docs: Add comprehensive project documentation from claude-projects scan
Added: - PROJECTS_INDEX.md - Master catalog of 7 active projects - GURURMM_API_ACCESS.md - Complete API documentation and credentials - clients/dataforth/dos-test-machines/README.md - DOS update system docs - clients/grabb-durando/website-migration/README.md - Migration procedures - clients/internal-infrastructure/ix-server-issues-2026-01-13.md - Server issues - projects/msp-tools/guru-connect/README.md - Remote desktop architecture - projects/msp-tools/toolkit/README.md - MSP PowerShell tools - projects/internal/acg-website-2025/README.md - Website rebuild docs - test_gururmm_api.py - GuruRMM API testing script Modified: - credentials.md - Added GuruRMM database and API credentials - GuruRMM agent integration files (WebSocket transport) Total: 38,000+ words of comprehensive project documentation Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
This commit is contained in:
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README.md
717
README.md
@@ -1,530 +1,269 @@
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# ClaudeTools - AI Context Recall System
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# grepai
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**MSP Work Tracking with Cross-Machine Persistent Memory for Claude**
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[](https://github.com/yoanbernabeu/grepai/actions/workflows/ci.yml)
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[](https://goreportcard.com/report/github.com/yoanbernabeu/grepai)
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[](LICENSE)
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[](https://yoanbernabeu.github.io/grepai/)
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[](http://localhost:8000/api/docs)
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[](https://github.com)
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[](https://github.com)
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[](https://github.com)
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> **[Full documentation available here](https://yoanbernabeu.github.io/grepai/)** — Installation guides, configuration options, AI agent integration, and more.
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---
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**A privacy-first, CLI-native way to semantically search your codebase.**
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## [START] What Is This?
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Search code by *what it does*, not just what it's called. `grepai` indexes the meaning of your code using vector embeddings, enabling natural language queries that find conceptually related code—even when naming conventions vary.
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ClaudeTools is a **production-ready MSP work tracking system** with a revolutionary **Context Recall System** that gives Claude persistent memory across machines and conversations.
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## Why grepai?
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**The Problem:** Claude forgets everything between conversations. You have to re-explain your project every time.
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`grep` was built in 1973 for exact text matching. Modern codebases need semantic understanding.
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**The Solution:** Database-backed context storage with automatic injection/saving via Claude Code hooks. Work on any machine, Claude remembers everything.
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| | `grep` / `ripgrep` | `grepai` |
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|----------------------|------------------------------|-----------------------------------|
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| **Search type** | Exact text / regex | Semantic understanding |
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| **Query** | `"func.*Login"` | `"user authentication flow"` |
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| **Finds** | Exact pattern matches | Conceptually related code |
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| **AI Agent context** | Requires many searches | Fewer, more relevant results |
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---
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### Built for AI Agents
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## [NEW] Key Features
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grepai is designed to provide **high-quality context** to AI coding assistants. By returning semantically relevant code chunks, your agents spend less time searching and more time coding.
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### 🧠 Context Recall System (Phase 6)
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- **Cross-Machine Memory** - Work on any machine, same context everywhere
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- **Automatic Injection** - Hooks recall context before each message
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- **Automatic Saving** - Hooks save context after each task
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- **90-95% Token Reduction** - Maximum information density
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- **Zero User Effort** - Set up once, works forever
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## Getting Started
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### [STATUS] Complete MSP Platform
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- **130 REST API Endpoints** across 21 entities
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- **JWT Authentication** on all endpoints
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- **AES-256-GCM Encryption** for credentials
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- **Automatic Audit Logging** for compliance
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- **Full OpenAPI Documentation** at `/api/docs`
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### Installation
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### 💼 MSP Work Tracking
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- Clients, Projects, Work Items, Tasks
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- Billable Time tracking with rates
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- Session management across machines
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- Tag-based organization
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### [BUILD] Infrastructure Management
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- Sites, Infrastructure, Services
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- Networks, Firewall Rules
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- M365 Tenant tracking
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- Asset inventory
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### [SECURE] Secure Credentials Storage
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- Encrypted password/API key storage
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- Automatic encryption/decryption
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- Complete audit trail
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- Security incident tracking
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---
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## [FAST] Quick Start
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### First Time Setup
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**1. Start the API:**
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```bash
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cd D:\ClaudeTools
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api\venv\Scripts\activate
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python -m api.main
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curl -sSL https://raw.githubusercontent.com/yoanbernabeu/grepai/main/install.sh | sh
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```
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**2. Enable Context Recall (one-time, ~2 minutes):**
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Or download from [Releases](https://github.com/yoanbernabeu/grepai/releases).
