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feat(ai): add AI agent skills for repository workflows#348
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feat/ai-agent-skills

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@piotrzajac piotrzajac commented May 11, 2026

Summary

Summary by CodeRabbit

  • Documentation
    • Introduced AI agent skills framework for repository workflows, including task management (start/finish), code validation, parameter attribute scaffolding, test class generation, architectural decision auditing, and branch/PR creation.
    • Added skill documentation library with templates, conventions, and step-by-step operational workflows.
    • Updated agent command reference with invocation instructions for all seven workflow skills.

Review Change Stack

Closes TASK-20.

Introduces 7 reusable AI agent skill prompts following the
agentskills.io open standard. Each skill
encodes a recurring workflow so any AI agent (Claude, Copilot, Codex,
Cursor) can follow it consistently across sessions without re-reading
AGENTS.md from scratch every time.

Skills added

Skill Argument Purpose
task-start TASK-N Load task from backlog, surface related decisions, suggest branch name
task-finish TASK-N Verify ACs, check decisions, suggest commit message, mark Done
validate none dotnet build + dotnet test + test convention scan
add-attribute AttributeName Scaffold sealed Core attribute + test following decisions 26-29
review-decisions none Compliance audit of diff against all 29 decisions
new-test SubjectClass BDD/AAA test class scaffold following decisions 24-25
create-branch-pr TASK-N (optional) Branch creation + PR opening with full checklist

Structure

.ai/skills/<name>/SKILL.md          ← canonical skill (universal, any agent)
.ai/skills/add-attribute/references/extension-model.md
.ai/skills/new-test/assets/test-template.md
.ai/skills/create-branch-pr/assets/pr-template.md
.claude/commands/<name>.md          ← thin wrapper for Claude Code /slash-commands

Checklist

  • Commit messages follow Conventional Commits (type(scope): description)
  • dotnet build src/Objectivity.AutoFixture.XUnit2.AutoMock.sln passes with no warnings (docs-only change, no C# code modified)
  • dotnet test src/Objectivity.AutoFixture.XUnit2.AutoMock.sln passes on all framework slices (docs-only change)
  • Code coverage remains at least at the level prior the change (no code change)
  • Mutation score remains at least at the level prior the change (no code change)
  • New tests follow the GIVEN/WHEN/THEN naming convention and AAA structure (no new tests — docs-only change)
  • No new [SuppressMessage] without a justification comment
  • No // TODO: comments added
  • No new dependencies introduced that are incompatible with the MIT license

Introduces 7 reusable skill prompts following the agentskills.io open
standard, stored in .ai/skills/. Each skill encodes a recurring workflow
(task orientation, validation, attribute scaffolding, etc.) so any AI
agent can follow it consistently across sessions.

Thin wrappers in .claude/commands/ expose the skills as Claude Code
/slash-commands. AGENTS.md gains an Available Skills section that
documents all 7 skills with invocation instructions for every agent type.

Closes TASK-20.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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coderabbitai Bot commented May 11, 2026

📝 Walkthrough

Walkthrough

This PR establishes a comprehensive AI agent skills framework for the repository, introducing seven skill definitions for task lifecycle management, development workflows, validation, and code scaffolding, along with command wrappers and integration documentation to enable Claude Code and other agents to guide developers through repository conventions.

