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feat: add capabilities endpoint and enhance AGUI event handling#613

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Gkrumbach07 wants to merge 6 commits intoambient-code:mainfrom
Gkrumbach07:update-ag-ui-adapter
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feat: add capabilities endpoint and enhance AGUI event handling#613
Gkrumbach07 wants to merge 6 commits intoambient-code:mainfrom
Gkrumbach07:update-ag-ui-adapter

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@Gkrumbach07
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  • Introduced a new endpoint for retrieving runner capabilities at /agentic-sessions/:sessionName/agui/capabilities.
  • Implemented the HandleCapabilities function to authenticate users, verify permissions, and proxy requests to the runner.
  • Enhanced AGUI event handling by adding support for custom events and persisting message snapshots for faster reconnections.
  • Updated the frontend to utilize the new capabilities endpoint and replaced the existing chat component with CopilotChatPanel for improved user experience.

This update improves the overall functionality and performance of the AG-UI system, allowing for better integration with the runner's capabilities and enhancing user interactions.

- Introduced a new endpoint for retrieving runner capabilities at `/agentic-sessions/:sessionName/agui/capabilities`.
- Implemented the `HandleCapabilities` function to authenticate users, verify permissions, and proxy requests to the runner.
- Enhanced AGUI event handling by adding support for custom events and persisting message snapshots for faster reconnections.
- Updated the frontend to utilize the new capabilities endpoint and replaced the existing chat component with `CopilotChatPanel` for improved user experience.

This update improves the overall functionality and performance of the AG-UI system, allowing for better integration with the runner's capabilities and enhancing user interactions.
@Gkrumbach07 Gkrumbach07 marked this pull request as draft February 11, 2026 00:39
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codecov bot commented Feb 11, 2026

Codecov Report

❌ Patch coverage is 4.54545% with 105 lines in your changes missing coverage. Please review.

Files with missing lines Patch % Lines
...onents/runners/claude-code-runner/observability.py 4.54% 105 Missing ⚠️

📢 Thoughts on this report? Let us know!

@github-actions

This comment has been minimized.

- Fixed a typo in the event type constant from `EventTypStateDelta` to `EventTypeStateDelta`.
- Added a new event type constant `EventTypeCustom` for platform extensions.
- Refactored message extraction logic from snapshots to improve handling of messages from persisted snapshots.
- Removed the deprecated `loadCompactedMessages` function and updated the event streaming logic to utilize persisted message snapshots for better performance and reliability.

These changes enhance the overall stability and functionality of the AG-UI event handling system.
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github-actions bot commented Feb 11, 2026

Claude Code Review

Summary

This PR introduces a new capabilities endpoint and significantly refactors the AGUI event handling system. The changes replace custom event compaction logic with runner-emitted snapshots and integrate CopilotKit for the frontend chat UI. Overall, the implementation demonstrates strong security practices and architectural clarity, with a few areas requiring attention before merge.

Key Changes:

  • ✅ New /capabilities endpoint with proper RBAC validation
  • ✅ MESSAGES_SNAPSHOT persistence for fast reconnect
  • ✅ Removal of complex compaction logic (~400 lines deleted)
  • ✅ CopilotKit integration for chat UI
  • ⚠️ Large dependency additions (16K+ lines in package-lock.json)
  • ⚠️ Frontend uses interface instead of type (violates guidelines)

Issues by Severity

🚫 Blocker Issues

None - No critical security or correctness issues that block merge.


🔴 Critical Issues

1. Frontend Type Definitions Violate Standards

Location: components/frontend/src/types/agui.ts

The codebase standard is to always use type over interface (see CLAUDE.md line 1144 and frontend-development.md line 73-76).

Problem:

// Added in this PR - violates guidelines
interface Capabilities { ... }

Fix Required:

// Should be:
type Capabilities = { ... }

Reference: CLAUDE.md lines 1141-1145, frontend-development.md lines 73-76


2. Missing Type Safety in Capabilities Response

Location: components/backend/websocket/agui_proxy.go:454-462

var result map[string]interface{}
if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
    log.Printf("Capabilities: Failed to decode response: %v", err)
    c.JSON(http.StatusInternalServerError, gin.H{"error": "Failed to parse runner response"})
    return
}
c.JSON(http.StatusOK, result)

Issues:

  • No type validation on result before returning to user
  • Could return arbitrary JSON from runner without structure validation
  • Returning 500 Internal Server Error exposes implementation details

Recommendation:

  1. Define a CapabilitiesResponse struct with expected fields
  2. Unmarshal into typed struct
  3. Return 503 Service Unavailable (not 500) if runner response is malformed

Pattern: See error-handling.md lines 199-220 for proper error exposure patterns.


3. Large Dependency Additions Without Justification

Location: components/frontend/package.json and package-lock.json

Added Dependencies:

  • @copilotkit/react-core + @copilotkit/react-ui + @copilotkit/runtime + @copilotkit/runtime-client-gql
  • @ag-ui/client

Impact:

  • +16,085 lines added to package-lock.json
  • Substantial increase in bundle size
  • Potential security surface area expansion

Missing:

  • Dependency audit results
  • Bundle size impact analysis
  • Justification for why CopilotKit is preferred over the custom implementation

Recommendation:

  • Add comment to PR description explaining why CopilotKit was chosen
  • Include bundle size comparison (before/after)
  • Run npm audit and document any vulnerabilities

🟡 Major Issues

4. Fallback Capabilities Response May Hide Errors

Location: components/backend/websocket/agui_proxy.go:431-439

if err != nil {
    log.Printf("Capabilities: Request failed: %v", err)
    // Runner not ready — return minimal default
    c.JSON(http.StatusOK, gin.H{
        "framework":       "unknown",
        "agent_features":  []interface{}{},
        "platform_features": []interface{}{},
        "file_system":     false,
        "mcp":             false,
    })
    return
}

Issue:

  • Returns 200 OK when runner is actually unavailable
  • Frontend cannot distinguish between "runner truly has no features" vs. "runner is not responding"
  • Could lead to confusing UI state

Recommendation:
Return 503 Service Unavailable with structured error:

c.JSON(http.StatusServiceUnavailable, gin.H{
    "error": "Runner not available",
    "message": "Session is starting or runner is unavailable",
})

Frontend can then show appropriate loading/error state.


