Snyk vs Gitleaks

Agent access

1. ai-native userPoint an agent at llms.txt or agent-oriented docs

   weight 2 · round to Snyk
   Snyk✓fullprobed8/10

   Snyk publishes an llms.txt file confirmed live via direct probe (HTTP 200) with structured docs navigation, and also maintains extensive agent-oriented documentation (MCP server setup, Snyk Studio, remediation agent) that an AI agent could be pointed at. missing for 10: no independent/community corroboration of agents actually consuming llms.txt in practice, and no evidence of additional agent-friendly formats (e.g., structured API schemas, since openapi.json probes 404).

   • [probe] “PROBE llms.txt: HTTP 200 at https://docs.snyk.io/llms.txt # Snyk User Docs ## Discover Snyk - [Homepage](https://docs.snyk.io/readme.md): …”
   • [claimed-docs] “Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding ass…”
   • [claimed-docs] “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] “official MCP server documented at https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio”
   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.snyk.io/openapi.json, https://docs.snyk.io/swagger.json, https://docs.snyk.io/api/opena…”

   proof ↗⚑ flag

   Gitleaks—none0/10

   A direct probe found no llms.txt file (404) and no agent-oriented docs/openapi endpoints, so there is no evidence Gitleaks provides machine-readable docs for AI agents.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

2. ai-native userRun the product headlessly / in CI for automation

   weight 2 · round drawn
   Snyk✓fullclaimed8/10

   Snyk CLI explicitly supports running in CI/CD pipelines (snyk-gh-3, snyk-gh-7) with test/code test commands producing terminal reports (snyk-gh-4, snyk-gh-5, snyk-gh-6), and Snyk Code/Open Source docs confirm scanning integrates across CI/CD pipelines (snyk-docs-18, snyk-docs-26, snyk-docs-33). missing for 10: no independent/community corroboration of CI usage specifically (only vendor docs/GitHub), and no explicit example of a CI YAML config or automation-friendly non-interactive flags/output formats (e.g., JSON output for pipelines) in the evidence.

   • [github] “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] “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] “Look at the `test` command report in your terminal. The report shows the vulnerabilities Snyk found in the package.”
   • [github] “To scan your source code, run `snyk code test`.”
   • [github] “The report shows the vulnerabilities Snyk found in the package. For each issue found, Snyk reports the severity of the issue, provides a lin…”
   • [claimed-docs] “Snyk Code is a developer-first static application security testing (SAST) solution. By scanning code in real-time and providing actionable i…”
   • [claimed-docs] “By scanning code in real-time and providing actionable insights directly in the developer workflow across IDEs, repositories, and CI/CD pipe…”
   • [claimed-docs] “Snyk Code is a developer-first static application security testing (SAST) solution. By scanning code in real-time and providing actionable i…”

   proof ↗⚑ flag

   Gitleaks✓fullclaimed8/10

   Gitleaks is a CLI that scans repos, directories, or stdin, is installable via Homebrew/Docker/Go, and has an official GitHub Action (gitleaks-action) for automated CI scanning on PRs/commits with exit-code-based pass/fail reporting, making it well-suited for headless CI automation. Missing for 10: evidence of non-GitHub CI integrations (GitLab CI, Jenkins, CircleCI) and JSON/SARIF output examples for machine-readable pipeline consumption.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks can be installed using Homebrew, Docker, or Go.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”

   proof ↗⚑ flag

3. ai-native userUse an official CLI

   weight 2 · round to Snyk
   Snyk✓fullprobed9/10

   Snyk ships a well-documented official CLI (snyk-gh-1/3/7, snyk-probe-4/7) supporting local, IDE, and CI/CD workflows, plus explicit AI-native/agentic capabilities: `snyk fix --agentic` for human-in-the-loop remediation, `/snyk-fix` and `/snyk-batch-fix` slash commands for coding assistants, and a built-in MCP server (`snyk mcp -t stdio`) verified live via handshake probe. This directly satisfies the ai-native CLI story with both docs and hands-on confirmation. missing for 10: independent/community corroboration specifically praising the CLI's agentic features (community evidence here is generic and mixed, not focused on this), and probe-5 shows every scan requires prior authentication (no keyless/unauthenticated use).

   • [github] “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] “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] “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…”
   • [probe] “official CLI documented at https://docs.snyk.io/developer-tools/snyk-cli/snyk-cli”
   • [probe] “PROBE mcp-handshake (local run): `snyk mcp -t stdio` answered a JSON-RPC initialize with serverInfo {"name":"Snyk MCP Server","version":"1.1…”
   • [probe] “PROBE cli-version (local run): `snyk --version` printed 1.1307.0 and exited 0 after `brew tap snyk/tap && brew install snyk`.”
   • [claimed-docs] “Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
   • [claimed-docs] “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 mul…”
   • [claimed-docs] “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] “Run /snyk-fix in your coding assistant to scan the project and apply a fix for the top vulnerability.”

   proof ↗⚑ flag

   Gitleaks✓fullprobed8/10

   Gitleaks ships a first-party CLI (git, dir, stdin subcommands) that is well documented with usage examples and is the primary interface for the tool, making it fully scriptable/automatable for agentic workflows. Missing for 10: no explicit agent/LLM-oriented docs (e.g., llms.txt returns 404) or structured JSON-output guidance tailored to AI consumers.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [probe] “official CLI documented at https://github.com/gitleaks/gitleaks”

   proof ↗⚑ flag

4. ai-native userDrive the product through a documented public API

   weight 3 · round drawn
   Snyk—none0/10

   The evidence pack shows CLI and MCP-server access but no documented public REST/GraphQL API; a direct probe for OpenAPI/swagger specs on docs.snyk.io returned 404 for all candidate paths, indicating no discoverable public API documentation.

