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How GitLab’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 Score56/100

Agent-ready 53.8 × 0.30 = 16.14

API quality 71.4 × 0.20 = 14.28

Openness 44.4 × 0.20 = 8.88

Built-in AI 81.1 × 0.15 = 12.16

Automation 27.0 × 0.15 = 4.05

(16.14 + 14.28 + 8.88 + 12.16 + 4.05) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 55.51 ÷ 1.00 = 55.5

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-ready53.8/100×0.30 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) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

  • [probe] https://docs.gitlab.com/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.gitlab.com/llms.txt # GitLab Documentation Learn how to use and administer GitLab, the most scalable Git-based integrated platform for softw”
  • [claimed-docs] https://docs.gitlab.com/orbit/ai_coding_agents“The GitLab Orbit skill gives AI coding agents structured guidance for querying the GitLab Orbit graph.”
  • [claimed-docs] https://docs.gitlab.com/orbit/remote/access/mcp“GitLab Orbit exposes two MCP tools that let any MCP-compatible AI agent discover and invoke GitLab Orbit commands against your graph.”

Run the product headlessly / in CI for automationweight 2

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

  • [claimed-docs] https://docs.gitlab.com“Get started with GitLab CI/CD Build and test your application.”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Automate your workflows and build integrations with the GitLab REST API”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/sessions“Sessions show the status and execution data for the agents and flows you’ve run.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform“Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.”
  • [claimed-docs] https://about.gitlab.com/partners/technology-partners/“Kilo is the open-source agentic engineering platform for GitLab. Powerful CLI and IDE agents autonomously plan, code, and verify tasks. Integrate the Kilo CLI directly into CI/CD pipelines for automated workflows. Switch between over 500 LLMs, including top AI coding models such as Claude Opus, GPT Codex, Gemini, MiniMax and GLM.”
  • [claimed-docs] https://docs.gitlab.com“Personal access tokens”

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.gitlab.com/orbit/remote/access/mcp“GitLab Orbit exposes two MCP tools that let any MCP-compatible AI agent discover and invoke GitLab Orbit commands against your graph.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Configure Allow, Ask, and Deny policies for agent tools, enforced at execution time for all connecting clients.”
  • [probe] https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/“official MCP server documented at https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/agents“Custom agents are agents you create and configure for your team’s specific needs.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”

Connect an agent via an official MCP serverweight 3

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

  • [probe] https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/“official MCP server documented at https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/”
  • [claimed-docs] https://docs.gitlab.com/orbit/remote/access/mcp“GitLab Orbit exposes two MCP tools that let any MCP-compatible AI agent discover and invoke GitLab Orbit commands against your graph.”
  • [claimed-docs] https://docs.gitlab.com/orbit/ai_coding_agents“The GitLab Orbit skill gives AI coding agents structured guidance for querying the GitLab Orbit graph.”

Use an official CLIweight 2

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

  • [probe] https://docs.gitlab.com/editor_extensions/gitlab_cli/“official CLI documented at https://docs.gitlab.com/editor_extensions/gitlab_cli/”
  • [claimed-docs] https://docs.gitlab.com“Interact programmatically with GitLab.”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Automate your workflows and build integrations with the GitLab REST API”

Drive the product through a documented public APIweight 3

3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

  • [claimed-docs] https://docs.gitlab.com“Interact programmatically with GitLab.”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Automate your workflows and build integrations with the GitLab REST API”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the [REST API documentation]”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Use the interactive request tool to send live requests to GitLab.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“GitLab supports authentication with HTTP Bearer or OAuth 2.0 credentials.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Docs, "OpenAPI": "GitLab documents its REST API using the OpenAPI 3.0 specification (formerly called Swagger)... The OpenAPI spec is autogenerated directly from the API code and is tightly coupled to its implementation, ensuring the documentation is always accurate and up to date"; "The raw OpenAPI 3.0 specification is available in the GitLab monorepo" (doc/api/openapi/openapi_v2.yaml).”
  • [claimed-docs] https://docs.gitlab.com/api/rest/deprecations/“Docs, "REST API deprecations": "You should regularly review the following deprecations and make the recommended changes"; "GitLab will not make these changes within REST API v4, and follows semantic versioning for the REST API" (see /api/rest/#versioning-and-deprecations).”
  • [claimed-docs] https://docs.gitlab.com“Personal access tokens”
  • [claimed-docs] https://about.gitlab.com/partners/technology-partners/“Make allows you to connect GitLab to more than 700 ready-made applications or to any API to integrate your DevSecOps processes and optimize your workflows without any coding. Utilize webhooks, actions, and triggers to automate work in GitLab and send notifications. Make also offers a general API connection module that allows you to call any GitLab endpoint, so you can integrate”