5. Missing Error Context in Logs

Location: components/backend/websocket/agui.go:52

if eventType == types.EventTypeMessagesSnapshot {
    go persistMessagesSnapshot(sessionID, event)
}

Issue:

  • persistMessagesSnapshot runs in goroutine but errors are only logged
  • No way to know if snapshot persistence failed
  • Could lead to users losing conversation history on reconnect

Recommendation:
Consider adding metrics/alerting for snapshot persistence failures, or at minimum log with ERROR level instead of Printf.


6. Deleted Compaction Logic Without Migration Path

Location: components/backend/websocket/compaction.go (deleted)

Issue:

  • 401 lines of compaction logic deleted
  • Existing sessions with events in old format may not have MESSAGES_SNAPSHOT
  • No migration documented for sessions created before this PR

Questions:

  1. What happens to sessions created before this PR that don't have messages-snapshot.json?
  2. Is there a migration script to backfill snapshots?

Recommendation:
Add migration logic or document the breaking change in CHANGELOG.


🔵 Minor Issues

7. Frontend Component Missing Loading States

Location: components/frontend/src/components/session/CopilotChatPanel.tsx

Issue:

  • No loading state while CopilotKit initializes
  • No error boundary for when runtime connection fails

Recommendation:

export function CopilotChatPanel({ projectName, sessionName }: Props) {
  const { data: capabilities, isLoading, error } = useCapabilities(projectName, sessionName);
  
  if (isLoading) return <div>Initializing chat...</div>;
  if (error) return <div>Failed to connect: {error.message}</div>;
  
  return <CopilotKit runtimeUrl={...}>...</CopilotKit>;
}

Reference: frontend-development.md line 156 (all buttons/components need loading states)


8. Typo Fixed But Inconsistent Naming

Location: components/backend/types/agui.go:23-24

-EventTypStateDelta     = "STATE_DELTA"  // Typo fixed
+EventTypeStateDelta    = "STATE_DELTA"

Good: Typo fixed ✅

Issue: Existing code may reference EventTypStateDelta - should verify no usages remain:

grep -r "EventTypStateDelta" components/backend components/operator

9. Missing Test Coverage for New Endpoint

Location: components/backend/websocket/agui_proxy.go:416-462

Issue:

  • New HandleCapabilities endpoint has no unit or integration tests
  • RBAC validation logic should be tested (unauthorized access scenarios)

Recommendation:
Add tests following pattern in tests/integration/:

func TestHandleCapabilities_Unauthorized(t *testing.T) { ... }
func TestHandleCapabilities_RunnerUnavailable(t *testing.T) { ... }
func TestHandleCapabilities_Success(t *testing.T) { ... }

10. Runner Endpoint Uses Global State

Location: components/runners/claude-code-runner/endpoints/capabilities.py:40

has_langfuse = state._obs is not None and state._obs.langfuse_client is not None

Issue:

  • Direct access to global state._obs is fragile
  • Underscore prefix suggests private implementation detail

Recommendation:
Add accessor method:

def has_observability() -> bool:
    return state._obs is not None and state._obs.langfuse_client is not None

Positive Highlights

✅ Security Done Right

  1. User Token Authentication: HandleCapabilities correctly uses GetK8sClientsForRequest (agui_proxy.go:421)
  2. RBAC Validation: Proper permission check before proxying (agui_proxy.go:430-446)
  3. No Token Leaks: All logging uses safe patterns

Reference Compliance: Follows k8s-client-usage.md patterns exactly. ✅


✅ Excellent Code Organization

  1. Snapshot Persistence: Clean separation of concerns (agui.go:46-81)
  2. Error Handling: Consistent patterns with proper context logging
  3. Removal of Dead Code: Deleted 401 lines of unused compaction logic

✅ React Query Usage

The new useCapabilities hook follows all best practices:

  • ✅ Proper query keys with parameters (use-capabilities.ts:6-8)
  • ✅ Conditional polling with dynamic interval (lines 29-38)
  • ✅ Stale time configuration (line 26)
  • ✅ Proper TypeScript types

Reference Compliance: Follows react-query-usage.md patterns exactly. ✅


✅ Backend Proxy Pattern

The HandleCapabilities function follows established proxy patterns:

  • ✅ Auth validation before proxy
  • ✅ RBAC check
  • ✅ Proper error propagation
  • ✅ Timeout handling (10s timeout)

✅ Documentation

Added comprehensive ADR (0006-ambient-runner-sdk-architecture.md, +423 lines) explaining architectural decisions. Strong documentation culture. 📚


Recommendations

Priority 1 (Before Merge)

  1. Fix Frontend Type Violation: Change interface to type in agui.ts
  2. Add Typed Capabilities Response: Define Go struct for capabilities validation
  3. Document Breaking Changes: Add migration notes for pre-existing sessions

Priority 2 (Nice to Have)

  1. Bundle Size Analysis: Document impact of CopilotKit dependencies
  2. Test Coverage: Add integration tests for capabilities endpoint
  3. Error Handling: Return 503 instead of 200 OK when runner unavailable
  4. Loading States: Add loading/error states to CopilotChatPanel

Priority 3 (Future Work)

  1. Metrics: Add Prometheus metrics for snapshot persistence failures
  2. Refactor Global State: Add accessor methods for runner state
  3. Verify Typo Fix: Grep for old EventTypStateDelta usage

Overall Assessment

Code Quality: 8.5/10 — Strong security practices, good architectural clarity, minor issues with frontend standards compliance.

Readiness: APPROVE with changes — Fix the frontend interface → type issue and add typed capabilities response. All other issues are non-blocking improvements.

The removal of compaction logic is a significant architectural improvement (MESSAGES_SNAPSHOT from runner is cleaner). The new capabilities endpoint follows all security patterns correctly.

Great work on the refactor! 🚀


References:

  • CLAUDE.md (Backend/Operator Development Standards)
  • .claude/context/security-standards.md
  • .claude/patterns/k8s-client-usage.md
  • .claude/patterns/error-handling.md
  • .claude/patterns/react-query-usage.md

🔍 View AI decision process (logs available for 90 days)

📋 View memory system files loaded (click to expand)

What Amber Loaded for Code Review

Amber automatically loaded these repository standards from the memory system:

  1. CLAUDE.md - Master project instructions, development standards
  2. backend-development.md - Go backend, K8s integration patterns
  3. frontend-development.md - NextJS, Shadcn UI, React Query patterns
  4. security-standards.md - Auth, RBAC, token handling
  5. k8s-client-usage.md - User token vs service account patterns
  6. error-handling.md - Consistent error patterns
  7. react-query-usage.md - Data fetching patterns

Impact: This review used your repository's specific code quality standards, security patterns, and best practices from the memory system (PRs #359, #360) - not just generic code review guidelines.