Changes

AI Agent Skills Framework

Layer / File(s) Summary
Backlog Task & Scope Definition
.backlog/tasks/task-20 - Create-AI-agent-skills-for-repository-workflows.md
TASK-20 defines the project scope, specifying a .ai/skills/ directory with seven skill subdirectories, each containing a SKILL.md with agentskills.io-compliant frontmatter, paired command wrappers in .claude/commands/, and acceptance criteria for functional completeness and AGENTS.md integration.
Task Lifecycle Skills
.ai/skills/task-start/SKILL.md, .ai/skills/task-finish/SKILL.md
task-start guides users through backlog task orientation via npx backlog task show, decision mapping, branch naming suggestions, and marking tasks "In Progress". task-finish walks through acceptance-criteria verification, decision compliance checks, validation, conventional commit drafting, and status updates to "Done".
Branch & PR Creation Workflow
.ai/skills/create-branch-pr/SKILL.md, .ai/skills/create-branch-pr/assets/pr-template.md
Skill defines feature branch naming (Conventional Commits format), push workflow, pre-submission checklist (build/test/coverage/mutation), and PR creation via gh pr create. PR template includes CodeRabbit summary placeholder, issue linking, and checklists for commit format, testing, coverage, mutation thresholds, naming conventions, and dependency constraints.
Build & Convention Validation Skills
.ai/skills/validate/SKILL.md, .ai/skills/review-decisions/SKILL.md
validate runs dotnet build (zero warnings), dotnet test (fast or full), and scans test files for DisplayName/naming/attribute-order/fixture/AAA violations. review-decisions maps changed files to 29 architectural decisions, checks compliance via a decision table and common-violation patterns, and outputs a status table (OK/Review/Violation) with blocking rules.
Code Scaffolding Skills
.ai/skills/add-attribute/SKILL.md, .ai/skills/add-attribute/references/extension-model.md, .ai/skills/new-test/SKILL.md, .ai/skills/new-test/assets/test-template.md
add-attribute scaffolds sealed CustomizeAttribute-derived parameter attributes in Core, guiding through purpose analysis, class/test creation, naming conventions, collection/trait/DisplayName/AAA rules, and guardrails (Core-only, applies to all mocks, zero warnings). Extension model reference documents PickFromRangeAttribute pattern with annotated C# example and minimal skeleton. new-test scaffolds test classes with required [Collection]/[Trait] attributes, BDD DisplayName rules, AAA structure, and test templates for [Fact] and [Theory] methods including attribute wiring examples.
Command Wrapper Interface
.claude/commands/add-attribute.md, .claude/commands/create-branch-pr.md, .claude/commands/new-test.md, .claude/commands/review-decisions.md, .claude/commands/task-finish.md, .claude/commands/task-start.md, .claude/commands/validate.md
Thin wrapper stubs in .claude/commands/ direct users to canonical skill documentation and define argument placeholders ($ARGUMENTS, Task ID) for agent invocation, following /skill-name [argument] format expected by Claude Code.
AGENTS.md Integration
AGENTS.md
"Available Skills" section documents .ai/skills/ storage pattern, skill invocation format, argument structure, and a reference table listing all seven skills (task-start, task-finish, validate, add-attribute, review-decisions, new-test, create-branch-pr) with expected argument types.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~12 minutes

Possibly related PRs

Suggested labels

enhancement

🚥 Pre-merge checks | ✅ 4
✅ Passed checks (4 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly and concisely summarizes the main change: adding AI agent skills for repository workflows, accurately reflecting the seven new skill documents introduced.
Description check ✅ Passed The description is comprehensive and follows the template structure with a summary, issue reference (Closes TASK-20), a detailed skills table, and a completed checklist addressing all required items.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch feat/ai-agent-skills

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Actionable comments posted: 4

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In @.ai/skills/create-branch-pr/assets/pr-template.md:
- Line 18: The PR template checklist uses a relative link "../AGENTS.md" which
can break when rendered; open the PR template entry that contains the checklist
line referencing AGENTS.md (the line reading "New tests follow the
GIVEN/WHEN/THEN naming convention and AAA structure (see
[AGENTS.md](../AGENTS.md))") and replace the link target with a repo-root link
"/AGENTS.md" (or a full GitHub URL) so the AGENTS.md link reliably resolves in
PR descriptions.

In @.ai/skills/new-test/assets/test-template.md:
- Around line 11-12: The template uses a plain external namespace import and a
mismatched test method name: replace the raw "using Moq;" import with the
repository convention "global::Moq" (or the appropriate global:: prefix for
FakeItEasy/NSubstitute) so external packages are referenced via global::, and
rename the test method that currently has a trailing "2" (the method at the
template's test declaration around line 49) to exactly mirror its DisplayName
per the BDD rule (remove the appended "2" or otherwise make the method name
identical to the DisplayName).

In @.ai/skills/review-decisions/SKILL.md:
- Around line 27-31: Update the decision-mapping path patterns in SKILL.md to
match the repository’s actual module names instead of the simplified ones;
replace occurrences like "src/Core/***" and "src/AutoMoq/**" with the real
package patterns such as "src/Objectivity.AutoFixture.XUnit2.*" (and other
Objectivity.AutoFixture.* module patterns used here), and adjust test patterns
so test project paths mirror their corresponding source projects 1:1 (e.g.,
ensure test globbing matches the exact Objectivity.* test folders). Ensure all
entries that previously used generic patterns (the lines around the
decision-mapping entries) are updated so the decision checks will not be
skipped.

