://docs.snyk.io/.well-known/openapi.json)”

API quality = 0.0 ÷ 70 × 100 = 0.0

Openness10.2/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-api-web/integrations/cli-key-features.md“You can run operations on your targets, scans, and findings one by one or in bulk by providing the identifiers or applying a filter.”
  • [probe] https://docs.snyk.io/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/openapi.json, https://docs.snyk.io/.well-known/openapi.json)”
  • [claimed-docs] https://snyk.io/plans/“Reporting dashboard – – ...Role-based access control”
  • [claimed-docs] https://snyk.io/plans/“Policy management”

Export all of my data in open formats and leaveweight 3

3 (weight) × 3 (quality) × 0.6 (partial) = 5.4 of 30 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-code.md“Track and export Snyk issues to your Jira project.”
  • [claimed-docs] https://docs.snyk.io/supported-languages/supported-languages-list/javascript/snyk-cli-for-javascript.md“To help generate reports locally or at build time, see the [snyk-to-html plugin]”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-api-web/integrations/cli-key-features.md“You can run operations on your targets, scans, and findings one by one or in bulk by providing the identifiers or applying a filter.”

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Self-host the core productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://docs.snyk.io/platform-administration/snyk-broker/universal-broker/running-your-universal-broker-client.md“Run your Broker deployment on your container engine ([Docker Compose](#docker-compose-example) or [Kubernetes cluster](#helm)).”
  • [claimed-docs] https://docs.snyk.io/platform-administration/snyk-broker/snyk-broker-container-registry-agent/integrate-with-self-hosted-container-registries-broker.md“Snyk can integrate with self-hosted private container registries that are not internet-accessible and can help you to better secure container images in those registries.”
  • [claimed-docs] https://docs.snyk.io/platform-administration/snyk-broker/snyk-broker-container-registry-agent.md“Keep sensitive data such as your access tokens inside your private network, never sharing that information with Snyk.”
  • [github] https://github.com/snyk/cli“The Snyk CLI brings the functionality of Snyk into your development workflow. You can run the CLI locally from the command line or in an IDE.”
  • [claimed-docs] https://docs.snyk.io“Scan, prioritize, and fix vulnerabilities in your code, open-source dependencies, container images, and cloud configurations.”

Openness = 10.2 ÷ 100 × 100 = 10.2

Built-in AI49.1/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 7 (quality) × 0.6 (partial) = 8.4 of 20 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result”
  • [claimed-docs] https://snyk.io/platform/deepcode-ai/“DeepCode AI powers 85%-accurate security autofixes and comprehensive app coverage, letting developers build fast while staying secure.”
  • [claimed-docs] https://snyk.io/platform/deepcode-ai/“DeepCode AI supports Snyk’s context-aware risk scoring, assessing the popularity of the affected package and the reachability of vulnerable code, all while monitoring the maturity of available exploits.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result, all in your coding assistant or the Snyk CLI.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-code.md“Sort by and prioritize the more important issues by incorporating factors such as issue prevalence, ease of fix, and risk factor into a single risk score.”
  • [community] https://news.ycombinator.com/item?id=26294972“I'm not convinced their tools are better than npm audit + a license checker package... I've been very disappointed with their PR tools, and ended up turning off their automated PRs on their suggestion. They will create dozens or hundreds of PRs to update dependencies, rather than rewriting them. Dependabot is 100x better to work with.”

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result, all in your coding assistant or the Snyk CLI.”
  • [github] https://github.com/snyk/cli“You can run the CLI locally from the command line or in an IDE. You can also run the CLI in your CI/CD pipeline.”
  • [github] https://github.com/snyk/cli“The Snyk CLI brings the functionality of Snyk into your development workflow. You can run the CLI locally from the command line or in an IDE. You can also run the CLI in your CI/CD pipeline.”
  • [claimed-docs] https://docs.snyk.io/platform-administration/user-management/custom-role-templates/cli-tester-role-template.md“This Organization-level role allows service accounts in CI/CD pipelines to run basic Snyk CLI commands. The role grants permissions to run `snyk test` to check Projects for vulnerabilities and `snyk monitor`”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“The Snyk MCP Server is designed as a local MCP server, running on your system using the Snyk CLI to ensure local file access.”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 7 (quality) × 0.6 (partial) = 12.6 of 30 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result, all in your coding assistant or the Snyk CLI.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Run /snyk-fix in your coding assistant to scan the project and apply a fix for the top vulnerability.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Run `/snyk-fix` in your coding assistant to scan the project and apply a fix for the top vulnerability. Use `/snyk-batch-fix` to address multiple issues at once.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects.”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding assistants is secure at inception (SAI)”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“The Snyk MCP Server is designed as a local MCP server, running on your system using the Snyk CLI to ensure local file access.”

Operate the product with natural-language commandsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding assistants is secure at inception (SAI)”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“To validate the MCP server configuration, prompt your coding agent with natural language, for example, "scan my directory for security issues".”
  • [claimed-docs] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio.md“The Snyk MCP Server is designed as a local MCP server, running on your system using the Snyk CLI to ensure local file access.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Run `/snyk-fix` in your coding assistant to scan the project and apply a fix for the top vulnerability. Use `/snyk-batch-fix` to address multiple issues at once.”
  • [probe] https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio“official MCP server documented at https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio”

Built-in AI = 44.2 ÷ 90 × 100 = 49.1

Automation18.0/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-api-web/integrations/cli-key-features.md“You can run operations on your targets, scans, and findings one by one or in bulk by providing the identifiers or applying a filter.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Run `/snyk-fix` in your coding assistant to scan the project and apply a fix for the top vulnerability. Use `/snyk-batch-fix` to address multiple issues at once.”
  • [claimed-docs] https://docs.snyk.io/supported-languages/supported-languages-list/javascript/snyk-cli-for-javascript.md“`--yarn-workspaces`: For Yarn Workspaces use the `--all-projects` flag to test and monitor your packages”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/fix/remediation-agent.md“Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-code.md“Track and export Snyk issues to your Jira project.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-open-source.md“Snyk provides actionable fix advice for vulnerabilities and supports workflows to fix vulnerabilities using pull requests.”
  • [claimed-docs] https://snyk.io/plans/“Policy management”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/writing-rules-using-the-sdk/writing-a-rule.md“Rules are written in Rego.”
  • [claimed-docs] https://docs.snyk.io/scan-fix-and-prevent/scan-with-snyk/snyk-iac/current-iac-custom-rules/sdk-reference.md“The SDK helps you write, debug, test, bundle, and distribute custom rules written in Rego, which can then be used by the Snyk IaC CLI to find vulnerabilities in IaC configuration files.”

Schedule recurring jobs or workflowsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Automation = 14.4 ÷ 80 × 100 = 18.0