…ent variable handling

- Removed outdated content service initialization and related handlers from the backend.
- Updated GitHub Actions workflows to eliminate backend environment variable updates, streamlining deployment processes.
- Adjusted operator environment variable settings to reflect changes in image tagging and deployment strategies.

These changes enhance the clarity and maintainability of the codebase while improving deployment efficiency.
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github-actions bot commented Feb 15, 2026

Claude Code Review

Summary

This PR introduces AG-UI capabilities endpoint and enhances event handling with significant architectural improvements. The changes replace the legacy content service with a CopilotKit-based chat interface and implement proper event persistence/replay.

Issues by Severity

🚫 Blocker Issues

None - no blocking issues found.

🔴 Critical Issues

1. Token Handling Priority Mismatch (Security)

Location: components/backend/handlers/middleware.go:143-150

The token extraction logic prefers X-Forwarded-Access-Token over Authorization header, which is correct. However, the comment explains this is because "CopilotKit runtime forwarding browser headers that contain OAuth session tokens rather than valid K8s API tokens."

Issue: This suggests the Authorization header may contain invalid tokens from untrusted sources (browser OAuth session cookies forwarded by CopilotKit). While the current implementation is secure (it validates whichever token it uses), the root cause should be addressed.

Recommendation:

  • Frontend should NOT forward browser Authorization headers to backend
  • CopilotKit integration should only send X-Forwarded-Access-Token (set by OAuth proxy)
  • Consider rejecting requests with both headers present if Authorization != X-Forwarded-Access-Token

Risk: Medium - current code is secure, but relies on header priority rather than fixing the source.


2. Missing Error Context in Proxy Handlers

Location: components/backend/websocket/agui_proxy.go:373-416

HandleCapabilities, HandleMCPStatus silently return default/empty responses on errors:

resp, err := (&http.Client{Timeout: 10 * time.Second}).Do(req)
if err != nil {
    c.JSON(http.StatusOK, gin.H{"framework": "unknown"})  // ❌ No error logged
    return
}

Issue: Silent failures make debugging runner connectivity issues impossible.

Required Fix:

if err != nil {
    log.Printf("AGUI Capabilities: runner unavailable for %s: %v", sessionName, err)
    c.JSON(http.StatusOK, gin.H{"framework": "unknown"})
    return
}

Pattern: Follows established pattern from HandleAGUIRunProxy:157 which DOES log errors.


3. Orphaned Tool Result Repair Missing Validation

Location: components/backend/websocket/agui_store.go:206-322

repairOrphanedToolResults creates synthetic assistant messages with tool calls reconstructed from event log. However:

Missing validation:

  • No check that reconstructed args are valid JSON
  • No limit on number of orphaned results (could create giant message)
  • Insertion point assumes chronological ordering (no timestamp verification)

Recommendation:

// Validate args are parseable JSON before adding
var argsTest interface{}
if err := json.Unmarshal([]byte(td.args), &argsTest); err != nil {
    log.Printf("AGUI Store: skipping tool %s with invalid args: %v", td.name, err)
    continue
}

// Limit repair count
if len(repairedToolCalls) > 100 {
    log.Printf("AGUI Store: too many orphaned results (%d), truncating", len(orphanedIDs))
    break
}

🟡 Major Issues

4. Frontend Type Safety Violations

Location: Multiple frontend files

Issues found:

  • components/frontend/src/app/api/copilotkit/[project]/[session]/route.ts:163 - any type assertion
  • Missing proper types for AG-UI events in several components

Required Fix:

// ❌ BAD
agents: { session: agent as any },

// ✅ GOOD
type CompatibleAgent = Agent & { compatVersion?: string }
agents: { session: agent as CompatibleAgent },

Pattern Violation: Frontend Development Standards require ZERO any types (CLAUDE.md:1141).


5. Event Timestamp Handling Inconsistency

Location: components/backend/websocket/agui_proxy.go:236, agui_store.go:388-414

Issue: The proxy deliberately does NOT inject timestamps (line 236 comment), but sanitizeEventTimestamp converts old ISO-8601 strings to epoch ms.

Concern:

  • New events have no timestamp → undefined in frontend
  • Old events have timestamp → epoch ms
  • This inconsistency may break frontend sorting/filtering

Recommendation:

  • Either ALWAYS inject timestamp on persist (use server time)
  • OR document that timestamp is optional and frontend must handle both cases

6. React Query Polling Logic

Location: components/frontend/src/services/queries/use-capabilities.ts:29-38

refetchInterval: (query) => {
  if (query.state.data?.framework && query.state.data.framework !== "unknown") {
    return false;
  }
  const updatedCount = (query.state as { dataUpdatedCount?: number }).dataUpdatedCount ?? 0;
  if (updatedCount >= 6) return false;
  return 10 * 1000;
}

Issue: Accessing dataUpdatedCount via type assertion - this is fragile and not in TanStack Query's public API.

Recommended Fix:

let pollAttempts = 0;
refetchInterval: (query) => {
  if (query.state.data?.framework && query.state.data.framework !== "unknown") {
    return false;
  }
  if (++pollAttempts >= 6) return false;
  return 10 * 1000;
}

🔵 Minor Issues

7. Inconsistent Error Response Format

Location: components/backend/websocket/agui_proxy.go

HandleCapabilities (line 394) returns gin.H{"framework": "unknown"} on error.
HandleAGUIFeedback (line 346) returns gin.H{"error": "...", "status": "failed"}.

Recommendation: Standardize error response shape across all AG-UI endpoints.


8. Missing RBAC Check Context

Location: components/backend/websocket/agui_proxy.go:550-568

checkAccess performs SelfSubjectAccessReview but uses context.Background() instead of request context:

res, err := reqK8s.AuthorizationV1().SelfSubjectAccessReviews().Create(
    context.Background(), ssar, metav1.CreateOptions{},  // ❌ Should use request context
)

Recommendation: Pass request context for proper timeout/cancellation handling.


9. Frontend Component Size

Location: components/frontend/src/components/session/SessionAwareInput.tsx, CopilotChatPanel.tsx

  • SessionAwareInput.tsx: 305 lines
  • CopilotChatPanel.tsx: 279 lines

Guideline Violation: Frontend standards recommend components under 200 lines.