In @.ai/skills/task-finish/SKILL.md:
- Around line 28-31: Change the changed-file globs in
.ai/skills/task-finish/SKILL.md so they match this repo’s project naming
(Objectivity.AutoFixture.*) instead of generic `src/...` patterns: replace the
entries that currently read `src/Core/Attributes/*.cs`, `src/Core/*.cs`,
`src/*Tests*/*.cs` and `src/AutoMoq/**`, `src/AutoFakeItEasy/**`,
`src/AutoNSubstitute/**` with globs that include the repo module prefix (e.g.
patterns that start with `Objectivity.AutoFixture.*/` and mirror source→test
folder structure 1:1), and ensure test project globs use the same
namespace/folder layout as their corresponding source projects so decision
checks match real files.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro

Run ID: 3b905272-2d6f-4b62-bace-8f67a27d89ee

📥 Commits

Reviewing files that changed from the base of the PR and between 899e1e8 and c1dfcb0.

📒 Files selected for processing (19)
  • .ai/skills/add-attribute/SKILL.md
  • .ai/skills/add-attribute/references/extension-model.md
  • .ai/skills/create-branch-pr/SKILL.md
  • .ai/skills/create-branch-pr/assets/pr-template.md
  • .ai/skills/new-test/SKILL.md
  • .ai/skills/new-test/assets/test-template.md
  • .ai/skills/review-decisions/SKILL.md
  • .ai/skills/task-finish/SKILL.md
  • .ai/skills/task-start/SKILL.md
  • .ai/skills/validate/SKILL.md
  • .backlog/tasks/task-20 - Create-AI-agent-skills-for-repository-workflows.md
  • .claude/commands/add-attribute.md
  • .claude/commands/create-branch-pr.md
  • .claude/commands/new-test.md
  • .claude/commands/review-decisions.md
  • .claude/commands/task-finish.md
  • .claude/commands/task-start.md
  • .claude/commands/validate.md
  • AGENTS.md

- [ ] `dotnet test src/Objectivity.AutoFixture.XUnit2.AutoMock.sln` passes on all framework slices
- [ ] Code coverage remains at least at the level prior the change (verified by Codecov)
- [ ] Mutation score remains at least at the level prior the change (verified by Stryker)
- [ ] New tests follow the GIVEN/WHEN/THEN naming convention and AAA structure (see [AGENTS.md](../AGENTS.md))
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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Use a repo-root link for AGENTS.md in the PR template.

Line 18 uses ../AGENTS.md, which is brittle when rendered in PR descriptions. Use /AGENTS.md (or full GitHub URL) to avoid broken links.

Suggested patch
-- [ ] New tests follow the GIVEN/WHEN/THEN naming convention and AAA structure (see [AGENTS.md](../AGENTS.md))
+- [ ] New tests follow the GIVEN/WHEN/THEN naming convention and AAA structure (see [AGENTS.md](/AGENTS.md))
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
- [ ] New tests follow the GIVEN/WHEN/THEN naming convention and AAA structure (see [AGENTS.md](../AGENTS.md))
- [ ] New tests follow the GIVEN/WHEN/THEN naming convention and AAA structure (see [AGENTS.md](/AGENTS.md))
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.ai/skills/create-branch-pr/assets/pr-template.md at line 18, The PR
template checklist uses a relative link "../AGENTS.md" which can break when
rendered; open the PR template entry that contains the checklist line
referencing AGENTS.md (the line reading "New tests follow the GIVEN/WHEN/THEN
naming convention and AAA structure (see [AGENTS.md](../AGENTS.md))") and
replace the link target with a repo-root link "/AGENTS.md" (or a full GitHub
URL) so the AGENTS.md link reliably resolves in PR descriptions.

Comment on lines +11 to +12
using Moq; // or FakeItEasy / NSubstitute depending on the module
using Xunit;
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⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Template examples conflict with repository test/style conventions.