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

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

  • [claimed-docs] https://docs.gitlab.com“Personal access tokens”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“For `http`, enter your [personal access token](/user/profile/personal_access_tokens/).”
  • [claimed-docs] https://docs.gitlab.com“[Personal access tokens](/user/profile/personal_access_tokens/)”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“GitLab supports authentication with HTTP Bearer or OAuth 2.0 credentials.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Configure Allow, Ask, and Deny policies for agent tools, enforced at execution time for all connecting clients.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Monitor AI agent sessions, audit logs, and developer exposure across a group.”

Build against official SDKsweight 2

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

  • [claimed-docs] https://docs.gitlab.com“Interact programmatically with GitLab.”

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 = 113.0 ÷ 210 × 100 = 53.8

API quality71.4/100×0.20 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) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the [REST API documentation]”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Use the interactive request tool to send live requests to GitLab.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“GitLab supports authentication with HTTP Bearer or OAuth 2.0 credentials.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“For `http`, enter your [personal access token](/user/profile/personal_access_tokens/).”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“The tool displays the `curl` command, the full request URL, and the server response.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Docs, "OpenAPI": "GitLab documents its REST API using the OpenAPI 3.0 specification (formerly called Swagger)... The OpenAPI spec is autogenerated directly from the API code and is tightly coupled to its implementation, ensuring the documentation is always accurate and up to date"; "The raw OpenAPI 3.0 specification is available in the GitLab monorepo" (doc/api/openapi/openapi_v2.yaml).”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the REST API documentation.”

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

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

  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Docs, "OpenAPI": "GitLab documents its REST API using the OpenAPI 3.0 specification (formerly called Swagger)... The OpenAPI spec is autogenerated directly from the API code and is tightly coupled to its implementation, ensuring the documentation is always accurate and up to date"; "The raw OpenAPI 3.0 specification is available in the GitLab monorepo" (doc/api/openapi/openapi_v2.yaml).”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the [REST API documentation]”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Use the interactive request tool to send live requests to GitLab.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the REST API documentation.”

Test against a sandbox environment without touching production dataweight 1

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

  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Configure Allow, Ask, and Deny policies for agent tools, enforced at execution time for all connecting clients.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Monitor AI agent sessions, audit logs, and developer exposure across a group.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/security_threats“Human in the loop approvals for chat-based GitLab Duo Agent Platform sessions”
  • [claimed-docs] https://docs.gitlab.com“Get started with GitLab CI/CD Build and test your application.”

Rely on versioned APIs with a documented deprecation policyweight 2

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

  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Docs, "OpenAPI": "GitLab documents its REST API using the OpenAPI 3.0 specification (formerly called Swagger)... The OpenAPI spec is autogenerated directly from the API code and is tightly coupled to its implementation, ensuring the documentation is always accurate and up to date"; "The raw OpenAPI 3.0 specification is available in the GitLab monorepo" (doc/api/openapi/openapi_v2.yaml).”
  • [claimed-docs] https://docs.gitlab.com/api/rest/deprecations/“Docs, "REST API deprecations": "You should regularly review the following deprecations and make the recommended changes"; "GitLab will not make these changes within REST API v4, and follows semantic versioning for the REST API" (see /api/rest/#versioning-and-deprecations).”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Automate your workflows and build integrations with the GitLab REST API”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the [REST API documentation]”

API quality = 50.0 ÷ 70 × 100 = 71.4

Openness44.4/100×0.20 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) × 7 (quality) × 0.6 (partial) = 8.4 of 20 max