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

   proof ↗⚑ flag

   Gitleaks—none0/10

   Gitleaks is a CLI/scanner tool with no documented public API for programmatic/agentic access; probes confirm no llms.txt and no OpenAPI/swagger endpoint exist, and the CLI/GitHub Action docs don't constitute a public API.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”
   • [probe] “official CLI documented at https://github.com/gitleaks/gitleaks”

   proof ↗⚑ flag

5. ai-native userSubscribe to events via webhooks

   weight 2 · round drawn
   Snyk—none0/10

   No evidence pack items mention webhooks or event subscription mechanisms; Snyk's integrations directory references Jira, Slack, GitHub/GitLab brokers, but nothing about outbound webhook events for AI-native consumption.

   ⚑ flag

   Gitleaks—none0/10

   Gitleaks is a CLI secret-scanning tool with CI integrations (GitHub Action, PR comments, alerts) but no evidence of a webhook subscription mechanism for events; probes for API/openapi specs returned 404s, and no webhook docs exist.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”

   proof ↗⚑ flag

Agentic features

1. ai-native userGet AI-generated insights and suggestions from my data inside the product

   weight 2 · round to Snyk
   Snyk✓fullprobed7/10

   Snyk provides AI-generated insights directly in-product: DeepCode AI-powered risk scoring/prioritization, actionable fix advice, an LLM-driven Remediation Agent that scans, generates fix plans enriched with Snyk security intelligence, applies fixes, and verifies results, plus natural-language querying via MCP/Snyk Studio. missing for 10: independent/hands-on validation of insight quality and accuracy (community evidence is largely about unrelated PR/dependency issues, not AI-insight quality), and no data on how these insights surface for non-code data sources beyond code/deps/IaC.

   • [claimed-docs] “The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, gene…”
   • [claimed-docs] “DeepCode AI powers 85%-accurate security autofixes and comprehensive app coverage, letting developers build fast while staying secure.”
   • [claimed-docs] “It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result, …”
   • [claimed-docs] “DeepCode AI supports Snyk’s context-aware risk scoring, assessing the popularity of the affected package and the reachability of vulnerable …”
   • [claimed-docs] “Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
   • [claimed-docs] “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 mul…”
   • [claimed-docs] “Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding ass…”
   • [claimed-docs] “To validate the MCP server configuration, prompt your coding agent with natural language, for example, "scan my directory for security issue…”
   • [probe] “PROBE mcp-handshake (local run): `snyk mcp -t stdio` answered a JSON-RPC initialize with serverInfo {"name":"Snyk MCP Server","version":"1.1…”

   proof ↗⚑ flag

   Gitleaks—none0/10

   Gitleaks is a rule-based secret-detection scanner with no evidence of AI-generated insights, summaries, or suggestions; probes for llms.txt and API/OpenAPI endpoints returned 404, and all documented features are deterministic regex/rule-based scanning, alerting, and CI integration.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”
   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”

   proof ↗⚑ flag

2. ai-native userSet up automations that run autonomously in the background

   weight 2 · round drawn
   Snyk~partialcommunity6/10

   Snyk supports autonomous background operation via CI/CD pipeline scanning (snyk-gh-3) and an LLM-driven Remediation Agent that scans, generates a fix plan, applies fixes and verifies results without manual step-by-step intervention (snyk-docs-12, snyk-docs-29). However, the CLI's flagship 'agentic' fix mode is explicitly described as a 'human-in-the-loop interactive' experience rather than fully autonomous (snyk-docs-13), and community reports describe Snyk's older automated PR/remediation feature as noisy and low-value, leading users to disable it (snyk-comm-6, snyk-comm-11) — a concrete real-world caveat on unattended automation quality. Missing for 10: independent verification that the newer Remediation Agent runs unattended in production pipelines at scale, and confirmation that automated PR/fix quality issues raised by users have been resolved.

   • [claimed-docs] “The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, gene…”
   • [claimed-docs] “Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
   • [claimed-docs] “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 mul…”
   • [claimed-docs] “It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result, …”
   • [claimed-docs] “Run /snyk-fix in your coding assistant to scan the project and apply a fix for the top vulnerability.”
   • [github] “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.”
   • [community] “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 …”
   • [community] “we have this thrust on us ... we get pull requests for point release updates but it misses entire versions, it decides that packages that ha…”

   proof ↗⚑ flag

   Gitleaks~partialclaimed6/10

   Gitleaks-action lets teams wire secret scanning to run automatically in the background on every push/PR (and pre-commit hooks trigger locally) without manual intervention, satisfying the 'runs autonomously' spirit of the story. Missing for 10: no evidence of scheduled/cron-based or event-driven automation beyond git hooks/CI triggers, and no AI-agent-specific orchestration or self-triggering capability.

   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [claimed-docs] “There are no changes to inputs, outputs, or behavior. The upgrade is a one-line change in your workflow file”

   proof ↗⚑ flag

Api quality

1. ai-native userExplore an interactive API reference with runnable examples

   weight 2 · round drawn
   Snyk—none0/10

   No evidence of an interactive API reference with runnable examples; the evidence pack includes an explicit probe showing all candidate OpenAPI/Swagger spec URLs return 404, and no docs reference an API explorer or 'try it' console.

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

   proof ↗⚑ flag

   Gitleaks—none0/10

   Gitleaks is a CLI secret-scanning tool with no interactive API reference; probes explicitly show no llms.txt and no OpenAPI/swagger spec found on gitleaks.io, and evidence only documents CLI commands, not a runnable API playground.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

2. ai-native userDownload a machine-readable API spec (OpenAPI or equivalent)

   weight 2 · round drawn
   Snyk—none0/10

   A probe explicitly checked for an OpenAPI/swagger spec at Snyk's docs domain and found all candidate paths (openapi.json, swagger.json, etc.) returning 404 — no machine-readable API spec was found. No other evidence in the pack shows a downloadable OpenAPI/Swagger file for Snyk's API.

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

   proof ↗⚑ flag

   Gitleaks—none0/10

   Gitleaks is a CLI secret-scanning tool with no API/web service, and direct probes confirm no OpenAPI or machine-readable spec exists at any expected location.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

3. ai-native userRely on versioned APIs with a documented deprecation policy

   weight 2 · round drawn
   Snyk—none0/10

   The evidence pack contains no documentation of a versioned API or a deprecation policy; in fact the probe for OpenAPI/swagger specs at docs.snyk.io returned 404 on all candidate paths, and no other artifact (CLI, MCP server, docs) references API versioning or deprecation guarantees.

