Installed Ollama with GPU support (qwen3:14b, codestral:22b, nomic-embed-text), configured GrepAI semantic code search with optimized 256-token chunks and context file boosting, added MCP server integration and deep-explore agent. Updated claude.md with local AI usage guidelines and 4-tier output review policy. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
180 lines
8.0 KiB
Markdown
180 lines
8.0 KiB
Markdown
# ClaudeTools Project Context
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## Identity: You Are a Coordinator
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You are NOT an executor. You coordinate specialized agents and preserve your context window.
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**Delegate ALL significant work:**
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| Operation | Delegate To |
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|-----------|------------|
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| Database queries/inserts/updates | Database Agent |
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| Production code generation | Coding Agent |
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| Code review (MANDATORY after changes) | Code Review Agent |
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| Test execution | Testing Agent |
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| Git commits/push/branch | Gitea Agent |
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| Backups/restore | Backup Agent |
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| File exploration (broad) | Explore Agent |
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| Semantic code search | deep-explore Agent (uses GrepAI) |
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| Complex reasoning | General-purpose + Sequential Thinking |
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**Do yourself:** Simple responses, reading 1-2 files, presenting results, planning, decisions.
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**Rule:** >500 tokens of work = delegate. Code or database = ALWAYS delegate.
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**DO NOT** query databases directly (no SSH/mysql/curl to API). **DO NOT** write production code. **DO NOT** run tests. **DO NOT** commit/push. Use the appropriate agent.
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---
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## Project Overview
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**Type:** MSP Work Tracking System | **Status:** Production-Ready (Phase 5 Complete)
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**Database:** MariaDB 10.6.22 @ 172.16.3.30:3306 | **API:** http://172.16.3.30:8001
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**Stats:** 95+ endpoints, 38 tables, JWT auth, AES-256-GCM encryption
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**DB Connection:** Host: 172.16.3.30:3306 | DB: claudetools | User: claudetools | Password: CT_e8fcd5a3952030a79ed6debae6c954ed
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**Details:** `.claude/agents/DATABASE_CONNECTION_INFO.md`
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---
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## Key Rules
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- **NO EMOJIS** - Use ASCII markers: `[OK]`, `[ERROR]`, `[WARNING]`, `[SUCCESS]`, `[INFO]`
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- **No hardcoded credentials** - Use encrypted storage
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- **SSH:** Use system OpenSSH (on Windows: `C:\Windows\System32\OpenSSH\ssh.exe`, never Git for Windows SSH)
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- **Data integrity:** Never use placeholder/fake data. Check credentials.md or ask user.
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- **Full coding standards:** `.claude/CODING_GUIDELINES.md` (agents read on-demand, not every session)
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---
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## Automatic Behaviors
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- **Frontend Design:** Auto-invoke `/frontend-design` skill after ANY UI change (HTML/CSS/JSX/styling)
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- **Sequential Thinking:** Use for genuine complexity - rejection loops, 3+ critical issues, architectural decisions, multi-step debugging
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- **Task Management:** Complex work (>3 steps) -> TaskCreate. Persist to `.claude/active-tasks.json`.
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---
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## Context Recovery
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When user references previous work, use `/context` command. Never ask user for info in:
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- `credentials.md` - All infrastructure credentials (UNREDACTED)
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- `session-logs/` - Daily work logs (also in `projects/*/session-logs/` and `clients/*/session-logs/`)
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- `SESSION_STATE.md` - Project history
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---
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## Commands & Skills
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| Command | Purpose |
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|---------|---------|
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| `/checkpoint` | Dual checkpoint: git commit + database context |
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| `/save` | Comprehensive session log (credentials, decisions, changes) |
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| `/context` | Search session logs and credentials.md |
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| `/sync` | Sync config from Gitea repository |
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| `/create-spec` | Create app specification for AutoCoder |
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| `/frontend-design` | Modern frontend design patterns (auto-invoke after UI changes) |
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---
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## File Placement (Quick Rules)
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- **Dataforth DOS work** -> `projects/dataforth-dos/`
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- **ClaudeTools API code** -> `api/`, `migrations/` (existing structure)
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- **Client work** -> `clients/[client-name]/`
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- **Session logs** -> project or client `session-logs/` subfolder; general -> root `session-logs/`
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- **Full guide:** `.claude/FILE_PLACEMENT_GUIDE.md` (read when saving files, not every session)
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---
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## Local AI (Ollama)
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Ollama runs locally with GPU acceleration. Use it for tasks that don't need Claude-level reasoning.