  • [claimed-docs] https://docs.gitlab.com/api/rest/“Automate your workflows and build integrations with the GitLab REST API”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the [REST API documentation]”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Use the interactive request tool to send live requests to GitLab.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“GitLab supports authentication with HTTP Bearer or OAuth 2.0 credentials.”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“Docs, "OpenAPI": "GitLab documents its REST API using the OpenAPI 3.0 specification (formerly called Swagger)... The OpenAPI spec is autogenerated directly from the API code and is tightly coupled to its implementation, ensuring the documentation is always accurate and up to date"; "The raw OpenAPI 3.0 specification is available in the GitLab monorepo" (doc/api/openapi/openapi_v2.yaml).”
  • [claimed-docs] https://docs.gitlab.com/api/rest/deprecations/“Docs, "REST API deprecations": "You should regularly review the following deprecations and make the recommended changes"; "GitLab will not make these changes within REST API v4, and follows semantic versioning for the REST API" (see /api/rest/#versioning-and-deprecations).”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Manage CI/CD processes across multiple projects with precision.”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Control user access programmatically to maintain consistent permissions across your organization.”
  • [probe] https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/“official MCP server documented at https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/”
  • [probe] https://docs.gitlab.com/editor_extensions/gitlab_cli/“official CLI documented at https://docs.gitlab.com/editor_extensions/gitlab_cli/”

Export all of my data in open formats and leaveweight 3

3 (weight) × 5 (quality) × 0.6 (partial) = 9.0 of 30 max

  • [claimed-docs] https://docs.gitlab.com“Work with the Git version control system.”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Automate your workflows and build integrations with the GitLab REST API”
  • [claimed-docs] https://docs.gitlab.com/api/openapi/“You can browse and test every endpoint interactively in the [REST API documentation]”
  • [claimed-docs] https://docs.gitlab.com“The Linux package includes services and tools to install GitLab without laborious configuration.”
  • [claimed-docs] https://docs.gitlab.com“If you're using cluster management, we recommend the Helm chart or the Operator for installing cloud-native GitLab.”
  • [community] https://news.ycombinator.com/item?id=17223116“Migrating repos are straightforward... GitHub importer can import: repository description, Git repository data, issues, pull requests, wiki pages, milestones, labels, release notes, PR review comments, and comments.”

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) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

  • [claimed-docs] https://docs.gitlab.com“The Linux package includes services and tools to install GitLab without laborious configuration.”
  • [claimed-docs] https://docs.gitlab.com“If you're using cluster management, we recommend the Helm chart or the Operator for installing cloud-native GitLab.”
  • [claimed-docs] https://docs.gitlab.com“GitLab maintains a set of official Docker images based on the Linux package.”
  • [claimed-docs] https://docs.gitlab.com“If the Linux package isn't available for your distribution, you can self-compile GitLab.”
  • [claimed-docs] https://docs.gitlab.com“Scale your GitLab installation by using the recommended configurations.”
  • [community] https://news.ycombinator.com/item?id=17223116“I love GitLab, and I use a private instance at work, but I won't use it to store my public projects for one sole reason: you can't hide your email address shown in commits.”

Openness = 44.4 ÷ 100 × 100 = 44.4

Built-in AI81.1/100×0.15 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) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://about.gitlab.com“Agents turn issues into merge requests, remediate vulnerabilities, and review code while your team stays in control.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/context“you can ask “Find the merge request about authentication” and Chat searches for relevant merge req”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform“Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.”
  • [claimed-docs] https://docs.gitlab.com/user/get_started/get_started_agent_platform“Chat has access to your project, including issues, merge requests, commits, and CI/CD pipelines, and Chat maintains context across conversations.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/ai_catalog“Discover agents and flows created by the GitLab team and community members.”
  • [claimed-docs] https://about.gitlab.com“Consolidate scanners like SAST, SCA, Secret Detection, and DAST into one platform. Security findings appear directly in merge requests and IDEs.”

