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specs/20251021/001-ai-agent-observability/README.md

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# AI Agent Observability - Project Overview
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**Started**: January 15, 2025
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**Current Phase**: Phase 0-3 Complete | Phase 4 (Backfill) Ready
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**Overall Progress**: ~65% complete (as of Nov 2, 2025)
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**Current Status**: Core infrastructure complete, integration needed
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**Overall Progress**: ~40-45% complete (as of Nov 2, 2025)
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**Status**: 🚧 Active Development
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## Vision
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## Current Progress by Phase
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### Phase 0: Go Collector (Days 1-20) 🎯 **IN PROGRESS**
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### Phase 0: Go Collector Infrastructure ✅ **65% COMPLETE**
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**Target**: Production-ready collector binary
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**Progress**: 20% (Days 1-4 Complete)
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**Timeline**: 20 days (~4 weeks)
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**Progress**: 65% (Core infrastructure done)
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**Priority**: High - Fix test failures and backend integration
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**Purpose**: Lightweight binary that runs on developer machines to capture AI agent logs in real-time.
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**Key Features**:
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**✅ Completed (Core Infrastructure)**:
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- Multi-platform support (macOS, Linux, Windows)
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- Offline-first with SQLite buffer
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- Agent-specific adapters (Copilot, Claude, Cursor)
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- Auto-discovery of agent log locations
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- Batching and compression for efficiency
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- NPM distribution for easy installation
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- ✅ Project structure and Go module setup (39 Go files)
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- ✅ CLI with Cobra (start/status/version commands)
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- ✅ Cross-platform build system (Makefile, build scripts)
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- ✅ Configuration system (81.2% test coverage)
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- ✅ File watcher with fsnotify (75.3% coverage)
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- ✅ SQLite buffer for offline support
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- ✅ Copilot adapter complete (78.6% coverage)
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- ✅ HTTP client with retry logic
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- ✅ Hierarchy resolution (43.2% coverage)
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- ✅ Binary builds successfully (~15MB)
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**Status**: Days 1-4 completed, Day 5 in progress
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**� In Progress (Priority)**:
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**Completed**:
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- 🔨 Fix failing tests (buffer, client, integration)
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- 🔨 End-to-end integration testing
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- 🔨 Backend communication validation
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- 🔨 Historical backfill system (0% coverage) - Import existing logs
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- ✅ Project structure and Go module setup
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- ✅ CLI with Cobra (start/status/version commands)
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- ✅ Cross-platform build system (Makefile, build scripts)
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- ✅ Configuration system with validation and env var support
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- ✅ Log discovery for 5 agents (Copilot, Claude, Cursor, Cline, Aider)
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- ✅ Test coverage: config (100%), watcher (85.5%)
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- ✅ Binary builds successfully (~3MB)
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**⏳ Deferred (Low Priority)**:
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- ⏸️ Additional adapters (Claude, Cursor) - Nice to have
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- ⏸️ NPM distribution - Not needed now
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📄 **Detailed Plan**: [GO_COLLECTOR_ROADMAP.md](./GO_COLLECTOR_ROADMAP.md)
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---
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### Phase 1: Foundation (Weeks 1-4) **PARTIALLY COMPLETE**
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### Phase 1: Foundation (Weeks 1-4) **85% COMPLETE**
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**Progress**: ~70% complete
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**Status**: On hold while Go collector is prioritized
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**Progress**: 85% complete
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**Status**: Core complete, API endpoints needed
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#### ✅ Week 1: Core Data Models & Schema (100%)
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#### ✅ Week 1-2: Core Services (100%)
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- [x] Database schema with TimescaleDB hypertables
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- [x] TypeScript type definitions
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- [x] Prisma schema and migrations
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- [x] Basic CRUD operations
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- [x] AgentEventService implementation (~600 LOC)
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- [x] AgentSessionService implementation (~600 LOC)
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- [x] Event context enrichment (git, files, project)
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- [x] Unit tests (~2,142 LOC total)
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#### ✅ Week 2: Event Collection System (100%)
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#### ✅ Week 3-4: Web UI (100%)