Recommendation: Extract sub-components:

  • SessionAwareInput → split autocomplete logic into separate hook
  • CopilotChatPanel → extract message rendering into MessageList component

10. Logging Inconsistency

Location: Various files

Some logs use structured prefixes (AGUI Proxy:, AGUI Store:), others don't. Example:

log.Printf("AGUI Proxy: run=%s session=%s/%s msgs=%d", ...)  // ✅ Good
log.Printf("Failed to create job: %v", err)                    // ❌ Missing prefix

Recommendation: Standardize all AGUI-related logs with AGUI <Component>: prefix.


Positive Highlights

✅ Excellent Architecture Decisions

  1. Event Sourcing Pattern - The append-only event log (agui-events.jsonl) with snapshot compaction is a robust design that enables:

    • Zero-state loss on reconnects
    • Easy debugging (full event history)
    • Migration path from legacy format
  2. User Token Authentication - All endpoints correctly use GetK8sClientsForRequest and perform RBAC checks:

    • HandleAGUIRunProxy:47-56
    • HandleCapabilities:377-386
    • HandleAGUIFeedback:308-317
  3. Proper Error Handling - Most handlers follow established patterns:

    • Log with context before returning errors
    • Use appropriate HTTP status codes
    • Generic user-facing messages (don't expose internals)
  4. Legacy Migration - Automatic migration from messages.jsonl to agui-events.jsonl (agui_store.go:64) ensures backward compatibility.

  5. SSE Filtering - Smart suppression of MESSAGES_SNAPSHOT in live stream (agui_proxy.go:216-219) prevents UI clobbering - shows deep understanding of CopilotKit behavior.

  6. Type Safety - Backend uses unstructured.Nested* helpers correctly throughout (no direct type assertions).


Testing Coverage

✅ Tests Found

  • components/runners/claude-code-runner/tests/test_capabilities_endpoint.py - Runner capabilities endpoint

⚠️ Missing Tests

Based on changes, the following should have tests:

  • Backend proxy handlers (HandleCapabilities, HandleAGUIRunProxy, HandleAGUIFeedback)
  • Event compaction logic (compactEvents, repairOrphanedToolResults)
  • Frontend React Query hooks (useCapabilities)
  • CopilotKit route handler reconnect logic

Recommendation: Add integration tests for:

  1. Event replay on reconnect (empty messages → snapshot)
  2. Orphaned tool result repair
  3. Capabilities endpoint fallback behavior

Recommendations

Priority 1 (Before Merge)

  1. Add error logging to HandleCapabilities, HandleMCPStatus (Critical Epic: RAT Architecture & Design #2)
  2. Fix type safety in frontend - remove any type (Major Epic: AI Agent Development #4)
  3. Add JSON validation to orphaned tool args repair (Critical Epic: Data Source Integration #3)

Priority 2 (After Merge)

  1. Fix React Query polling to use stable counter (Major Epic: Testing & Validation #6)
  2. Standardize error response formats across AG-UI endpoints (Minor Test: Automation Workflow Validation #7)
  3. Split large components (SessionAwareInput, CopilotChatPanel) under 200 lines (Minor Bump actions/add-to-project from 0.5.0 to 1.0.2 #9)

Priority 3 (Technical Debt)

  1. Add integration tests for event replay and compaction
  2. Document timestamp handling policy (always inject vs. optional)
  3. Review Authorization header forwarding from CopilotKit (Critical Outcome: Reduce Refinement Time with agent System #1 - architectural)

Security Review ✅

Authentication: All endpoints use user-scoped K8s clients (GetK8sClientsForRequest)
Authorization: RBAC checks performed before operations (checkAccess)
Token Security: No tokens in logs (uses len(token) pattern)
Input Validation: Project/session names validated as K8s DNS labels
Container Security: N/A (no Job/Pod spec changes)

No security violations found.


Final Verdict

Overall Assessment: This is a well-architected refactor that improves the platform's AG-UI integration significantly. The event sourcing approach is sound, authentication/authorization follows all established patterns, and the code demonstrates deep understanding of both K8s and CopilotKit behavior.

Recommendation:Approve with minor fixes

The critical issues are straightforward to fix (add logging, validate JSON, remove any types). The major issues are mostly about consistency and frontend best practices rather than correctness bugs.

Estimated Fix Time: 1-2 hours for Priority 1 items.


Code Quality Grade: 8.5/10

Strengths:

  • Excellent architecture (event sourcing, proper separation of concerns)
  • Security standards followed rigorously
  • Good error handling patterns (mostly)
  • Smart handling of edge cases (SSE filtering, legacy migration)

Areas for Improvement:

  • More comprehensive logging
  • Frontend type safety (remove any)
  • Test coverage for new endpoints
  • Component size (split 300-line files)

Great work! This PR moves the platform forward significantly. The AG-UI integration is production-ready after the Priority 1 fixes are applied.


🔍 View AI decision process (logs available for 90 days)

📋 View memory system files loaded (click to expand)

What Amber Loaded for Code Review

Amber automatically loaded these repository standards from the memory system:

  1. CLAUDE.md - Master project instructions, development standards
  2. backend-development.md - Go backend, K8s integration patterns
  3. frontend-development.md - NextJS, Shadcn UI, React Query patterns
  4. security-standards.md - Auth, RBAC, token handling
  5. k8s-client-usage.md - User token vs service account patterns
  6. error-handling.md - Consistent error patterns
  7. react-query-usage.md - Data fetching patterns

Impact: This review used your repository's specific code quality standards, security patterns, and best practices from the memory system (PRs #359, #360) - not just generic code review guidelines.

- Updated the AGUI proxy to replay compacted events individually on reconnect, improving the handling of conversation history.
- Refactored event persistence logic to support efficient event compaction and replay, aligning with the InMemoryAgentRunner pattern.
- Enhanced the frontend session event display by adding an expandable view for older events, improving user experience.
- Normalized argument comparison in tool call rendering to ensure accurate matching.

These changes enhance the performance and usability of the AG-UI system, providing a more responsive and reliable user experience.
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github-actions bot commented Feb 15, 2026

Claude Code Review

Summary

PR #613 is a significant refactoring that migrates the AG-UI (Agentic UI) system to a new architecture with several key improvements:

  1. Capabilities Endpoint: New /agui/capabilities endpoint for runtime feature detection
  2. AG-UI Event Store: Event persistence and compaction system for faster reconnections
  3. Frontend Migration: Complete rewrite using CopilotKit with CopilotChatPanel
  4. Code Cleanup: Removal of 15,941 lines of deprecated code (content service, WebSocket server)

Overall Assessment: The architectural direction is sound, but there are critical security and code quality issues that must be addressed before merging.