Line 11 uses using Moq; while the template states external packages should use global::. Line 49 appends 2 to the method name, which breaks the “method mirrors DisplayName” BDD rule.

Suggested patch
-    using Moq;  // or FakeItEasy / NSubstitute depending on the module
+    using global::Moq;  // or corresponding module-specific mocking package

-        public void Given<Precondition>_When<Action>_Then<Outcome>2(
+        public void Given<Precondition>_When<ActionWithInlineValue>_Then<Outcome>(

Also applies to: 49-49

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.ai/skills/new-test/assets/test-template.md around lines 11 - 12, The
template uses a plain external namespace import and a mismatched test method
name: replace the raw "using Moq;" import with the repository convention
"global::Moq" (or the appropriate global:: prefix for FakeItEasy/NSubstitute) so
external packages are referenced via global::, and rename the test method that
currently has a trailing "2" (the method at the template's test declaration
around line 49) to exactly mirror its DisplayName per the BDD rule (remove the
appended "2" or otherwise make the method name identical to the DisplayName).

Comment on lines +27 to +31
| `src/Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
| `src/Core/**/*.cs` (non-attribute) | 3, 7, 26, 27, 28, 29 |
| `src/*Tests*/**/*.cs` | 24, 25, 26 |
| `src/AutoMoq/**`, `src/AutoFakeItEasy/**`, `src/AutoNSubstitute/**` | 4, 26, 27, 28 |
| `.github/workflows/*.yml` | 10, 14, 15, 18, 19, 20 |
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⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Fix decision-mapping path patterns to match actual repository paths.

Line 27–31 use simplified paths (src/Core/..., src/AutoMoq/...) that don’t match this repo’s real module paths (src/Objectivity.AutoFixture.XUnit2.*). This can silently skip required decision checks.

Suggested patch
-| `src/Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
-| `src/Core/**/*.cs` (non-attribute) | 3, 7, 26, 27, 28, 29 |
-| `src/*Tests*/**/*.cs` | 24, 25, 26 |
-| `src/AutoMoq/**`, `src/AutoFakeItEasy/**`, `src/AutoNSubstitute/**` | 4, 26, 27, 28 |
+| `src/Objectivity.AutoFixture.XUnit2.Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
+| `src/Objectivity.AutoFixture.XUnit2.Core/**/*.cs` (non-attribute) | 3, 7, 26, 27, 28, 29 |
+| `src/Objectivity.AutoFixture.XUnit2.*.Tests/**/*.cs` | 24, 25, 26 |
+| `src/Objectivity.AutoFixture.XUnit2.AutoMoq/**`, `src/Objectivity.AutoFixture.XUnit2.AutoFakeItEasy/**`, `src/Objectivity.AutoFixture.XUnit2.AutoNSubstitute/**` | 4, 26, 27, 28 |

Based on learnings: “Test projects must mirror source projects 1:1 in namespace and folder structure.”

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
| `src/Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
| `src/Core/**/*.cs` (non-attribute) | 3, 7, 26, 27, 28, 29 |
| `src/*Tests*/**/*.cs` | 24, 25, 26 |
| `src/AutoMoq/**`, `src/AutoFakeItEasy/**`, `src/AutoNSubstitute/**` | 4, 26, 27, 28 |
| `.github/workflows/*.yml` | 10, 14, 15, 18, 19, 20 |
| `src/Objectivity.AutoFixture.XUnit2.Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
| `src/Objectivity.AutoFixture.XUnit2.Core/**/*.cs` (non-attribute) | 3, 7, 26, 27, 28, 29 |
| `src/Objectivity.AutoFixture.XUnit2.*.Tests/**/*.cs` | 24, 25, 26 |
| `src/Objectivity.AutoFixture.XUnit2.AutoMoq/**`, `src/Objectivity.AutoFixture.XUnit2.AutoFakeItEasy/**`, `src/Objectivity.AutoFixture.XUnit2.AutoNSubstitute/**` | 4, 26, 27, 28 |
| `.github/workflows/*.yml` | 10, 14, 15, 18, 19, 20 |
🧰 Tools
🪛 LanguageTool

[uncategorized] ~31-~31: The official name of this software platform is spelled with a capital “H”.
Context: ...AutoNSubstitute/**| 4, 26, 27, 28 | |.github/workflows/*.yml` | 10, 14, 15, 18, 19, ...