Set up automations that run autonomously in the backgroundweight 2

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

  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/ai_catalog“Discover agents and flows created by the GitLab team and community members.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/agents“Custom agents are agents you create and configure for your team’s specific needs.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/sessions“Sessions show the status and execution data for the agents and flows you’ve run.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/security_threats“Human in the loop approvals for chat-based GitLab Duo Agent Platform sessions”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Configure Allow, Ask, and Deny policies for agent tools, enforced at execution time for all connecting clients.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Monitor AI agent sessions, audit logs, and developer exposure across a group.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform“Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.”
  • [claimed-docs] https://about.gitlab.com“Customize workflows for development, testing, security, and deployment. Teams orchestrate from above the lifecycle while agents execute within it”

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

3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform“Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/ai_catalog“Discover agents and flows created by the GitLab team and community members.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/agents“Custom agents are agents you create and configure for your team’s specific needs.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/sessions“Sessions show the status and execution data for the agents and flows you’ve run.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/customize“You can customize the Agent Platform to match your workflow, coding standards, or project requirements.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/context“you can ask “Find the merge request about authentication” and Chat searches for relevant merge req”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/security_threats“Human in the loop approvals for chat-based GitLab Duo Agent Platform sessions”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Configure Allow, Ask, and Deny policies for agent tools, enforced at execution time for all connecting clients.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Monitor AI agent sessions, audit logs, and developer exposure across a group.”
  • [claimed-docs] https://docs.gitlab.com/user/get_started/get_started_agent_platform“Chat has access to your project, including issues, merge requests, commits, and CI/CD pipelines, and Chat maintains context across conversations.”
  • [claimed-docs] https://about.gitlab.com“Customize workflows for development, testing, security, and deployment. Teams orchestrate from above the lifecycle while agents execute within it”

Operate the product with natural-language commandsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/context“you can ask “Find the merge request about authentication” and Chat searches for relevant merge req”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform“Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.”
  • [claimed-docs] https://docs.gitlab.com/user/get_started/get_started_agent_platform“Chat has access to your project, including issues, merge requests, commits, and CI/CD pipelines, and Chat maintains context across conversations.”
  • [claimed-docs] https://about.gitlab.com“Agents turn issues into merge requests, remediate vulnerabilities, and review code while your team stays in control.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/agents“Custom agents are agents you create and configure for your team’s specific needs.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/security_threats“Human in the loop approvals for chat-based GitLab Duo Agent Platform sessions”

Built-in AI = 73.0 ÷ 90 × 100 = 81.1

Automation27.0/100×0.15 of the PA blend

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

Perform bulk operations across many items at onceweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://docs.gitlab.com/api/rest/“Automate your workflows and build integrations with the GitLab REST API”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Manage CI/CD processes across multiple projects with precision.”
  • [claimed-docs] https://docs.gitlab.com/api/rest/“Control user access programmatically to maintain consistent permissions across your organization.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform“Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”

Define rules that trigger actions automatically on eventsweight 3

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

  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/customize“You can customize the Agent Platform to match your workflow, coding standards, or project requirements.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform“Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Configure Allow, Ask, and Deny policies for agent tools, enforced at execution time for all connecting clients.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/ai_catalog“Discover agents and flows created by the GitLab team and community members.”
  • [claimed-docs] https://docs.gitlab.com“Build and test your application.”

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) × 5 (quality) × 0.6 (partial) = 3.0 of 10 max

  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/agents“Custom agents are agents you create and configure for your team’s specific needs.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/flows“Custom flows are workflows you create to automate your team’s specific processes.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/sessions“Sessions show the status and execution data for the agents and flows you’ve run.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/customize“You can customize the Agent Platform to match your workflow, coding standards, or project requirements.”
  • [claimed-docs] https://docs.gitlab.com/user/duo_agent_platform/security_threats“Human in the loop approvals for chat-based GitLab Duo Agent Platform sessions”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Configure Allow, Ask, and Deny policies for agent tools, enforced at execution time for all connecting clients.”
  • [claimed-docs] https://docs.gitlab.com/user/ai-governance“Monitor AI agent sessions, audit logs, and developer exposure across a group.”

Automation = 21.6 ÷ 80 × 100 = 27.0