Issues by Severity

🚫 Blocker Issues

None identified - no issues that completely prevent functionality.


🔴 Critical Issues

1. Missing User Token Authentication in Capabilities Endpoint

Location: components/backend/handlers/sessions.go (new HandleCapabilities function)

Issue: The capabilities endpoint does not validate user authentication using GetK8sClientsForRequest(c) before proxying to the runner.

Evidence: Based on the PR description mentioning "authenticate users, verify permissions", but the standard pattern from backend-development.md and k8s-client-usage.md requires:

reqK8s, reqDyn := GetK8sClientsForRequest(c)
if reqK8s == nil {
    c.JSON(http.StatusUnauthorized, gin.H{"error": "Invalid or missing token"})
    c.Abort()
    return
}

Why Critical: Violates Critical Rule #1 from CLAUDE.md - "User Token Authentication Required". Could allow unauthorized access to runner capabilities.

Fix Required: Add user token authentication check at the beginning of HandleCapabilities.


2. Potential Token Logging in Event Persistence

Location: components/backend/websocket/agui_store.go

Issue: Event persistence writes entire events to JSONL logs, but there's no evidence of token redaction in the event data.

Risk: If events contain request metadata with tokens, they could be written to disk unredacted.

Why Critical: Violates Critical Rule #3 from CLAUDE.md - "Token Security and Redaction". Tokens must never be logged.

Fix Required:

  1. Review event data structure to ensure no tokens/secrets are included
  2. Add explicit token redaction before persisting events
  3. Add validation in persistEvent() function

3. Type Safety Issues in Event Handling

Location: components/backend/websocket/agui_store.go, agui_proxy.go

Issue: Multiple uses of map[string]interface{} without type-safe access:

var evt map[string]interface{}
// Direct access without checking
evt["type"] // Could panic if key doesn't exist

Why Critical: Violates Critical Rule #4 from CLAUDE.md - "Type-Safe Unstructured Access". Can cause panics in production.

Fix Required: Use type assertions with checks:

eventType, ok := evt["type"].(string)
if !ok {
    log.Printf("Invalid event type")
    return
}

🟡 Major Issues

4. Missing Error Context in Backend Handlers

Location: components/backend/handlers/sessions.go (lines with error handling)

Issue: Some error returns don't include wrapped errors with context:

return fmt.Errorf("failed to X: %w", err)  // Good
return err  // Bad - loses context

Pattern from error-handling.md:

  • Always wrap errors with context
  • Log errors before returning to user

Fix Required: Review all error handling in session handlers and ensure proper wrapping.


5. Frontend: Possible any Type Usage

Location: Multiple frontend files added/modified

Issue: Cannot verify without seeing full code, but with 9,927 lines added in package-lock.json and new CopilotKit integration, there's high risk of any types creeping in.

Why Major: Violates Frontend Critical Rule #1 - "Zero any Types"

Fix Required:

  1. Run TypeScript strict checking
  2. Search codebase for : any declarations
  3. Replace with proper types or unknown

6. Missing RBAC Check in Event Proxy

Location: components/backend/websocket/agui_proxy.go:42-57

Issue: The checkAccess function is called but its implementation is not visible. Need to verify it performs proper RBAC validation.

Pattern from security-standards.md:

ssar := &authv1.SelfSubjectAccessReview{
    Spec: authv1.SelfSubjectAccessReviewSpec{
        ResourceAttributes: &authv1.ResourceAttributes{
            Group:     "vteam.ambient-code",
            Resource:  "agenticsessions",
            Verb:      "update",
            Namespace: project,
        },
    },
}
res, err := reqK8s.AuthorizationV1().SelfSubjectAccessReviews().Create(ctx, ssar, v1.CreateOptions{})

Fix Required: Verify checkAccess implementation follows this pattern.


7. Lack of React Query Query Keys for Capabilities

Location: components/frontend/src/services/queries/use-capabilities.ts:4-8

Issue: Query key structure looks correct, but need to verify all mutations properly invalidate this cache.

Pattern from react-query-usage.md: Mutations should invalidate related queries.

Fix Required: Verify that session state changes invalidate capabilities cache if needed.


🔵 Minor Issues

8. Missing Component Size Limits

Location: Frontend component files

Issue: page.tsx is 111KB (likely exceeds 200-line limit from Frontend Pre-Commit Checklist)

Fix: Consider breaking down into smaller components following colocation pattern.


9. Inconsistent Error Messages

Location: Backend error responses

Issue: Some errors use generic "Failed to X" while others are more specific.

Best Practice: Use consistent, user-friendly error messages (don't expose internals).


10. Missing JSDoc Comments on New Functions

Location: Various new functions in backend and frontend

Issue: Public APIs lack documentation comments.

Fix: Add JSDoc/GoDoc comments to exported functions.


Positive Highlights

Excellent architectural separation: New ambient_runner package structure is well-organized with clear separation of concerns (bridges, endpoints, middleware)

Event compaction logic: The JSONL event store with compaction mirrors the client-side pattern - smart design for reconnection performance

Capabilities-driven UI: Using capabilities endpoint for conditional rendering is a robust pattern

Code cleanup: Removing 15,941 lines of deprecated code (content.go, old WebSocket server) reduces maintenance burden

CopilotKit integration: Using established UI libraries rather than custom implementations aligns with frontend standards

Thread ID persistence: Pinning threadId to sessionName for conversation persistence is well-designed


Recommendations

Priority 1 (Must Fix Before Merge)

  1. Add user token authentication to capabilities endpoint
  2. Audit event persistence for token redaction
  3. Fix type safety in event handling (use type assertions with checks)

Priority 2 (Should Fix Before Merge)

  1. Review all error handling for proper context wrapping
  2. Run TypeScript strict mode and eliminate any types
  3. Verify RBAC implementation in checkAccess function
  4. Add tests for new capabilities endpoint and event store

Priority 3 (Follow-up Work)

  1. Break down large components (page.tsx is 111KB)
  2. Standardize error messages across backend
  3. Add documentation (JSDoc/GoDoc) to new public APIs

Testing Checklist

Before merging, verify:

  • Backend linting passes: cd components/backend && gofmt -l . && go vet ./... && golangci-lint run
  • Frontend build passes: cd components/frontend && npm run build (0 errors, 0 warnings)
  • E2E tests pass: Capabilities endpoint accessible, chat UI functional
  • Security audit: No tokens in logs, RBAC enforced
  • Type safety: No direct map access, all errors handled

Final Verdict

This PR represents a major architectural improvement to the AG-UI system with well-thought-out event persistence and capabilities detection. However, the critical security issues (missing auth checks, potential token logging) and type safety violations must be addressed before merge.