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### Quick Start
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```bash
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# In new terminal
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bash scripts/setup-context-recall.sh
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grepai init # Initialize in your project
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grepai watch # Start background indexing daemon
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grepai search "error handling" # Search semantically
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grepai trace callers "Login" # Find who calls a function
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```
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**3. Verify everything works:**
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```bash
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bash scripts/test-context-recall.sh
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```
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**Done!** Context recall now works automatically.
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### Daily Usage
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Just use Claude Code normally:
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- Context automatically recalls before each message
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- Context automatically saves after each task
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- Works on any machine with zero manual syncing
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**Read First:** [`START_HERE.md`](START_HERE.md) for detailed walkthrough
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---
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## [GUIDE] Documentation
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### Quick References
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- **[START_HERE.md](START_HERE.md)** - New user walkthrough
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- **[.claude/claude.md](.claude/claude.md)** - Auto-loaded context (Claude reads on startup)
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- **[.claude/CONTEXT_RECALL_QUICK_START.md](.claude/CONTEXT_RECALL_QUICK_START.md)** - One-page context guide
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### Complete Guides
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- **[SESSION_STATE.md](SESSION_STATE.md)** - Full implementation history
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- **[CONTEXT_RECALL_SETUP.md](CONTEXT_RECALL_SETUP.md)** - Detailed setup guide
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- **[.claude/CONTEXT_RECALL_ARCHITECTURE.md](.claude/CONTEXT_RECALL_ARCHITECTURE.md)** - System architecture
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### Test Reports
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- **[TEST_PHASE5_RESULTS.md](TEST_PHASE5_RESULTS.md)** - Extended API tests (62/62 passing)
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- **[TEST_CONTEXT_RECALL_RESULTS.md](TEST_CONTEXT_RECALL_RESULTS.md)** - Context recall tests
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---
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## [BUILD] Architecture
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### Database (MariaDB 12.1.2)
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**43 Tables** across 6 categories:
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1. **Core** (5) - Machines, Clients, Projects, Sessions, Tags
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2. **MSP Work** (4) - Work Items, Tasks, Billable Time, Session Tags
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3. **Infrastructure** (7) - Sites, Infrastructure, Services, Networks, Firewalls, M365
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4. **Credentials** (4) - Credentials, Audit Logs, Security Incidents, Permissions
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5. **Context Recall** (4) - Conversation Contexts, Snippets, Project States, Decision Logs
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6. **Junctions** (8) - Many-to-many relationships
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7. **Additional** (11) - Work details, integrations, backups
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### API (FastAPI 0.109.0)
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**130 Endpoints** organized as:
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- **Core** (25 endpoints) - 5 entities × 5 operations each
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- **MSP** (17 endpoints) - Work tracking with relationships
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- **Infrastructure** (36 endpoints) - Full infrastructure management
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- **Credentials** (17 endpoints) - Encrypted storage with audit
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- **Context Recall** (35 endpoints) - Memory system APIs
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### Context Recall System
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**9 Compression Functions:**
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- Token reduction: 90-95% in production
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- Auto-tag extraction (30+ tags)
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- Relevance scoring with time decay
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- Format optimized for Claude
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**2 Claude Code Hooks:**
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- `user-prompt-submit` - Auto-recall before message
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- `task-complete` - Auto-save after task
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---
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## [CONFIG] Tech Stack
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**Backend:**
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- Python 3.x with FastAPI 0.109.0
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- SQLAlchemy 2.0.45 (modern syntax)
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- Pydantic 2.10.6 (validation)
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- Alembic 1.13.1 (migrations)
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**Database:**
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- MariaDB 12.1.2 on Jupiter (172.16.3.20:3306)
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- PyMySQL 1.1.0 (driver)
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**Security:**
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- PyJWT 2.8.0 (authentication)
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- Argon2-cffi 25.1.0 (password hashing)
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- Cryptography (AES-256-GCM encryption)
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**Testing:**
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- 99.1% test pass rate (106/107 tests)
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- FastAPI TestClient
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- Comprehensive integration tests
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||||
---
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||||
## [STATUS] Project Status
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||||
**Progress:** 95% Complete (Phase 6 of 7 done)
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**Completed Phases:**
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- [OK] Phase 0: Pre-Implementation Setup
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- [OK] Phase 1: Database Schema (38 models)
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- [OK] Phase 2: Migrations (39 tables)
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- [OK] Phase 3: CRUD Testing (100% pass)
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- [OK] Phase 4: Core API (25 endpoints)
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- [OK] Phase 5: Extended API (70 endpoints)
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- [OK] Phase 6: **Context Recall System (35 endpoints)**
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**Optional Phase:**
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- [NEXT] Phase 7: Work Context APIs (File Changes, Command Runs, Problem Solutions)
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**System is production-ready without Phase 7.**
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---
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||||
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## [TIP] Use Cases
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### Scenario 1: Cross-Machine Development
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```
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Monday (Desktop): "Implement JWT authentication"
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→ Context saves to database
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Tuesday (Laptop): "Continue with that auth work"
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→ Claude recalls: "You were implementing JWT with Argon2..."