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

   proof ↗⚑ flag

   Gitleaks—none0/10

   Gitleaks is a CLI/CI secret-scanning tool with no evidence of a public/versioned API; probes for OpenAPI spec and llms.txt both returned 404s, and there's no mention of an API deprecation policy anywhere in the evidence.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

1. ai-native userPerform bulk operations across many items at once

   weight 2 · round to Snyk
   Snyk✓fullcommunity7/10

   Snyk explicitly documents a `/snyk-batch-fix` slash command for coding assistants to fix multiple vulnerabilities in one operation, and the Remediation Agent scans, generates a fix plan, and applies fixes across a whole project rather than one issue at a time. Independent community evidence corroborates bulk behavior in practice (Snyk generating 'dozens or hundreds of PRs' for dependency updates), showing the batch capability actually operates at scale, even if some users found the volume unwieldy. Missing for 10: a documented bulk/batch REST API for programmatic multi-item operations, and clearer scale limits or first-party benchmarks for large-scale automation.

   • [claimed-docs] “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 mul…”
   • [claimed-docs] “The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, gene…”
   • [claimed-docs] “It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result, …”
   • [community] “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 …”

   proof ↗⚑ flag

   Gitleaks~partialclaimed6/10

   Gitleaks natively scans across many items at once — entire directories/file trees via the `dir` command and full git commit history via `git log -p` with the `git` command, and gitleaks-action can scan all PRs/commits automatically in CI. However, there's no evidence of a broader batch/programmatic API for bulk operations beyond directory/repo scanning (e.g., processing many repos, bulk config management, or structured bulk output for agentic pipelines). Missing for 10: multi-repo/bulk-target orchestration, programmatic batch API beyond CLI file/dir args, and evidence of AI-native bulk workflows.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `git` command lets you scan local git repos. Under the hood, gitleaks uses the `git log -p` command to scan patches.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”

   proof ↗⚑ flag

2. ai-native userDefine rules that trigger actions automatically on events

   weight 3 · round to Gitleaks
   Snyk~partialcommunity4/10

   Snyk supports some automated, event-driven actions (auto-generated fix PRs on new vulnerabilities, CI/CD pipeline gating, hooks-based Studio integration for agentic environments, and policy management mentioned in pricing docs) but there is no documented general-purpose rule engine letting an AI-native user define custom triggers/conditions to fire arbitrary actions. Community feedback (snyk-comm-6, snyk-comm-11) even notes the automated PR behavior is inflexible and noisy rather than configurable. missing for 10: explicit custom rule/condition builder, documentation of webhook or event-subscription API for arbitrary triggers, evidence of user-configurable automation beyond default PRs/hooks.

   • [claimed-docs] “Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding ass…”
   • [claimed-docs] “Snyk provides actionable fix advice for vulnerabilities and supports workflows to fix vulnerabilities using pull requests.”
   • [claimed-docs] “Policy management”
   • [community] “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 …”
   • [community] “we have this thrust on us ... we get pull requests for point release updates but it misses entire versions, it decides that packages that ha…”

   proof ↗⚑ flag

   Gitleaks~partialclaimed5/10

   Gitleaks supports custom detection rules (regex-based) and can trigger automatic actions on events—pre-commit hook blocks commits containing secrets, and gitleaks-action runs on GitHub push/PR events to alert accounts and comment on PRs. However this is limited to secret-scanning triggers tied to git/CI events, not a general-purpose rule/action automation engine. Missing for 10: evidence of arbitrary event types or custom action definitions beyond GitHub-specific alerting/commenting, and no AI-native/agentic trigger framework.

   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API] to comment on PRs.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”

   proof ↗⚑ flag

3. ai-native userSchedule recurring jobs or workflows

   weight 2 · round drawn
   Snyk—none0/10

   Snyk supports scanning via CLI, CI/CD pipelines, and IDE integrations, but there is no evidence of a native scheduler or built-in mechanism for recurring/cron-style jobs or workflows; recurring scans would need to be built externally via CI/CD cron triggers, which is not documented as a Snyk feature.

   ⚑ flag

   Gitleaks—none0/10

   Evidence shows Gitleaks integrates with git hooks and GitHub Actions triggered by commits/PRs, but nothing describes scheduling recurring/cron-based scans or workflows as a distinct capability. The axis applies (CI security tools commonly support scheduled scans) but no evidence confirms this for Gitleaks.

   ⚑ flag

Agent scanning

1. ai-native userHave an agent run a scan headlessly via the CLI, parse machine-readable results, and file issues for real findings

   weight 3 · round drawn
   Snyk~partialprobed5/10

   The Snyk CLI is confirmed to run headlessly in CI/CD pipelines (snyk-gh-3, snyk-gh-7) and produces a terminal report of vulnerabilities with severity, path, and fix guidance (snyk-gh-4, snyk-gh-6), and Jira/Slack integrations exist for tracking issues (snyk-docs-6, snyk-intdir-1). However, the pack never documents a machine-readable (JSON/SARIF) output flag for CLI scans, nor an automated pipeline that parses CLI results and files issues for real findings specifically — Jira export appears to be a platform-level feature rather than a CLI-driven headless workflow. missing for 10: documented CLI JSON/SARIF output flag, evidence of an agent parsing that output and auto-filing issues end-to-end.

   • [github] “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] “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] “Look at the `test` command report in your terminal. The report shows the vulnerabilities Snyk found in the package.”
   • [github] “The report shows the vulnerabilities Snyk found in the package. For each issue found, Snyk reports the severity of the issue, provides a lin…”
   • [claimed-docs] “Track and export Snyk issues to your Jira project.”
   • [probe] “PROBE cli-scan (local run, macOS, snyk 1.1307.0): `snyk test <dir>` on a fixture with known-vulnerable lodash 4.17.15 exited 2 with "ERROR A…”

   proof ↗⚑ flag

   Gitleaks~partialclaimed5/10

   Gitleaks CLI supports headless scanning of repos/dirs/stdin and can output baseline reports like findings.json, giving a machine-readable artifact an agent could parse; gitleaks-action also automates PR-based alerting. However there's no explicit documentation of a structured JSON/SARIF report flag, and no evidence of automated issue-filing (only PR comments/alerts to accounts, not issue tracker integration). Missing for 10: explicit machine-readable output format docs (e.g. --report-format json/sarif), and evidence of automated issue creation for real findings.