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- [x] AgentEventService implementation
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- [x] AgentSessionService implementation
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- [x] Event context enrichment (git, files, project)
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- [x] Unit tests
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- [x] 16 React components built
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- [x] Sessions page (`/sessions`)
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- [x] Session details page (`/sessions/[id]`)
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- [x] Dashboard with active sessions
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- [x] Hierarchy navigation UI
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- [x] Real-time activity widgets
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#### ⚠️ Week 3: Storage & Performance (0%)
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#### 🚧 Critical Gap: API Layer (0%)
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- [ ] TimescaleDB optimization
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- [ ] Performance benchmarking
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- [ ] Monitoring and logging
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**Priority: HIGH** - Needed for frontend-backend integration
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#### ⏳ Week 4: MCP Integration & Basic UI (~60%)
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- [ ] Create `/api/sessions` endpoints
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- [ ] Create `/api/events` endpoints
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- [ ] Implement real-time streaming
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- [ ] Connect frontend to real APIs (currently using mock data)
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- [x] MCP tools (start/end session, log events, query)
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- [x] Basic session list UI
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- [x] Active sessions panel
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- [ ] Agent adapters (TypeScript - deprioritized)
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- [ ] Filtering and pagination
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- [ ] Documentation
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#### ⏸️ Deferred: Performance & MCP
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**Decision**: Pausing TypeScript adapters in favor of Go adapters for better performance.
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- [ ] TimescaleDB continuous aggregates (Week 3 - deferred)
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- [ ] MCP integration with services (low priority)
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- [ ] Advanced filtering and pagination (nice to have)
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---
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## Overall Project Metrics
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| Metric | Target | Current | Status |
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| -------------------------- | --------------- | ------------ | ------------ |
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| **Event Collection Rate** | >10K events/sec | Not measured | ⏸️ Pending |
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| **Query Performance** | <100ms P95 | Not measured | ⏸️ Pending |
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| **Storage Efficiency** | <1KB per event | Not measured | ⏸️ Pending |
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| **Collector Binary Size** | <20MB | ~3MB | ✅ Excellent |
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| **Collector Memory Usage** | <50MB | Not measured | ⏸️ Pending |
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| Metric | Target | Current | Status |
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| ------------------------- | -------- | ------------- | ----------- |
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| **Backend Services** | Complete | ✅ 2,142 LOC | ✅ Complete |
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| **Frontend Components** | Complete | ✅ 16 files | ✅ Complete |
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| **Go Collector** | Working | ✅ 39 files | 🔨 85% done |
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| **API Endpoints** | Complete | ❌ 0 routes | ⏳ Needed |
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| **Integration Tests** | Passing | ⚠️ Some fail | 🔨 In work |
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| **Collector Binary Size** | <20MB |~15MB | ✅ Good |
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| **End-to-End Flow** | Working | ❌ Not tested | ⏳ Critical |
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---
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```mermaid
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graph TB
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subgraph Phase0["🎯 Phase 0: Go Collector Development (Days 1-20)"]
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direction LR
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D1["Days 1-2<br/>Project setup<br/>and tooling"]
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D3["Days 3-7<br/>Core infrastructure<br/>(config, watcher, buffer)"]
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D8["Days 8-12<br/>Adapter system<br/>(Copilot, Claude, Generic)"]
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D13["Days 13-16<br/>Backend communication<br/>and retry logic"]
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D17["Days 17-20<br/>Cross-platform<br/>distribution via NPM"]
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D1 --> D3 --> D8 --> D13 --> D17
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subgraph Current["✅ Completed Infrastructure"]
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Backend["Backend Services<br/>AgentEventService<br/>AgentSessionService<br/>~2,142 LOC"]
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Frontend["Frontend UI<br/>16 Components<br/>Sessions + Dashboard"]
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Collector["Go Collector<br/>39 files<br/>Copilot adapter working"]
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end
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subgraph Critical["🔥 Critical Next Steps (Week 1)"]
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API["API Endpoints<br/>/api/sessions<br/>/api/events"]
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Tests["Fix Tests<br/>Integration<br/>End-to-end"]
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Integration["Connect Layers<br/>Frontend → Backend<br/>Collector → Backend"]
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end
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subgraph Critical2["🔥 Also Critical (Week 1)"]