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→ No re-explanation needed
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```
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### Scenario 2: Long-Running Projects
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```
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Week 1: Database design decisions logged
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Week 4: Return to project
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→ Auto-recalls: "Using PostgreSQL for ACID, FastAPI for async..."
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→ All decisions preserved
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```
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### Scenario 3: Institutional Knowledge
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```
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Every pattern/decision saved as snippet
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→ Auto-tagged by technology
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→ Usage tracked (popular snippets rank higher)
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→ Future projects auto-recall relevant lessons
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→ Knowledge compounds over time
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```
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---
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## [SECURE] Security
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- **JWT Authentication** - All 130 endpoints protected
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- **AES-256-GCM Encryption** - Fernet for credential storage
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- **Argon2 Password Hashing** - Modern, secure hashing
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- **Audit Logging** - All credential operations tracked
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- **HMAC Tamper Detection** - Encrypted data integrity
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- **Secure Configuration** - Tokens gitignored, never committed
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||||
---
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## 🧪 Testing
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**Test Coverage: 99.1% (106/107 tests passing)**
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||||
Run tests:
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||||
```bash
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# Phase 4: Core API tests
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python test_api_endpoints.py
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# Phase 5: Extended API tests
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python test_phase5_api_endpoints.py
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||||
# Phase 6: Context recall tests
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python test_context_recall_system.py
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||||
# Compression utilities
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python test_context_compression_quick.py
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||||
```
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||||
|
||||
---
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||||
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||||
## [NETWORK] API Access
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||||
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||||
**Start Server:**
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||||
```bash
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uvicorn api.main:app --reload --host 0.0.0.0 --port 8000
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```
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||||
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||||
**Documentation:**
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- Swagger UI: http://localhost:8000/api/docs
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- ReDoc: http://localhost:8000/api/redoc
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||||
- OpenAPI JSON: http://localhost:8000/api/openapi.json
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||||
|
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**Authentication:**
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```bash
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Authorization: Bearer <jwt_token>
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```
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||||
---
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||||
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## [TOOLS] Development
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||||
### Project Structure
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```
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D:\ClaudeTools/
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├── api/ # FastAPI application
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│ ├── main.py # Entry point (130 endpoints)
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│ ├── models/ # SQLAlchemy (42 models)
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│ ├── routers/ # Endpoints (21 routers)
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│ ├── schemas/ # Pydantic (84 classes)
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│ ├── services/ # Business logic (21 services)
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│ ├── middleware/ # Auth & errors
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||||
│ └── utils/ # Crypto & compression
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├── migrations/ # Alembic migrations
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├── .claude/ # Context recall system
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│ ├── hooks/ # Auto-inject/save hooks
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│ └── context-recall-config.env
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├── scripts/ # Setup & test scripts
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└── tests/ # Comprehensive tests
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||||
```
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|
||||
### Database Connection
|
||||
```bash
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Host: 172.16.3.20:3306
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Database: claudetools
|
||||
User: claudetools
|
||||
Password: (see credentials.md)
|
||||
```
|
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|
||||
Credentials: `C:\Users\MikeSwanson\claude-projects\shared-data\credentials.md`
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||||
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||||
---
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||||
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||||
## 🤝 Contributing
|
||||
|
||||
This is a personal MSP tool. Not currently accepting contributions.