   • [github] “The `git` command lets you scan local git repos. Under the hood, gitleaks uses the `git log -p` command to scan patches.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [github] “You can also stream data to gitleaks with the `stdin` command. Example: `cat some_file | gitleaks -v stdin`”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API] to comment on PRs.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”

   proof ↗⚑ flag

2. ai-native userWire the scanner into my coding agent so AI-generated code is scanned for issues before it lands

   weight 2 · round to Snyk
   Snyk✓fullprobed9/10

   Snyk documents and a hands-on probe confirm a local MCP server (snyk mcp -t stdio) that plugs into coding agents/ADEs, plus hooks-based secure-at-inception workflows, natural-language scan prompts, and slash-commands (/snyk-fix, /snyk-batch-fix) for scanning and remediating AI-generated code before it lands. This is corroborated independently by a local probe showing the MCP server actually starts and responds to JSON-RPC initialize. Missing for 10: independent/community verification specifically of the agentic MCP workflow's real-world reliability (community evidence found is about the CLI/PR features generally, not the MCP-agent integration).

   • [claimed-docs] “Snyk Studio supports a default hooks-based approach for some agentic development environments (ADEs) to ensure code written by AI coding ass…”
   • [claimed-docs] “To validate the MCP server configuration, prompt your coding agent with natural language, for example, "scan my directory for security issue…”
   • [claimed-docs] “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] “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 mul…”
   • [claimed-docs] “Run /snyk-fix in your coding assistant to scan the project and apply a fix for the top vulnerability.”
   • [probe] “official MCP server documented at https://docs.snyk.io/agent-security/agentic-security-with-snyk-studio/getting-started-with-snyk-studio”
   • [probe] “PROBE mcp-handshake (local run): `snyk mcp -t stdio` answered a JSON-RPC initialize with serverInfo {"name":"Snyk MCP Server","version":"1.1…”

   proof ↗⚑ flag

   Gitleaks~partialclaimed4/10

   Gitleaks offers generic mechanisms (pre-commit hook script, CLI `dir`/`git`/`stdin` scanning, CI action) that a user could wire into an AI coding agent's workflow to scan generated code before it lands, but there is no documented agent-specific integration (no MCP server, no Claude Code/Cursor plugin, no explicit guidance for AI-native pipelines). missing for 10: dedicated AI-agent integration docs, MCP/agent-hook examples, evidence of use specifically for AI-generated code review.

   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [github] “You can also stream data to gitleaks with the `stdin` command. Example: `cat some_file | gitleaks -v stdin`”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”

   proof ↗⚑ flag

Ci gates

1. devops-leadRun scans in CI on every pull request and fail the build on new findings via exit codes

   weight 3 · round to Gitleaks
   Snyk~partialprobed6/10

   Evidence confirms Snyk CLI is explicitly designed to run in CI/CD pipelines (snyk-gh-3, snyk-gh-7) and that `snyk test`/`snyk code test` reports vulnerabilities found (snyk-gh-4, snyk-gh-6), which is the standard mechanism CI systems use to gate builds. However, the pack has no explicit documentation of PR-trigger configuration or exit-code semantics for failing builds, and the probe shows the CLI requires authentication for every scan (snyk-probe-5), adding an operational caveat for CI setup. Missing for 10: explicit docs on PR-triggered CI workflows, documented exit-code behavior (e.g., non-zero on new findings), and any GitHub Actions/PR-check integration guide.

   • [github] “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] “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] “Look at the `test` command report in your terminal. The report shows the vulnerabilities Snyk found in the package.”
   • [github] “The report shows the vulnerabilities Snyk found in the package. For each issue found, Snyk reports the severity of the issue, provides a lin…”
   • [probe] “PROBE cli-scan (local run, macOS, snyk 1.1307.0): `snyk test <dir>` on a fixture with known-vulnerable lodash 4.17.15 exited 2 with "ERROR A…”

   proof ↗⚑ flag

   Gitleaks✓fullclaimed8/10

   Gitleaks-Action enables scanning on GitHub PR workflows with alerts/comments, and the CLI's detect command exits non-zero on findings (shown by failed commit hook example), which is the mechanism CI systems use to fail builds. missing for 10: explicit documentation of CI-specific exit code semantics (e.g., non-zero exit on new findings vs baseline) and non-GitHub CI examples (GitLab/Jenkins) beyond the GitHub Action.

   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [github] “gitleaks will ignore any old findings that are present in the baseline”

   proof ↗⚑ flag

2. developerSee scan findings surfaced as pull-request comments or checks in GitHub or GitLab

   weight 2 · round to Gitleaks
   Snyk~partialclaimed5/10

   Docs confirm Snyk integrates scanning results into 'repositories' and 'source code managers' and supports GitHub/GitLab via Snyk Broker (snyk-intdir-3, snyk-intdir-4), plus CI/CD pipeline integration (snyk-docs-18, snyk-gh-3) and PR-based fix workflows (snyk-docs-21). However, no evidence explicitly describes PR comments or GitHub/GitLab check-run surfaces for findings—only generic 'integrations' and 'fix PR' language. Missing for 10: explicit documentation or screenshot of PR comment/check UI, independent confirmation of check-status behavior, and GitLab-specific PR comment support.