(GITHUB)

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.ai/skills/review-decisions/SKILL.md around lines 27 - 31, Update the
decision-mapping path patterns in SKILL.md to match the repository’s actual
module names instead of the simplified ones; replace occurrences like
"src/Core/***" and "src/AutoMoq/**" with the real package patterns such as
"src/Objectivity.AutoFixture.XUnit2.*" (and other Objectivity.AutoFixture.*
module patterns used here), and adjust test patterns so test project paths
mirror their corresponding source projects 1:1 (e.g., ensure test globbing
matches the exact Objectivity.* test folders). Ensure all entries that
previously used generic patterns (the lines around the decision-mapping entries)
are updated so the decision checks will not be skipped.

Comment on lines +28 to +31
| `src/Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
| `src/Core/*.cs` | 3, 26, 27, 28, 29 |
| `src/*Tests*/*.cs` | 24, 25, 26 |
| `src/AutoMoq/**`, `src/AutoFakeItEasy/**`, `src/AutoNSubstitute/**` | 4, 26, 27, 28 |
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⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Update changed-file patterns so decision checks actually hit real files.

Line 28–31 use path globs (src/Core/..., src/*Tests*/*.cs, src/AutoMoq/...) that don’t align with this repo’s Objectivity.AutoFixture.XUnit2.* directory naming. This can let violations slip through.

Suggested patch
-| `src/Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
-| `src/Core/*.cs` | 3, 26, 27, 28, 29 |
-| `src/*Tests*/*.cs` | 24, 25, 26 |
-| `src/AutoMoq/**`, `src/AutoFakeItEasy/**`, `src/AutoNSubstitute/**` | 4, 26, 27, 28 |
+| `src/Objectivity.AutoFixture.XUnit2.Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
+| `src/Objectivity.AutoFixture.XUnit2.Core/**/*.cs` | 3, 26, 27, 28, 29 |
+| `src/Objectivity.AutoFixture.XUnit2.*.Tests/**/*.cs` | 24, 25, 26 |
+| `src/Objectivity.AutoFixture.XUnit2.AutoMoq/**`, `src/Objectivity.AutoFixture.XUnit2.AutoFakeItEasy/**`, `src/Objectivity.AutoFixture.XUnit2.AutoNSubstitute/**` | 4, 26, 27, 28 |

Based on learnings: “Test projects must mirror source projects 1:1 in namespace and folder structure.”

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
| `src/Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
| `src/Core/*.cs` | 3, 26, 27, 28, 29 |
| `src/*Tests*/*.cs` | 24, 25, 26 |
| `src/AutoMoq/**`, `src/AutoFakeItEasy/**`, `src/AutoNSubstitute/**` | 4, 26, 27, 28 |
| `src/Objectivity.AutoFixture.XUnit2.Core/Attributes/*.cs` | 8, 9, 17, 26, 27, 28, 29 |
| `src/Objectivity.AutoFixture.XUnit2.Core/**/*.cs` | 3, 26, 27, 28, 29 |
| `src/Objectivity.AutoFixture.XUnit2.*.Tests/**/*.cs` | 24, 25, 26 |
| `src/Objectivity.AutoFixture.XUnit2.AutoMoq/**`, `src/Objectivity.AutoFixture.XUnit2.AutoFakeItEasy/**`, `src/Objectivity.AutoFixture.XUnit2.AutoNSubstitute/**` | 4, 26, 27, 28 |
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.ai/skills/task-finish/SKILL.md around lines 28 - 31, Change the
changed-file globs in .ai/skills/task-finish/SKILL.md so they match this repo’s
project naming (Objectivity.AutoFixture.*) instead of generic `src/...`
patterns: replace the entries that currently read `src/Core/Attributes/*.cs`,
`src/Core/*.cs`, `src/*Tests*/*.cs` and `src/AutoMoq/**`,
`src/AutoFakeItEasy/**`, `src/AutoNSubstitute/**` with globs that include the
repo module prefix (e.g. patterns that start with `Objectivity.AutoFixture.*/`
and mirror source→test folder structure 1:1), and ensure test project globs use
the same namespace/folder layout as their corresponding source projects so
decision checks match real files.

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