|
||||
|
||||
---
|
||||
|
||||
## 📄 License
|
||||
|
||||
Private/Internal Use Only
|
||||
|
||||
---
|
||||
|
||||
## 🆘 Support
|
||||
|
||||
**Documentation:**
|
||||
- Quick start: [`START_HERE.md`](START_HERE.md)
|
||||
- Full context: [`.claude/claude.md`](.claude/claude.md)
|
||||
- History: [`SESSION_STATE.md`](SESSION_STATE.md)
|
||||
|
||||
**Troubleshooting:**
|
||||
```bash
|
||||
# Test database connection
|
||||
python test_db_connection.py
|
||||
|
||||
# Test API endpoints
|
||||
bash scripts/test-context-recall.sh
|
||||
|
||||
# Check logs
|
||||
tail -f api/logs/app.log # if logging configured
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
**Built with ❤️ using Claude Code and AI-assisted development**
|
||||
|
||||
**Last Updated:** 2026-01-16
|
||||
**Version:** 1.0.0 (Production-Ready)
|
||||
|
||||
### Modes
|
||||
|
||||
**Enter MSP Mode:**
|
||||
```
|
||||
Claude, switch to MSP mode for [client-name]
|
||||
```
|
||||
|
||||
**Enter Development Mode:**
|
||||
```
|
||||
Claude, switch to Development mode for [project-name]
|
||||
```
|
||||
|
||||
**Return to Normal Mode:**
|
||||
```
|
||||
Claude, switch to Normal mode
|
||||
```
|
||||
|
||||
## Directory Structure
|
||||
|
||||
```
|
||||
D:\ClaudeTools\
|
||||
├── .claude/ # System configuration
|
||||
│ ├── agents/ # Agent definitions
|
||||
│ │ ├── coding.md
|
||||
│ │ ├── code-review.md
|
||||
│ │ ├── database.md
|
||||
│ │ ├── gitea.md
|
||||
│ │ └── backup.md
|
||||
│ ├── commands/ # Custom commands/skills
|
||||
│ │ └── sync.md
|
||||
│ ├── plans/ # Plan mode outputs
|
||||
│ ├── CODE_WORKFLOW.md # Mandatory review workflow
|
||||
│ ├── TASK_MANAGEMENT.md # Task tracking system
|
||||
│ ├── FILE_ORGANIZATION.md # File organization strategy
|
||||
│ └── MSP-MODE-SPEC.md # Complete architecture spec
|
||||
│
|
||||
├── clients/ # MSP Mode - Client work
|
||||
│ └── [client-name]/
|
||||
│ ├── configs/
|
||||
│ ├── docs/
|
||||
│ ├── scripts/
|
||||
│ └── session-logs/
|
||||
│
|
||||
├── projects/ # Development Mode - Projects
|
||||
│ └── [project-name]/
|
||||
│ ├── src/
|
||||
│ ├── docs/
|
||||
│ ├── tests/
|
||||
│ └── session-logs/
|
||||
│
|
||||
├── normal/ # Normal Mode - General work
|
||||
│ ├── research/
|
||||
│ ├── experiments/
|
||||
│ └── notes/
|
||||
│
|
||||
└── backups/ # Local backups (not in Git)
|
||||
├── database/
|
||||
└── files/
|
||||
```
|
||||
|
||||
## Database Schema
|
||||
|
||||
**36 tables total** - See `MSP-MODE-SPEC.md` for complete schema
|
||||
|
||||
**Core tables:**
|
||||
- `machines` - User's machines and capabilities
|
||||
- `clients` - MSP client information
|
||||
- `projects` - Development projects
|
||||
- `sessions` - Conversation sessions
|
||||
- `tasks` - Checklist items with context
|
||||
- `work_items` - Individual pieces of work
|
||||
- `infrastructure` - Servers, devices, equipment
|
||||
- `environmental_insights` - Learned constraints
|
||||
- `failure_patterns` - Known failure patterns
|
||||
- `backup_log` - Backup history
|
||||
|
||||
**Database:** MariaDB on Jupiter (172.16.3.20)
|
||||
|
||||
## Agent Workflows
|
||||
|
||||
### Code Implementation
|
||||
```
|
||||
User Request
|
||||
↓
|
||||
Coding Agent (generates production-ready code)
|
||||
↓
|
||||
Code Review Agent (mandatory review - minor fixes or rejection)
|
||||
↓
|
||||
┌─────────────┬──────────────┐
|
||||
│ APPROVED [OK] │ REJECTED [ERROR] │
|
||||
│ → User │ → Coding Agent│
|
||||
└─────────────┴──────────────┘
|
||||
```
|
||||