   • [claimed-docs] “Snyk Code is a developer-first static application security testing (SAST) solution. By scanning code in real-time and providing actionable i…”
   • [claimed-docs] “Snyk provides actionable fix advice for vulnerabilities and supports workflows to fix vulnerabilities using pull requests.”
   • [claimed-docs] “By scanning code in real-time and providing actionable insights directly in the developer workflow across IDEs, repositories, and CI/CD pipe…”
   • [claimed-docs] “Real-time code scanning Integrations with IDE, CLI, and source code managers”
   • [github] “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] “GitHub - install and configure Snyk Broker”
   • [claimed-docs] “GitLab - install and configure Snyk Broker:”

   proof ↗⚑ flag

   Gitleaks✓fullclaimed8/10

   Gitleaks-Action explicitly integrates into GitHub workflows and uses the GitHub API to post PR comments/reviews when secrets are detected, and it can also fail CI checks on findings; it's a well-documented first-party GitHub Action. Missing for 10: GitLab-specific MR comment/check integration is not evidenced (only GitHub is covered), and no independent/hands-on confirmation of the PR-comment behavior beyond vendor docs.

   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API] to comment on PRs.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API](https://octokit.github.io/rest.js/v18#pulls-create-review-comment) to comment on …”
   • [claimed-docs] “gitleaks-action uses this token to call a GitHub API to comment on PRs.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”
   • [claimed-docs] “Enable this **gitleaks-action** and copy `<img alt="gitleaks badge" src="https://img.shields.io/badge/protected%20by-gitleaks-blue">` to you…”

   proof ↗⚑ flag

Pre commit

1. developerRun the scanner as a pre-commit hook so secrets and issues never enter my git history

   weight 3 · round to Gitleaks
   Snyk—none0/10

   Evidence shows Snyk CLI can run locally, in IDEs, and in CI/CD pipelines, but there is no mention of a pre-commit hook integration, and Snyk's product line (SAST, SCA, container, IaC) does not include secrets scanning at all. Missing for 10: any documentation of a pre-commit hook workflow, and any secrets-detection capability.

   • [github] “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] “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] “Snyk Code is a developer-first static application security testing (SAST) solution. By scanning code in real-time and providing actionable i…”

   proof ↗⚑ flag

   Gitleaks✓fullclaimed8/10

   Gitleaks documents running as a pre-commit hook via the example pre-commit.py script copied into .git/hooks, and demonstrates it blocking a commit containing a secret ("git commit ... Detect hardcoded secrets.................................................Failed"), confirming secrets are caught before entering history. Missing for 10: no mention of official pre-commit-framework (.pre-commit-hooks.yaml) integration or independent hands-on confirmation beyond the vendor repo.

   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”
   • [github] “Detect hardcoded secrets.................................................Failed”

   proof ↗⚑ flag

Coverage

1. developerScan projects across all the major languages and package ecosystems my organization uses

   weight 2 · round to Snyk
   Snyk✓fullcommunity7/10

   Snyk documents dedicated scanners spanning open-source dependencies (with indirect/transitive dependency detection), SAST (Snyk Code) across IDEs/repos/CI, container images, and IaC configs (Terraform, CloudFormation, Kubernetes, ARM), plus a CLI usable locally, in IDEs, and in CI/CD — collectively covering the major ecosystems a typical org would need. Community feedback raises accuracy/noise concerns (e.g., mismatched results vs npm audit, PR spam) but does not concretely dispute the breadth of language/ecosystem coverage itself. Missing for 10: an explicit enumerated list of supported languages/package managers and independent verification of coverage completeness across less-common ecosystems.

   • [claimed-docs] “Snyk Open Source allows you to find and fix vulnerabilities in the open-source libraries used by your applications.”
   • [claimed-docs] “Open-source packages often reference other packages, and many vulnerabilities are found in these indirect dependencies.”
   • [claimed-docs] “Snyk Code is a developer-first static application security testing (SAST) solution. By scanning code in real-time and providing actionable i…”
   • [claimed-docs] “Snyk Code is a developer-first static application security testing (SAST) solution. By scanning code in real-time and providing actionable i…”
   • [claimed-docs] “Snyk Container provides tools and integrations to quickly find and fix vulnerabilities. This allows you to create images that have security …”
   • [claimed-docs] “With Snyk IaC, you can: Write secure configurations for HashiCorp Terraform, AWS CloudFormation, Kubernetes, and Azure Resource Manager (ARM…”
   • [claimed-docs] “Write secure configurations for HashiCorp Terraform, AWS CloudFormation, Kubernetes, and Azure Resource Manager (ARM) - for IDE, SCM, CLI, a…”
   • [github] “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] “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.”
   • [community] “They use a different vulnerability database. Snyk's contains vulnerabilities that NPM's doesn't have, and vice versa. We're using them both …”
   • [community] “These confuse me because they don't align with yarn/npm audit. Which one is right? It is pretty unrealistic to dig into it myself.”

   proof ↗⚑ flag

   Gitleaks~partialclaimed6/10

   Gitleaks scans git repos, directories/files, and stdin using regex-based pattern matching, which is inherently language-agnostic and works on any text-based source file or config regardless of the language or package ecosystem in use. However, there is no explicit evidence of ecosystem-specific coverage claims, testing across specific language/package manager formats, or documentation asserting broad multi-language validation. missing for 10: explicit language/ecosystem coverage claims, evidence of testing across specific ecosystems (npm, pip, maven, etc.), independent corroboration of coverage breadth.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [github] “You can also stream data to gitleaks with the `stdin` command. Example: `cat some_file | gitleaks -v stdin`”

   proof ↗⚑ flag

Output formats

1. developerEmit scan results in machine-readable formats like JSON or SARIF for downstream tooling

   weight 2 · round to Gitleaks
   Snyk—none0/10

   The evidence pack documents Snyk CLI's terminal reports, CI/CD integration, and various scan types, but never mentions JSON or SARIF output formats or any machine-readable export capability for downstream tooling. This is a fair and applicable axis for a security scanner, but no evidence confirms it.

   • [github] “Look at the `test` command report in your terminal. The report shows the vulnerabilities Snyk found in the package.”
   • [github] “The report shows the vulnerabilities Snyk found in the package. For each issue found, Snyk reports the severity of the issue, provides a lin…”
   • [github] “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.”

   proof ↗⚑ flag

   Gitleaks~partialclaimed5/10

   Evidence shows Gitleaks writes findings to a JSON report file (e.g., findings.json via --baseline-path) confirming JSON output support, but there is no mention in the evidence pack of SARIF or other machine-readable formats. missing for 10: explicit SARIF output support, documentation of --report-format flag or other structured formats, independent confirmation of downstream tooling integration.