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Backfill["Historical Backfill<br/>Import existing logs<br/>Bulk API endpoint"]
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end
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D17 --> Output["✅ Production-ready<br/>collector binary"]
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subgraph Future["⏸️ Deferred"]
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Adapters["More Adapters<br/>(Claude, Cursor)"]
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NPM["NPM Package"]
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MCP["MCP Integration"]
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end
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Backend --> API
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Frontend --> API
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Collector --> API
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Collector --> Backfill
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API --> Integration
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Tests --> Integration
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Backfill --> Integration
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Output --> Phase1["Complete Phase 1<br/>(finish Week 3-4 tasks)"]
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Phase1 --> Phase2["Phase 2:<br/>Visualization"]
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Phase2 --> Phase3["Phase 3:<br/>Intelligence"]
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Phase3 --> Phase4["Phase 4:<br/>Enterprise"]
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Integration --> Working["✅ Working System"]
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Working -.-> Adapters
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Working -.-> NPM
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Working -.-> MCP
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```
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---
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## Next Actions
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## Next Actions (Priority Order)
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### 🔥 Critical (Week 1)
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**Backend API Integration**:
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1. Create `/api/sessions` REST endpoints (GET, POST, PATCH)
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2. Create `/api/events` REST endpoints (GET, POST, bulk)
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3. Implement real-time event streaming endpoint
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4. Connect frontend components to real APIs
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5. Remove mock data from frontend
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**Go Collector Stabilization**:
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1. Fix failing tests (buffer, client, integration)
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2. Validate end-to-end flow: Collector → Backend → Database
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3. Test real-time event collection with Copilot
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**Historical Backfill**:
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1. Implement backfill system to import existing agent logs
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2. Parse historical log files and extract events
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3. Bulk import API endpoint for backfill data
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4. Backfill progress tracking and status
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### Completed (Days 1-4)
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### 📋 Important (Week 2)
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1. ✅ Created `packages/collector-go/` directory structure
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2. ✅ Initialized Go module with dependencies
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3. ✅ Set up CLI with Cobra framework
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4. ✅ Configured cross-compilation (Makefile + scripts)
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5. ✅ Implemented configuration system
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6. ✅ Built log discovery mechanism
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**Performance & Optimization**:
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### Next (Days 5-7)
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1. TimescaleDB continuous aggregates setup
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2. Query performance benchmarking
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3. Frontend pagination implementation
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4. Caching strategy for dashboard
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1. Implement file watcher with fsnotify
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2. Implement SQLite buffer
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3. Test offline mode behavior
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### ⏸️ Deferred (Future)
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### This Month (Days 1-20)
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- Additional adapters (Claude, Cursor)
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- NPM distribution package
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- MCP service integration
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- Phase 2-4 features (visualization, intelligence, enterprise)ure)
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1. Complete Go collector with all adapters
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2. Test cross-platform distribution
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3. Publish NPM package
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4. Begin real data collection
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- Additional adapters (Claude, Cursor)
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- NPM distribution package
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- MCP service integration
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- Historical backfill system
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- Phase 2-4 features
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## Risks & Mitigation
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| Risk | Impact | Mitigation |
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| -------------------------------- | ------ | --------------------------------------- |
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| **Agent log format changes** | High | Version detection, fallback parsing |
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| **Cross-platform compatibility** | Medium | Extensive testing, clear error messages |
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| **Performance overhead** | High | Benchmarking, resource limits |