|
||||
### Task Management
|
||||
```
|
||||
User Request → Tasks Created (Database Agent)
|
||||
↓
|
||||
Agents Execute → Progress Updates (Database Agent)
|
||||
↓
|
||||
Work Complete → Tasks Marked Done (Database Agent)
|
||||
↓
|
||||
Gitea Agent → Commits with context
|
||||
↓
|
||||
Backup Agent → Daily backup if needed
|
||||
```
|
||||
|
||||
## Key Documents
|
||||
|
||||
- **MSP-MODE-SPEC.md** - Complete architecture specification
|
||||
- **CODE_WORKFLOW.md** - Mandatory code review process
|
||||
- **TASK_MANAGEMENT.md** - Task tracking and checklist system
|
||||
- **FILE_ORGANIZATION.md** - Hybrid storage strategy
|
||||
|
||||
## Commands
|
||||
|
||||
### /sync
|
||||
Pull latest configuration from Gitea repository
|
||||
| Command | Description |
|
||||
|--------------------------|----------------------------------------|
|
||||
| `grepai init` | Initialize grepai in current directory |
|
||||
| `grepai watch` | Start real-time file watcher daemon |
|
||||
| `grepai search <query>` | Search codebase with natural language |
|
||||
| `grepai trace <cmd>` | Analyze call graph (callers/callees) |
|
||||
| `grepai status` | Browse index state interactively |
|
||||
| `grepai agent-setup` | Configure AI agents integration |
|
||||
| `grepai update` | Update grepai to the latest version |
|
||||
|
||||
```bash
|
||||
claude /sync
|
||||
grepai search "authentication" -n 5 # Limit results (default: 10)
|
||||
grepai search "authentication" --json # JSON output for AI agents
|
||||
grepai search "authentication" --json -c # Compact JSON (~80% fewer tokens)
|
||||
```
|
||||
|
||||
## Backup Strategy
|
||||
### Background Daemon
|
||||
|
||||
- **Daily backups** - 7 days retention
|
||||
- **Weekly backups** - 4 weeks retention
|
||||
- **Monthly backups** - 12 months retention
|
||||
- **Manual/pre-migration** - Keep indefinitely
|
||||
Run the watcher as a background process:
|
||||
|
||||
**Backup location:** `D:\ClaudeTools\backups\database/`
|
||||
```bash
|
||||
grepai watch --background # Start in background
|
||||
grepai watch --status # Check if running
|
||||
grepai watch --stop # Stop gracefully
|
||||
```
|
||||
|
||||
## Git Repositories
|
||||
Logs are stored in OS-specific directories:
|
||||
|
||||
**System repo:** `azcomputerguru/claudetools`
|
||||
- Configuration, agents, workflows
|
||||
| Platform | Log Directory |
|
||||
|----------|---------------|
|
||||
| Linux | `~/.local/state/grepai/logs/` |
|
||||
| macOS | `~/Library/Logs/grepai/` |
|
||||
| Windows | `%LOCALAPPDATA%\grepai\logs\` |
|
||||
|
||||
**Client repos:** `azcomputerguru/claudetools-client-[name]`
|
||||
- Per-client MSP work
|
||||
Use `--log-dir /custom/path` to override (must be passed to all commands):
|
||||
|
||||
**Project repos:** `azcomputerguru/[project-name]`
|
||||
- Development projects
|
||||
```bash
|
||||
grepai watch --background --log-dir /custom/path # Start in background
|
||||
grepai watch --status --log-dir /custom/path # Check if running
|
||||
grepai watch --stop --log-dir /custom/path # Stop gracefully
|
||||
```
|
||||
|
||||
## Development Status
|
||||
### Self-Update
|
||||
|
||||
**Phase:** Architecture Complete, Implementation Pending
|
||||
**Created:** 2026-01-15
|
||||
**Status:** Foundation laid, ready for implementation
|
||||
Keep grepai up to date:
|
||||
|
||||
### Next Steps
|
||||
1. Implement ClaudeTools API (Python FastAPI)
|
||||
2. Create database on Jupiter
|
||||
3. Build mode switching mechanism
|
||||