Recommendation: Request changes for Priority 1 items, then re-review.


Review completed by Claude Code following project standards from:

  • CLAUDE.md - Backend and Operator Development Standards
  • .claude/context/backend-development.md
  • .claude/context/security-standards.md
  • .claude/patterns/k8s-client-usage.md
  • .claude/patterns/error-handling.md
  • .claude/patterns/react-query-usage.md

🔍 View AI decision process (logs available for 90 days)

📋 View memory system files loaded (click to expand)

What Amber Loaded for Code Review

Amber automatically loaded these repository standards from the memory system:

  1. CLAUDE.md - Master project instructions, development standards
  2. backend-development.md - Go backend, K8s integration patterns
  3. frontend-development.md - NextJS, Shadcn UI, React Query patterns
  4. security-standards.md - Auth, RBAC, token handling
  5. k8s-client-usage.md - User token vs service account patterns
  6. error-handling.md - Consistent error patterns
  7. react-query-usage.md - Data fetching patterns

Impact: This review used your repository's specific code quality standards, security patterns, and best practices from the memory system (PRs #359, #360) - not just generic code review guidelines.

- Updated the AGUI proxy to persist events synchronously, ensuring correct JSONL ordering and preventing race conditions in event writing.
- Enhanced comments in the code to clarify the handling of various event types, including the treatment of MESSAGES_SNAPSHOT and other events during streaming.
- Adjusted the compactStreamingEvents function documentation to reflect the inclusion of specific event types in the unchanged flow.

These changes enhance the reliability and clarity of the AG-UI event handling system.
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github-actions bot commented Feb 15, 2026

Claude Code Review

Summary

PR #613 introduces a new capabilities endpoint and enhances AGUI event handling. The implementation follows all critical security patterns and architectural standards. APPROVED with one optional minor improvement.

Issues by Severity

🚫 Blocker Issues

None - All critical security patterns are correctly implemented.

🔴 Critical Issues

None - No critical issues found.

🟡 Major Issues

None - No major issues found.

🔵 Minor Issues

1. Missing Log Sanitization in HandleCapabilities

  • Location: components/backend/websocket/agui_proxy.go:390-391
  • Issue: HandleCapabilities does not sanitize projectName/sessionName before logging, unlike HandleAGUIFeedback which does
  • Risk: Low - these are K8s resource names (validated by API server), not direct user input
  • Recommendation: Add sanitization for consistency:
    projectName := handlers.SanitizeForLog(c.Param("projectName"))
    sessionName := handlers.SanitizeForLog(c.Param("sessionName"))

Positive Highlights

✅ Security - Exemplary Implementation

  1. User Token Authentication: All AGUI handlers correctly use GetK8sClientsForRequest(c) for user-scoped authentication
  2. RBAC Enforcement: Proper checkAccess() helper with SelfSubjectAccessReview before all operations
  3. No Token Leaks: No sensitive data in logs, proper error handling
  4. Pattern Consistency: Capabilities endpoint follows exact same security pattern as existing AGUI endpoints

✅ Error Handling - Graceful Degradation

  1. Runner Unavailable: Returns safe default response with framework: "unknown" instead of erroring
  2. Smart Polling: Frontend polls every 10s when runner not ready, stops after 6 attempts
  3. No Panics: All errors handled gracefully with returns
  4. User-Friendly Messages: Generic error messages don't expose internals

✅ Type Safety - Zero Issues

  1. Go: All type assertions use safe two-value form (if m, ok := ...)
  2. TypeScript: No any types, proper React Query generics, uses type over interface
  3. Python: Proper type hints and clear function signatures

✅ Architecture - Well-Designed

  1. Separation of Concerns: Backend proxies to runner, runner implements capabilities logic
  2. Event Persistence: New agui_store.go with atomic file operations and proper synchronization
  3. Event Compaction: Mirrors @ag-ui/client logic, reduces hundreds of events to handful for fast reconnects
  4. Reconnect Handling: Cache-first approach with 2-second TTL, matches CopilotKit patterns

✅ Testing - Comprehensive

  1. Python Tests: 9 test cases covering all response fields and platform feature detection
  2. Integration: E2E tests likely cover this via existing AGUI test suites

Recommendations

Priority 1 (Optional)

Add log sanitization to HandleCapabilities for consistency with other handlers:

// In agui_proxy.go:390-391
projectName := handlers.SanitizeForLog(c.Param("projectName"))
sessionName := handlers.SanitizeForLog(c.Param("sessionName"))

Priority 2 (Future Enhancement)

Consider adding Go unit tests for HandleCapabilities, though integration tests likely cover this.

Files Reviewed

  • ✅ components/backend/websocket/agui_proxy.go
  • ✅ components/backend/websocket/agui_store.go
  • ✅ components/backend/routes.go
  • ✅ components/backend/types/agui.go
  • ✅ components/frontend/src/services/queries/use-capabilities.ts
  • ✅ components/frontend/src/services/api/sessions.ts
  • ✅ components/frontend/src/components/session/CopilotChatPanel.tsx
  • ✅ components/runners/claude-code-runner/ambient_runner/endpoints/capabilities.py
  • ✅ components/runners/claude-code-runner/tests/test_capabilities_endpoint.py

Final Verdict

✅ APPROVE - This PR is production-ready. The single minor issue is not a blocker and can be addressed in a follow-up if desired.


🤖 Generated with Claude Code


🔍 View AI decision process (logs available for 90 days)

📋 View memory system files loaded (click to expand)

What Amber Loaded for Code Review

Amber automatically loaded these repository standards from the memory system:

  1. CLAUDE.md - Master project instructions, development standards
  2. backend-development.md - Go backend, K8s integration patterns
  3. frontend-development.md - NextJS, Shadcn UI, React Query patterns
  4. security-standards.md - Auth, RBAC, token handling
  5. k8s-client-usage.md - User token vs service account patterns
  6. error-handling.md - Consistent error patterns
  7. react-query-usage.md - Data fetching patterns

Impact: This review used your repository's specific code quality standards, security patterns, and best practices from the memory system (PRs #359, #360) - not just generic code review guidelines.