   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [github] “gitleaks will ignore any old findings that are present in the baseline”

   proof ↗⚑ flag

1. ai-native userRead the product's source under an open license

   weight 2 · round to Gitleaks
   Snyk—none0/10

   Snyk is a proprietary SaaS security platform; only the CLI wrapper is on GitHub (snyk-gh-1..7) with no license text or claim of an open license provided in the evidence, and the core scanning engine, Snyk Code, DeepCode AI, and platform backend remain closed-source. No evidence pack item states an open-source license for any Snyk component, so the story is unmet. missing for 10: explicit open-source license (e.g., MIT/Apache) for the CLI repo, open-sourcing of core scanning/backend code, any statement of source availability for Snyk Code/DeepCode AI.

   • [github] “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] “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] “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…”

   proof ↗⚑ flag

   Gitleaks✓fullprobed7/10

   Gitleaks' source code is openly hosted and directly referenced across many citations (e.g. gitleaks-gh-1, gitleaks-probe-3), confirming it is a publicly readable GitHub repository that anyone, including AI-native users, can inspect. However, the evidence pack never explicitly cites a license file or license name (e.g. MIT), so full confirmation of an 'open license' designation is inferred rather than directly documented. Missing for 10: an explicit license statement/citation (e.g. LICENSE file content) and independent corroboration of the license terms.

   • [github] “The `git` command lets you scan local git repos.”
   • [probe] “official CLI documented at https://github.com/gitleaks/gitleaks”
   • [github] “Gitleaks can be installed using Homebrew, Docker, or Go.”

   proof ↗⚑ flag

2. ai-native userSelf-host the core product

   weight 3 · round to Gitleaks
   Snyk—none0/10

   No evidence anywhere in the pack of a self-hosted/on-prem deployment option for Snyk's core scanning platform; instead, hands-on probe evidence shows the opposite — `snyk test` fails with a 401 Authentication error unless connected to Snyk's cloud, and the CLI/MCP server function as clients to a hosted backend, with only a 'Broker' for connecting on-prem SCM to Snyk's cloud (not a self-hosted core).

   • [probe] “PROBE cli-scan (local run, macOS, snyk 1.1307.0): `snyk test <dir>` on a fixture with known-vulnerable lodash 4.17.15 exited 2 with "ERROR A…”
   • [probe] “PROBE mcp-handshake (local run): `snyk mcp -t stdio` answered a JSON-RPC initialize with serverInfo {"name":"Snyk MCP Server","version":"1.1…”
   • [claimed-docs] “GitHub - install and configure Snyk Broker”
   • [claimed-docs] “GitLab - install and configure Snyk Broker:”

   proof ↗⚑ flag

   Gitleaks✓fullclaimed8/10

   Gitleaks is a fully open-source CLI (installable via Homebrew, Docker, or Go) that runs entirely locally against git repos, directories, or stdin, requiring no cloud service — a clear self-hostable core product. Missing for 10: no explicit self-hosting deployment guide (e.g., server/container orchestration docs) beyond basic install instructions.

   • [github] “Gitleaks can be installed using Homebrew, Docker, or Go.”
   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”

   proof ↗⚑ flag

1. ai-native userOpt out of telemetry and usage tracking

   weight 2 · round drawn
   Snyk—none0/10

   No evidence pack item discusses a telemetry/usage-tracking opt-out mechanism for Snyk CLI, IDE plugins, or MCP server; scans require authentication with a Snyk account (per snyk-probe-5), implying data is sent to Snyk servers, but no opt-out or privacy controls are documented.

   ⚑ flag

   Gitleaks—none0/10

   No evidence in the pack addresses telemetry collection or an opt-out mechanism for Gitleaks or gitleaks-action; the docs cover scanning commands, CI integration, and config but never mention data collection or privacy controls.

   ⚑ flag

Custom rules

1. security-engineerWrite custom static-analysis rules in a simple syntax and share them across repositories

   weight 2 · round to Gitleaks
   Snyk~partialclaimed3/10

   Only one thin mention (writing custom queries with DeepCode AI logic and autocomplete) suggests any custom rule authoring, but there is no detail on the rule syntax, no evidence of how rules are structured or shared across repositories, and no mention of a rule-sharing/policy mechanism analogous to Semgrep-style custom SAST rules. Missing for 10: documented custom rule syntax/DSL, examples of custom rules, and a clear cross-repo sharing/config mechanism.

   • [claimed-docs] “Write your own queries using DeepCode AI logic (with autocomplete) and leverage the hybrid AI to instantly find matches in your code.”
   • [claimed-docs] “DeepCode AI supports Snyk’s context-aware risk scoring, assessing the popularity of the affected package and the reachability of vulnerable …”

   proof ↗⚑ flag

   Gitleaks~partialclaimed7/10

   Gitleaks documents a TOML-based config format for writing custom secret-detection rules, including composite rules and allowlists, and this config can be centralized as a `gitleaks.toml` or referenced via `GITLEAKS_CONFIG` so it can be reused across repos (e.g. gitleaks-action auto-detecting it). This is more of a config-file sharing mechanism than a purpose-built 'rule sharing' feature, and there's no independent corroboration of ease-of-use or a rule marketplace/registry. Missing for 10: independent hands-on evidence of rule syntax simplicity, evidence of a shared rule registry/marketplace, and confirmation of seamless cross-repo rule versioning.