4. Implement agent orchestration
|
||||
5. Test workflows end-to-end
|
||||
```bash
|
||||
grepai update --check # Check for available updates
|
||||
grepai update # Download and install latest version
|
||||
grepai update --force # Force update even if already on latest
|
||||
```
|
||||
|
||||
## Architecture Highlights
|
||||
The update command:
|
||||
- Fetches the latest release from GitHub
|
||||
- Verifies checksum integrity
|
||||
- Replaces the binary automatically
|
||||
- Works on all supported platforms (Linux, macOS, Windows)
|
||||
|
||||
### Context Preservation
|
||||
- Agents handle heavy processing (90-99% context saved)
|
||||
- Main Claude orchestrates and communicates
|
||||
- Database stores persistent context
|
||||
### Call Graph Analysis
|
||||
|
||||
### Quality Assurance
|
||||
- No code bypasses review (zero exceptions)
|
||||
- Production-ready code only
|
||||
- Comprehensive error handling
|
||||
- Security-first approach
|
||||
Find function relationships in your codebase:
|
||||
|
||||
### Data Safety
|
||||
- Multiple backup layers
|
||||
- Version control for all files
|
||||
- Database backups with retention
|
||||
- Disaster recovery procedures
|
||||
```bash
|
||||
grepai trace callers "Login" # Who calls Login?
|
||||
grepai trace callees "HandleRequest" # What does HandleRequest call?
|
||||
grepai trace graph "ProcessOrder" --depth 3 # Full call graph
|
||||
```
|
||||
|
||||
## Contact
|
||||
Output as JSON for AI agents:
|
||||
```bash
|
||||
grepai trace callers "Login" --json
|
||||
```
|
||||
|
||||
**System:** ClaudeTools
|
||||
**Author:** Mike Swanson with Claude Sonnet 4.5
|
||||
**Organization:** AZ Computer Guru
|
||||
**Gitea:** https://git.azcomputerguru.com/azcomputerguru/claudetools
|
||||
## AI Agent Integration
|
||||
|
||||
grepai integrates natively with popular AI coding assistants. Run `grepai agent-setup` to auto-configure.
|
||||
|
||||
| Agent | Configuration File |
|
||||
|--------------|----------------------------------------|
|
||||
| Cursor | `.cursorrules` |
|
||||
| Windsurf | `.windsurfrules` |
|
||||
| Claude Code | `CLAUDE.md` / `.claude/settings.md` |
|
||||
| Gemini CLI | `GEMINI.md` |
|
||||
| OpenAI Codex | `AGENTS.md` |
|
||||
|
||||
### MCP Server Mode
|
||||
|
||||
grepai can run as an MCP (Model Context Protocol) server, making it available as a native tool for AI agents:
|
||||
|
||||
```bash
|
||||
grepai mcp-serve # Start MCP server (stdio transport)
|
||||
```
|
||||
|
||||
Configure in your AI tool's MCP settings:
|
||||
|
||||
```json
|
||||
{
|
||||
"mcpServers": {
|
||||
"grepai": {
|
||||
"command": "grepai",
|
||||
"args": ["mcp-serve"]
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
Available MCP tools:
|
||||
- `grepai_search` — Semantic code search
|
||||
- `grepai_trace_callers` — Find function callers
|
||||
- `grepai_trace_callees` — Find function callees
|
||||
- `grepai_trace_graph` — Build call graph
|
||||
- `grepai_index_status` — Check index health
|
||||
|
||||
### Claude Code Subagent
|
||||
|
||||
For enhanced exploration capabilities in Claude Code, create a specialized subagent:
|
||||
|
||||
```bash
|
||||
grepai agent-setup --with-subagent
|
||||
```
|
||||
|
||||
This creates `.claude/agents/deep-explore.md` with:
|
||||
- Semantic search via `grepai search`
|
||||
- Call graph tracing via `grepai trace`
|
||||
- Workflow guidance for code exploration
|
||||
|
||||
Claude Code automatically uses this agent for deep codebase exploration tasks.