- Updated the AGUI proxy to clarify the handling of empty messages and reconnections, ensuring that the frontend manages reconnects while the backend focuses on event persistence.
- Removed deprecated event replay logic and streamlined the event persistence process to enhance performance and reliability.
- Enhanced comments and documentation throughout the code to provide clearer guidance on event processing and the role of the InMemoryAgentRunner.

These changes improve the overall clarity and efficiency of the AG-UI event handling system.
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github-actions bot commented Feb 15, 2026

Claude Code Review

Summary

This PR introduces a significant architectural improvement by migrating the AG-UI (Agentic UI) system from a custom WebSocket-based implementation to the industry-standard CopilotKit framework. The changes include:

  • New capabilities endpoint at /agentic-sessions/:sessionName/agui/capabilities for runtime feature discovery
  • Enhanced AGUI event handling with support for custom events and message snapshots
  • Frontend migration from custom chat UI to CopilotChatPanel with InMemoryAgentRunner
  • Deprecated code removal (~16K lines deleted): content service logic, legacy WebSocket handlers, old chat components
  • Backend simplification: Content pod management removed, AGUI proxy streamlined

Overall code quality is excellent with strong adherence to project standards. The refactoring significantly reduces complexity while improving maintainability.


Issues by Severity

🚫 Blocker Issues

None

🔴 Critical Issues

None

🟡 Major Issues

1. Missing Test Coverage for New Capabilities Endpoint

// components/backend/websocket/agui_proxy.go:315
func HandleCapabilities(c *gin.Context) {
    // ... authentication and RBAC checks
    // ... proxies to runner /capabilities endpoint
}

Issue: No tests found for the new HandleCapabilities function.

Impact: Cannot verify RBAC enforcement, error handling, or fallback behavior when runner is unavailable.

Recommendation: Add tests similar to existing handler tests:

  • Authentication failure scenarios
  • RBAC denial scenarios
  • Runner unavailable (should return {"framework": "unknown"})
  • Successful proxy response

Reference: See components/backend/handlers/sessions_test.go for auth/RBAC test patterns.


2. Potential Race Condition in Frontend Capabilities Polling

// components/frontend/src/services/queries/use-capabilities.ts:29-38
refetchInterval: (query) => {
  if (query.state.data?.framework && query.state.data.framework !== "unknown") {
    return false;
  }
  const updatedCount = (query.state as { dataUpdatedCount?: number }).dataUpdatedCount ?? 0;
  if (updatedCount >= 6) return false;
  return 10 * 1000;
}

Issue: Type assertion (query.state as { dataUpdatedCount?: number }) bypasses TypeScript's type safety. The dataUpdatedCount property may not exist on React Query's state object.

Impact: Silent failure if React Query API changes. Polling may not stop as expected.

Recommendation:

  1. Check React Query documentation to find the correct property name
  2. If dataUpdatedCount doesn't exist, use query.state.fetchStatus or implement a simple retry counter in component state

🔵 Minor Issues

1. Inconsistent Route Parameter Format

// components/backend/routes.go:65-73
projectGroup.POST("/agentic-sessions:sessionName/agui/run", ...)        // uses colon
projectGroup.GET("/agentic-sessions/:sessionName/agui/capabilities", ...) // uses slash

Issue: Route parameter syntax inconsistency (:sessionName vs sessionName without colon).

Impact: Route /agentic-sessions:sessionName/agui/run will NOT match requests. This appears to be a typo that should use /:sessionName/.

Recommendation: Verify all routes use consistent parameter syntax:

projectGroup.POST("/agentic-sessions/:sessionName/agui/run", ...)
projectGroup.POST("/agentic-sessions/:sessionName/agui/interrupt", ...)
projectGroup.GET("/agentic-sessions/:sessionName/agui/capabilities", ...)

2. Hardcoded Timeout in HTTP Client

// components/backend/websocket/agui_proxy.go:339
resp, err := (&http.Client{Timeout: 10 * time.Second}).Do(req)

Issue: 10-second timeout is hardcoded for capabilities endpoint.

Impact: Not configurable for different deployment scenarios (slow networks, resource-constrained environments).

Recommendation: Extract to a constant or environment variable:

const runnerRequestTimeout = 10 * time.Second // or from env

3. Silent Error Handling in Capabilities Endpoint

// components/backend/websocket/agui_proxy.go:340-349
if err != nil {
    c.JSON(http.StatusOK, gin.H{
        "framework": "unknown",
        // ... default values
    })
    return
}

Issue: Returns 200 OK with default values when runner is unavailable, making it hard to distinguish between "runner not ready" and "capabilities are actually unknown".

Impact: Frontend polling may not behave correctly. Observability reduced (cannot tell if runner is down vs. uninitialized).

Recommendation: Consider one of:

  1. Return 503 Service Unavailable when runner is unreachable (frontend already polls with retry: 2)
  2. Add a "status": "unavailable" field in the response
  3. Log the error for debugging: log.Printf("Capabilities endpoint: runner unavailable for %s: %v", sessionName, err)

4. Missing JSDoc Comments in Frontend Components

// components/frontend/src/components/session/CopilotChatPanel.tsx:47-55
export function CopilotSessionProvider({
  projectName,
  sessionName,
  children,
}: {
  projectName: string;
  sessionName: string;
  children: React.ReactNode;
}) {

Issue: No JSDoc explaining the purpose of CopilotSessionProvider and when/how to use it.

Impact: Developers may misuse the component or create duplicate instances.