   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [github] “Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “In v8.28.0 Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [claimed-docs] “You can use `GITLEAKS_CONFIG` to explicitly set a config path _or_ create a `gitleaks.toml` at the root of the repo which will be automatica…”
   • [claimed-docs] “you can use GITLEAKS_CONFIG to explicitly set a config path or create a gitleaks.toml at the root of the repo which will be automatically de…”

   proof ↗⚑ flag

Fix suggestions

1. developerApply suggested or automatic code fixes for findings instead of only reading reports

   weight 2 · round to Snyk
   Snyk!disputedcontradicted6/10

   Snyk's docs document multiple concrete fix-application paths beyond reporting: PR-based fix workflows for open-source (snyk-docs-21), suggested-fix ignore/config (snyk-docs-5), IaC 'fix advice... make changes directly to code' (snyk-docs-34), and newer agentic tooling — Remediation Agent that 'applies the fixes and verifies the result', `snyk fix --agentic`, and `/snyk-fix`/`/snyk-batch-fix` slash commands (snyk-docs-12,13,23,29,30) plus DeepCode AI's '85%-accurate security autofixes' (snyk-docs-14). However, independent hands-on community feedback specifically on the PR-based auto-fix workflow contradicts vendor claims of quality: a developer reports being 'very disappointed with their PR tools' to the point of disabling automated PRs, saying Dependabot is '100x better to work with' (snyk-comm-6), and another calls the appsec/PR tooling 'not worth it' after a demo (snyk-comm-12). missing for 10: independent verification that the newer Remediation Agent/agentic autofix and SAST/IaC suggested-fix mechanisms (as opposed to the older PR-fix flow) actually work reliably in practice, and resolution of the direct community contradiction on fix-PR quality.

   • [claimed-docs] “Snyk provides actionable fix advice for vulnerabilities and supports workflows to fix vulnerabilities using pull requests.”
   • [claimed-docs] “Configure Snyk to ignore suggested fixes for an issue to suppress specific warnings.”
   • [claimed-docs] “Write secure configurations for HashiCorp Terraform, AWS CloudFormation, Kubernetes, and Azure Resource Manager (ARM)... View issues and rec…”
   • [claimed-docs] “The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, gene…”
   • [claimed-docs] “Snyk CLI: Run `snyk fix --agentic` from your terminal to trigger a human-in-the-loop interactive remediation experience without an IDE.”
   • [claimed-docs] “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 mul…”
   • [claimed-docs] “It scans your Project with Snyk, generates a fix plan enriched with Snyk security intelligence, applies the fixes, and verifies the result, …”
   • [claimed-docs] “Run /snyk-fix in your coding assistant to scan the project and apply a fix for the top vulnerability.”
   • [claimed-docs] “DeepCode AI powers 85%-accurate security autofixes and comprehensive app coverage, letting developers build fast while staying secure.”
   • [community] “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 …”
   • [community] “Dependabot doesn't work well for a Fortune 50 company... Snyk like most security tools lacks perspective that takes business and how product…”

   proof ↗⚑ flag

   Gitleaks—none0/10

   Gitleaks is purely a secret-detection tool that reports findings (via CLI, git hooks, or gitleaks-action PR comments); no evidence anywhere in the pack of suggested or automatic remediation/fixes for detected secrets—only detection, alerting, allowlisting, and baseline suppression are described.

   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”

   proof ↗⚑ flag

Custom detection

1. security-engineerDefine custom detection rules for my organization's internal token and secret formats

   weight 2 · round to Gitleaks
   Snyk—none0/10

   The evidence pack covers Snyk's SAST, SCA, container, IaC, and agentic remediation features but contains no mention of secret detection or custom secret/token pattern rules; the story requires a capability not evidenced anywhere in the pack.

   ⚑ flag

   Gitleaks✓fullclaimed8/10

   Gitleaks documents a configuration format for writing custom secret-detection rules, plus advanced features like composite rules and allowlists to reduce false positives, directly enabling org-specific token/secret pattern definitions. Missing for 10: no independent hands-on example of a custom rule being validated in production, and no dedicated deep-dive docs beyond the config-format mention.

   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [github] “Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “In v8.28.0 Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [github] “Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or required rules.”

   proof ↗⚑ flag

Secret scanning

1. developerScan a repository and its full git history for hardcoded secrets and credentials

   weight 3 · round to Gitleaks
   Snyk—none0/10

   The evidence pack covers Snyk Open Source (dependency vulnerabilities), Snyk Code (SAST), Snyk Container, and Snyk IaC, but contains no mention of secret/credential detection or git-history scanning for hardcoded secrets. This is a fair capability to expect from an AppSec scanning platform, but no evidence shows Snyk offers it.

   • [claimed-docs] “Scan, prioritize, and fix vulnerabilities in your code, open-source dependencies, container images, and cloud configurations.”
   • [claimed-docs] “Snyk Code is a developer-first static application security testing (SAST) solution. By scanning code in real-time and providing actionable i…”
   • [claimed-docs] “Snyk Open Source allows you to find and fix vulnerabilities in the open-source libraries used by your applications.”
   • [claimed-docs] “Snyk Container provides tools and integrations to quickly find and fix vulnerabilities. This allows you to create images that have security …”
   • [claimed-docs] “With Snyk IaC, you can: Write secure configurations for HashiCorp Terraform, AWS CloudFormation, Kubernetes, and Azure Resource Manager (ARM…”

   proof ↗⚑ flag

   Gitleaks✓fullclaimed9/10

   Gitleaks' `git` command explicitly scans full git history via `git log -p`, and `dir`/`stdin` commands cover directory/file/stdin scanning for secrets like passwords, API keys, and tokens, with hands-on example output showing detection working. missing for 10: no independent third-party benchmark of detection accuracy across large real-world repos.

   • [github] “The `git` command lets you scan local git repos. Under the hood, gitleaks uses the `git log -p` command to scan patches.”
   • [github] “The `git` command lets you scan local git repos.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”

   proof ↗⚑ flag

2. security-engineerScan non-git sources like S3 buckets, Docker images, and CI logs for leaked secrets

   weight 2 · round drawn
   Snyk—none0/10

   Snyk's evidence pack covers SAST, SCA, container/image vulnerability scanning, IaC scanning, and AI-code-assist security, but there is no mention anywhere of secret-detection scanning of non-git sources such as S3 buckets, standalone Docker images for embedded secrets, or CI logs. The container scanning focus is vulnerabilities, not leaked secrets, so this axis is unaddressed.