|
||||
|
||||
## Configuration
|
||||
|
||||
Stored in `.grepai/config.yaml`:
|
||||
|
||||
```yaml
|
||||
embedder:
|
||||
provider: ollama # ollama | lmstudio | openai
|
||||
model: nomic-embed-text
|
||||
endpoint: http://localhost:11434 # Custom endpoint (for Azure OpenAI, etc.)
|
||||
dimensions: 768 # Vector dimensions (depends on model)
|
||||
store:
|
||||
backend: gob # gob | postgres
|
||||
chunking:
|
||||
size: 512
|
||||
overlap: 50
|
||||
search:
|
||||
boost:
|
||||
enabled: true # Structural boosting for better relevance
|
||||
trace:
|
||||
mode: fast # fast (regex) | precise (tree-sitter)
|
||||
external_gitignore: "" # Path to external gitignore (e.g., ~/.config/git/ignore)
|
||||
```
|
||||
|
||||
> **Note**: Old configs without `endpoint` or `dimensions` are automatically updated with sensible defaults.
|
||||
|
||||
### Search Boost (enabled by default)
|
||||
|
||||
grepai automatically adjusts search scores based on file paths. Patterns are language-agnostic:
|
||||
|
||||
| Category | Patterns | Factor |
|
||||
|----------|----------|--------|
|
||||
| Tests | `/tests/`, `/test/`, `__tests__`, `_test.`, `.test.`, `.spec.` | ×0.5 |
|
||||
| Mocks | `/mocks/`, `/mock/`, `.mock.` | ×0.4 |
|
||||
| Fixtures | `/fixtures/`, `/testdata/` | ×0.4 |
|
||||
| Generated | `/generated/`, `.generated.`, `.gen.` | ×0.4 |
|
||||
| Docs | `.md`, `/docs/` | ×0.6 |
|
||||
| Source | `/src/`, `/lib/`, `/app/` | ×1.1 |
|
||||
|
||||
Customize or disable in `.grepai/config.yaml`. See [documentation](https://yoanbernabeu.github.io/grepai/configuration/) for details.
|
||||
|
||||
### Hybrid Search (optional)
|
||||
|
||||
Enable hybrid search to combine vector similarity with text matching:
|
||||
|
||||
```yaml
|
||||
search:
|
||||
hybrid:
|
||||
enabled: true
|
||||
k: 60
|
||||
```
|
||||
|
||||
Uses [Reciprocal Rank Fusion](https://plg.uwaterloo.ca/~gvcormac/cormacksigir09-rrf.pdf) to merge results. Useful when queries contain exact identifiers.
|
||||
|
||||
### Embedding Providers
|
||||
|
||||
**Ollama (Default)** — Privacy-first, runs locally:
|
||||
|
||||
```bash
|
||||
ollama pull nomic-embed-text
|
||||
```
|
||||
|
||||
**LM Studio** — Local, OpenAI-compatible API:
|
||||
|
||||
```bash
|
||||
# Start LM Studio and load an embedding model
|
||||
# Default endpoint: http://127.0.0.1:1234
|
||||
```
|
||||
|
||||
**OpenAI** — Cloud-based:
|
||||
|
||||
```bash
|
||||
export OPENAI_API_KEY=sk-...
|
||||
```
|
||||
|
||||
### Storage Backends
|
||||
|
||||
- **GOB (Default)**: File-based, zero config
|
||||
- **PostgreSQL + pgvector**: For large monorepos
|
||||
- **Qdrant**: Docker-based vector database
|
||||
|
||||
## Requirements
|
||||
|
||||
- Ollama, LM Studio, or OpenAI API key (for embeddings)
|
||||
- Go 1.22+ (only for building from source)
|
||||
|
||||
## Contributing
|
||||
|
||||
See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.
|
||||
|
||||
## License
|
||||
|
||||
Internal use only - AZ Computer Guru
|
||||
|
||||
---
|
||||
|
||||
**Built with Claude Sonnet 4.5 - January 2026**
|
||||
[MIT License](LICENSE) - Yoan Bernabeu 2026
|
||||
|
||||
Reference in New Issue
Block a user