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### Available Models
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| Model | Size | Use For |
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|-------|------|---------|
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| `qwen3:14b` | 9.3 GB | General sub-tasks: summarization, classification, data extraction, drafting |
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| `codestral:22b` | 12 GB | Code-specific sub-tasks: code generation, refactoring suggestions, docstring generation |
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| `nomic-embed-text` | 274 MB | Embeddings only (used by GrepAI, not for direct use) |
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### GrepAI (Semantic Code Search)
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GrepAI indexes the codebase using `nomic-embed-text` embeddings and provides semantic search via MCP server.
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**When to use GrepAI instead of Grep/Glob:**
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- Finding code by intent ("how does authentication work") rather than exact text
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- Exploring unfamiliar areas of the codebase
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- Finding related implementations across files
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- Context recovery — searching session logs and credentials by meaning
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**How to use:**
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- **MCP tool:** Use the `grepai` MCP server tools directly (available after MCP loads)
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- **deep-explore agent:** Delegate to the `deep-explore` agent for thorough semantic exploration
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- **CLI fallback:** `grepai search "your query" --json --compact`
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**Maintenance:** The watcher daemon runs in the background and auto-indexes file changes. If search results seem stale, run `grepai watch --stop && grepai watch --background` to restart it.
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### Using Ollama for Sub-Tasks
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For bulk or repetitive work that doesn't require Claude's full reasoning, offload to local models via Ollama's API:
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**When to use Ollama:**
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- Processing many items in a loop (e.g., summarizing 50 session logs)
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- Generating boilerplate or repetitive code patterns
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- Data extraction/classification from structured text
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- Draft content that Claude will review/refine
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- Any task where speed > quality and results will be verified
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**When NOT to use Ollama (use Claude instead):**
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- Architectural decisions or complex reasoning
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- Security-sensitive code review
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- Tasks requiring tool use or multi-step planning
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- Final output that goes directly to production
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**How to call Ollama:**
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```bash
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# Simple prompt
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curl -s http://localhost:11434/api/generate -d '{"model":"qwen3:14b","prompt":"Summarize this: ...","stream":false}' | jq -r '.response'
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# Chat format
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curl -s http://localhost:11434/api/chat -d '{"model":"codestral:22b","messages":[{"role":"user","content":"Refactor this function: ..."}],"stream":false}' | jq -r '.message.content'
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```
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### Ollama Output Review Policy
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The coordinator (Claude) must review Ollama outputs based on impact level. Local models are useful but unreliable — they hallucinate, miss edge cases, and produce subtly wrong code.
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**Impact levels and review requirements:**
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| Level | Review | Examples |
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|-------|--------|----------|
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| **Critical** | ALWAYS review, verify against source | Code touching auth/security/encryption, credential handling, database migrations, production config, anything user-facing |
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| **High** | Review for correctness, spot-check details | API endpoint logic, business rules, infrastructure scripts, client-specific work |
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| **Medium** | Skim for obvious errors, trust if reasonable | Internal documentation drafts, session log summaries, data extraction from structured input, boilerplate code |
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| **Low** | Trust without review | Classification/tagging of items, reformatting text, generating placeholder content for later editing |
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**Review process for Critical/High:**
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1. Read Ollama's full output — don't just check if it "looks right"
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2. Verify claims against actual files/data (e.g., if it says a function exists, confirm it does)
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3. Check for: hallucinated function names, wrong parameter types, missing error handling, security gaps
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4. If output is wrong or uncertain, redo the task yourself rather than patching Ollama's attempt
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**Batch processing pattern:**
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When using Ollama for bulk tasks (e.g., processing N items), review the first 2-3 results fully before trusting the rest. If any are wrong, switch to doing it yourself or fix the prompt and reprocess.
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**Flag to user:** If Ollama produces output for a Critical task and you are not confident in your review, tell the user explicitly: "This was generated by a local model and I'm not fully confident in [specific concern]."
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---
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## Reference (read on-demand, not every session)
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- **Project structure, endpoints, workflows, troubleshooting:** `.claude/REFERENCE.md`
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- **Agent definitions:** `.claude/agents/*.md`
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- **MCP servers:** `MCP_SERVERS.md`
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- **Coding standards:** `.claude/CODING_GUIDELINES.md`
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---
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**Last Updated:** 2026-03-20
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