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| **User adoption** | Medium | Easy install via npm, clear value prop |
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| **Privacy concerns** | High | Transparent docs, opt-in, local-first |
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| Risk | Impact | Status | Mitigation |
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| -------------------------------- | ------ | ---------- | -------------------------------------- |
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| **Missing API endpoints** | HIGH | ⚠️ Active | Create REST endpoints (2-3 days) |
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| **Frontend using mock data** | HIGH | ⚠️ Active | Connect to real APIs after endpoints |
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| **Test failures in collector** | MEDIUM | 🔨 In work | Debug buffer/client/integration tests |
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| **No end-to-end validation** | HIGH | ⚠️ Active | Integration testing after API complete |
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| **Agent log format changes** | LOW | Deferred | Version detection (future) |
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| **Cross-platform compatibility** | LOW | ✅ Handled | Binary builds successfully |
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| **Performance overhead** | LOW | Deferred | Benchmark after integration (future) |
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## Success Criteria
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### Phase 0 (Go Collector)
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### Phase 0 (Go Collector Infrastructure)
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- [x] Binary builds on all platforms (mac/linux/windows)
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- [x] Binary size < 20MB (~3MB achieved)
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- [ ] Memory usage < 50MB during operation
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- [ ] Processes > 1K events/sec
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- [ ] Works offline, syncs when online
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- [ ] NPM package installs successfully
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- [ ] At least 2 agent adapters working (Copilot, Claude)
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### Overall Project
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- [ ] Event collection rate > 10K events/sec
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- [ ] Query performance < 100ms P95
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- [ ] Storage efficiency < 1KB per event
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- [ ] Real-time dashboard with < 1s load time
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- [ ] Pattern detection identifies common success/failure modes
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- [ ] Quality analysis integrated with SonarQube
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- [ ] Enterprise features (SSO, audit logs, integrations)
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- [x] Binary size < 20MB (~15MB achieved)
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- [x] Configuration system working
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- [x] File watcher operational
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- [x] SQLite buffer implemented
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- [x] Copilot adapter working
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- [ ] All tests passing (buffer/client/integration need fixes)
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- [ ] End-to-end flow validated
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### Phase 1 (Backend Integration) - CURRENT PRIORITY
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- [x] Backend services complete (AgentEventService, AgentSessionService)
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- [x] Frontend components complete (16 components)
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- [x] Database schema with TimescaleDB
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- [ ] **API endpoints created** ⚠️ CRITICAL
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### Phase 1 Remaining (High Priority)
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- [ ] **Historical backfill system** ⚠️ HIGH PRIORITY
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- [ ] Backfill command/API to import existing logs
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- [ ] Bulk event import endpoint
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- [ ] Progress tracking for backfill operations
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- [ ] Handle duplicate detection
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### Deferred (Future Phases)
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- [ ] Additional adapters (Claude, Cursor) - nice to have
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- [ ] NPM distribution - not priority
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- [ ] MCP integration - not priority
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- [ ] Performance optimization (<100ms P95, >10K events/sec)
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- [ ] Pattern detection and analytics (Phase 3)
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**Last Updated**: November 2, 2025
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**Current Focus**: API endpoints + integration layer + historical backfill
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**Estimated Time to Working System**: 2-3 days (API) + 1-2 days (backfill) + 1-2 days (testing)
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**Next Review**: After API endpoints complete10K events/sec)
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- [ ] Pattern detection and analytics (Phase 3)
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- [ ] Enterprise features (Phase 4)
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---
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**Last Updated**: October 21, 2025
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**Latest Progress**: Days 1-4 completed (20% of Phase 0)
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**Next Milestone**: Complete Days 5-7 (file watching + buffer)
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**Next Review**: After Phase 0 completion
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**Last Updated**: November 2, 2025
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**Current Focus**: API endpoints + integration layer
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**Estimated Time to Working System**: 2-3 days (API) + 1-2 days (testing)
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**Next Review**: After API endpoints complete

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