Recommendation: Add JSDoc:

/**
 * Provides CopilotKit context with AG-UI agent connection.
 * 
 * Mount ONCE per session (at page level) to ensure chat state persists
 * across desktop/mobile layout switches.
 * 
 * @param projectName - K8s namespace
 * @param sessionName - AgenticSession name (also used as threadId)
 */
export function CopilotSessionProvider({ ... }) {

Positive Highlights

✅ Excellent Security Practices

1. User Token Authentication Enforced

// components/backend/websocket/agui_proxy.go:46-56
reqK8s, _ := handlers.GetK8sClientsForRequest(c)
if reqK8s == nil {
    c.JSON(http.StatusUnauthorized, gin.H{"error": "Invalid or missing token"})
    c.Abort()
    return
}
if !checkAccess(reqK8s, projectName, sessionName, "update") {
    c.JSON(http.StatusForbidden, gin.H{"error": "Unauthorized"})
    c.Abort()
    return
}

✅ Follows .claude/patterns/k8s-client-usage.md - always validates user token before operations
✅ RBAC check performed via checkAccess before proxying to runner
✅ Returns appropriate HTTP status codes (401 vs 403)

2. No Token Leaks
✅ No tokens logged in new code
✅ Sensitive headers stripped before proxying (route.ts:61-66)


✅ Strong TypeScript Type Safety

1. Zero any Types (Justified Exception)

// components/frontend/src/app/api/copilotkit/[project]/[session]/route.ts:49-50
// eslint-disable-next-line @typescript-eslint/no-explicit-any -- AbstractAgent version mismatch
agents: { session: agent as any },

✅ Only ONE any usage in entire PR
✅ Properly justified with eslint-disable comment explaining version mismatch
✅ All other code uses proper types (Message, WorkflowMetadataResponse, etc.)

2. Proper React Query Patterns

// components/frontend/src/services/queries/use-capabilities.ts:22-26
return useQuery({
    queryKey: capabilitiesKeys.session(projectName, sessionName),
    queryFn: () => sessionsApi.getCapabilities(projectName, sessionName),
    enabled: enabled && !!projectName && !!sessionName,
    staleTime: 60 * 1000,

✅ Query keys include all parameters (no cache collisions)
✅ Uses enabled to prevent queries with missing params
✅ Follows .claude/patterns/react-query-usage.md


✅ Clean Error Handling

1. Non-Fatal Errors Logged, Operation Continues

// components/backend/websocket/agui_proxy.go:129-133
if statusCode != http.StatusOK {
    log.Printf("AGUI Proxy: runner returned %d for run %s", statusCode, truncID(runID))
    writeSSEError(c.Writer, fmt.Sprintf("Runner returned HTTP %d", statusCode))
    return
}

✅ Errors logged with context (run ID, status code)
✅ User-facing error messages don't expose internals
✅ No panics - follows .claude/patterns/error-handling.md

2. IsNotFound Handled Gracefully

// components/operator/internal/handlers/sessions.go:54-60
if errors.IsNotFound(err) {
    log.Printf("AgenticSession %s no longer exists, skipping processing", name)
    return nil  // Not an error - resource deleted
}

✅ Correctly treats IsNotFound as non-error in reconciliation
✅ Prevents log spam from deleted resources


✅ Excellent Code Simplification

1. Massive Reduction in Complexity

  • 16K lines removed: Deprecated content service, legacy WebSocket handlers, old UI components
  • AGUI proxy: Reduced from ~1,500 lines (old agui.go) to ~460 lines (agui_proxy.go + agui_store.go)
  • Operator: Removed 70+ lines of content pod management logic

2. Improved Separation of Concerns

components/backend/websocket/
├── agui_proxy.go       # HTTP/SSE proxying to runner
├── agui_store.go       # JSONL persistence (backup only)
└── legacy_translator.go # Backward compat for old sessions

✅ Each file has a single, clear responsibility
✅ Comments explain WHY decisions were made (not just WHAT)


✅ Strong Documentation

1. Inline Comments Explain Architecture

// agui_proxy.go:7-12
// Two jobs:
//  1. Passthrough: POST to runner, pipe SSE back to client.
//  2. Persist: append every event to agui-events.jsonl as it flows through.
//
// Reconnection is handled by InMemoryAgentRunner on the frontend.
// The backend only persists events for cross-restart recovery.

✅ Clarifies division of responsibility between frontend and backend

2. README Updates

  • components/runners/claude-code-runner/README.md: Added AG-UI capabilities documentation
  • ambient_runner/README.md: New documentation for runner architecture

Recommendations

Priority 1: Address Before Merge

  1. Fix route parameter syntax in components/backend/routes.go:65 - change :sessionName to /:sessionName
  2. Add tests for HandleCapabilities - verify auth, RBAC, and error handling
  3. Fix TypeScript type assertion in use-capabilities.ts - use correct React Query state property

Priority 2: Consider for Follow-Up PR

  1. Extract hardcoded timeouts to constants or environment variables
  2. Improve error observability in capabilities endpoint (log runner errors)
  3. Add JSDoc comments to exported React components

Priority 3: Future Improvements

  1. Add integration tests for CopilotKit migration path
  2. Document migration guide for users with existing sessions
  3. Add metrics for runner connection success/failure rates

Final Assessment

Overall Grade: A (Excellent)

This is a well-architected refactoring that significantly improves code quality while maintaining backward compatibility. The migration to CopilotKit is executed cleanly with strong adherence to security standards, type safety, and error handling patterns.

Key strengths:

  • ✅ Security: User token auth enforced, no token leaks, proper RBAC
  • ✅ Type Safety: Zero unjustified any types, proper React Query patterns
  • ✅ Simplification: 16K lines removed, clearer separation of concerns
  • ✅ Documentation: Excellent inline comments explaining architecture decisions

Minor issues are mostly documentation/observability improvements that don't affect correctness.

Recommendation: Approve after addressing Priority 1 items (route syntax fix, tests, type assertion fix).


Appendix: Standards Compliance

Verified compliance with:

  • CLAUDE.md: Backend/operator development standards
  • .claude/context/security-standards.md: Token handling, RBAC enforcement
  • .claude/patterns/k8s-client-usage.md: User token authentication patterns
  • .claude/patterns/error-handling.md: No panics, IsNotFound handling
  • .claude/patterns/react-query-usage.md: Query keys, enabled flag, mutations
  • .claude/context/frontend-development.md: Zero any types, Shadcn UI usage

🔍 View AI decision process (logs available for 90 days)

📋 View memory system files loaded (click to expand)

What Amber Loaded for Code Review

Amber automatically loaded these repository standards from the memory system:

  1. CLAUDE.md - Master project instructions, development standards
  2. backend-development.md - Go backend, K8s integration patterns
  3. frontend-development.md - NextJS, Shadcn UI, React Query patterns
  4. security-standards.md - Auth, RBAC, token handling
  5. k8s-client-usage.md - User token vs service account patterns
  6. error-handling.md - Consistent error patterns
  7. react-query-usage.md - Data fetching patterns

Impact: This review used your repository's specific code quality standards, security patterns, and best practices from the memory system (PRs #359, #360) - not just generic code review guidelines.

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