   ⚑ flag

   Gitleaks—none0/10

   Gitleaks supports scanning git repos, directories/files, and stdin, but there is no evidence of native support for scanning S3 buckets, Docker images, or CI logs as distinct source types; stdin streaming could theoretically pipe in arbitrary data but no documentation or examples confirm scanning these non-git sources.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”

   proof ↗⚑ flag

3. security-engineerHave detected secrets verified against the issuing service so I know which ones are live

   weight 2 · round drawn
   Snyk—none0/10

   The evidence pack covers Snyk's SAST, SCA, container, IaC, and agentic remediation capabilities, but there is no mention of secret detection at all, let alone verifying detected secrets against issuing services to determine liveness. No product feature for secrets scanning or validation is documented anywhere in this pack.

   ⚑ flag

   Gitleaks—none0/10

   No evidence in the pack indicates Gitleaks or gitleaks-action performs live verification of detected secrets against the issuing service (e.g., checking if an API key is still active); its capabilities are limited to detection, allowlisting, baselines, and PR alerting.

   ⚑ flag

Ai triage

1. ai-native userUse AI to triage findings — explaining them, deduplicating, and flagging likely false positives

   weight 3 · round to Snyk
   Snyk~partialcommunity5/10

   Snyk documents AI-driven risk scoring (reachability, exploit maturity, popularity) and a Remediation Agent that scans, explains, and applies fixes, which supports explaining/prioritizing findings, but there is no explicit evidence of AI-based deduplication of findings or automated false-positive flagging — only manual 'ignore' suppression is documented. Community feedback (snyk-comm-10) also notes that legacy alerts remain largely 'noise' without context-aware triage, tempering confidence in how well false positives are actually filtered. Missing for 10: explicit deduplication feature, explicit AI false-positive detection/flagging, and independent hands-on confirmation that noise is meaningfully reduced.

   • [claimed-docs] “Sort by and prioritize the more important issues by incorporating factors such as issue prevalence, ease of fix, and risk factor into a sing…”
   • [claimed-docs] “DeepCode AI supports Snyk’s context-aware risk scoring, assessing the popularity of the affected package and the reachability of vulnerable …”
   • [claimed-docs] “The Remediation Agent is an LLM-driven tool that automates vulnerability remediation in your projects. It scans your Project with Snyk, gene…”
   • [claimed-docs] “Configure Snyk to ignore suggested fixes for an issue to suppress specific warnings.”
   • [community] “Until these alerts get better at understanding context of use of a dependency, they're going to remain mostly noise... No, I don't care abou…”

   proof ↗⚑ flag

   Gitleaks—none0/10

   No evidence of any AI-based triage, explanation, deduplication, or false-positive flagging feature; Gitleaks only offers manual allowlists, baselines, and composite rules for reducing noise, none of which use AI.

   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [github] “When using a baseline, gitleaks will ignore any old findings that are present in the baseline.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

Fp management

1. security-engineerBaseline or ignore existing and false-positive findings so only new issues alert

   weight 3 · round to Gitleaks
   Snyk~partialclaimed5/10

   Snyk docs mention configuring Snyk to ignore suggested fixes to suppress specific warnings (snyk-docs-5) and 'Policy management' as a platform capability (snyk-docs-32), which map to ignoring/baselining findings so only new issues surface. However, there's no detailed evidence of a dedicated baseline/false-positive triage workflow, ignore-policy scope (temporary vs permanent, org-wide), or CLI/API commands for it. missing for 10: explicit baseline scan feature, false-positive marking UI/API, ignore policy scoping and audit trail, independent confirmation of noise reduction effectiveness.

   • [claimed-docs] “Configure Snyk to ignore suggested fixes for an issue to suppress specific warnings.”
   • [claimed-docs] “Policy management”

   proof ↗⚑ flag

   Gitleaks✓fullclaimed8/10

   Gitleaks explicitly supports baseline files via --baseline-path so only new findings appear in reports, and allowlists let users suppress known false positives per-rule. This directly matches the triage-noise story of ignoring existing/false-positive findings so only new issues alert. Missing for 10: no evidence of a centralized/dashboard-based suppression workflow or independent third-party validation of baseline accuracy at scale.

   • [github] “When using a baseline, gitleaks will ignore any old findings that are present in the baseline.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [github] “gitleaks will ignore any old findings that are present in the baseline”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”

   proof ↗⚑ flag

2. developerFilter and gate on findings by severity or confidence so low-value noise does not block builds

   weight 2 · round to Snyk
   Snyk~partialclaimed6/10

   Docs show severity reporting per issue (snyk-gh-6), risk-based prioritization scoring (snyk-docs-4, snyk-docs-17, snyk-docs-36), policy management (snyk-docs-32), and the ability to ignore/suppress specific findings (snyk-docs-5), which together support filtering low-value noise. However, there is no explicit documentation of a CI/CD severity-threshold gate flag or confidence-level filtering mechanism in the evidence pack. Missing for 10: explicit severity-threshold CLI/CI gating docs, confidence-score filtering mechanism, independent hands-on verification of gating behavior.

   • [github] “The report shows the vulnerabilities Snyk found in the package. For each issue found, Snyk reports the severity of the issue, provides a lin…”
   • [claimed-docs] “Sort by and prioritize the more important issues by incorporating factors such as issue prevalence, ease of fix, and risk factor into a sing…”
   • [claimed-docs] “Risk-based prioritization – – Reporting dashboard”
   • [claimed-docs] “DeepCode AI supports Snyk’s context-aware risk scoring, assessing the popularity of the affected package and the reachability of vulnerable …”
   • [claimed-docs] “Policy management”
   • [claimed-docs] “Configure Snyk to ignore suggested fixes for an issue to suppress specific warnings.”

   proof ↗⚑ flag

   Gitleaks—none0/10

   Gitleaks evidence shows allowlists to suppress false positives and baseline diffing to ignore old findings, but there is no mention of a severity or confidence scoring/classification system, nor any flag to gate builds based on such levels. This axis is a fair ask for a secret-scanning tool but the evidence pack shows no severity/confidence triage mechanism.

   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [github] “When using a baseline, gitleaks will ignore any old findings that are present in the baseline.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”

   proof ↗⚑ flag