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nogueiraguh dcd2685671 feat: add OCID resolution for all GenAI models (fixes 404 on OpenAI) 
Models like OpenAI GPT-5.2 require the full OCID rather than the short
model_id. The catalog now maps model IDs to OCIDs per region (us-ashburn-1).
_call_genai and _embed_text resolve the OCID for the configured region
at runtime, falling back to short model_id for unmapped regions.

New models added from OCI portal: GPT-5.3/5.2/5.1/5 Codex, GPT Image
1/1.5, Llama Guard 4, ProtectAI DeBERTa, OpenAI Text Embedding 3
Large/Small. Total: 69 chat + 11 embedding models.
2026-03-03 19:50:55 -03:00

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<p align="center">
<img src="logo.svg" alt="OCI CIS AI Agent" width="96" height="96">
</p>
<h1 align="center">OCI CIS AI Agent</h1>
<p align="center">
<strong>Oracle Cloud Infrastructure — CIS Foundations Benchmark 3.0 — AI-Powered Compliance Platform</strong>
</p>
<p align="center">
<img src="https://img.shields.io/badge/version-1.4-C74634?style=flat-square" alt="Version">
<img src="https://img.shields.io/badge/python-3.12-3776AB?style=flat-square" alt="Python">
<img src="https://img.shields.io/badge/FastAPI-0.115-009688?style=flat-square" alt="FastAPI">
<img src="https://img.shields.io/badge/OCI-GenAI-C74634?style=flat-square" alt="OCI">
<img src="https://img.shields.io/badge/docker-compose-2496ED?style=flat-square" alt="Docker">
<img src="https://img.shields.io/badge/license-MIT-green?style=flat-square" alt="License">
</p>
---
## Overview
OCI CIS AI Agent is a self-hosted web application that automates **CIS Oracle Cloud Infrastructure Foundations Benchmark 3.0** compliance checks, powered by **OCI Generative AI** for intelligent analysis and an **MCP (Model Context Protocol)** server architecture for extensible task execution.
The platform combines security compliance scanning, AI-powered chat with **RAG (Retrieval-Augmented Generation)**, infrastructure exploration, and vector-based knowledge storage into a single, containerized solution with Oracle Cloud's official light theme.
---
## Features
### 🤖 AI Chat Agent with RAG
- **OCI Generative AI** integration via official SDK (`oci.generative_ai_inference`)
- **RAG (Retrieval-Augmented Generation)**: automatically queries ADB vector store for relevant context before generating responses
- 69 chat models + 11 embedding models across 6 providers: **Cohere**, **Meta**, **Google**, **OpenAI** (GPT-5.3/5.2/5.1/5/4.1/4o, Codex, Image, Audio, o1/o3/o4-mini, GPT-oss), **xAI** (Grok 4.1/4/3), **ProtectAI**
- OCID-based model resolution: catalog maps model IDs to OCI resource IDs per region for reliable API calls
- 16 OCI regions supported with auto-generated endpoints
- Full parameter control: temperature, max_tokens, top_p, top_k, frequency/presence penalty
- Conversation history with session management
- On-Demand and Dedicated serving modes
### 🔍 OCI Account Explorer
- Browse tenancy resources directly from the UI
- Explore: Compartments, Regions, VCNs, Compute Instances, Autonomous Databases, Object Storage Buckets
- Select which OCI connection to explore
- Real-time API calls via OCI Python SDK
### 📊 CIS Compliance Reports
- Automated CIS OCI Foundations Benchmark 3.0 execution
- 54 security controls across 8 domains (IAM, Networking, Compute, Logging, Storage, etc.)
- HTML and JSON report output
- Optional MCP server selection per report execution
- Region filtering
### 🔌 MCP Server Registry
- Register multiple MCP servers (stdio, SSE, Python module)
- Upload `.py` scripts directly to servers
- **Link MCP servers to ADB Vector** databases as tools
- Activate/deactivate servers
- Select which MCP server to use per report execution
### 🗄️ Autonomous Database Vector Storage
- Oracle Autonomous Database connection with **mTLS Wallet** authentication
- `python-oracledb` Thin mode (no Oracle Client needed)
- Wallet ZIP upload and automatic extraction
- Connection testing
- Configurable embeddings table name (default: `CIS_EMBEDDINGS`)
- Link to GenAI config for embedding generation via OCI GenAI
### 🧬 Embeddings Management
- Dedicated tab for managing vector embeddings
- **Embed CIS Reports**: automatically chunk reports by section (IAM, Networking, Compute, etc.) and generate embeddings
- **Upload text files**: upload `.txt` files, automatically chunked by paragraphs
- **OCI GenAI Embeddings**: uses Cohere Embed models (v3.0, multilingual, light) via OCI GenAI `embed_text` API
- Browse, inspect and delete individual embeddings from the ADB vector store
- 4 embedding models supported: Cohere Embed English/Multilingual v3.0 (1024d), Light variants (384d)
### 📜 Configuration Logs
- **Persistent activity log** per configuration tab (OCI, GenAI, ADB, MCP)
- Logs all test, save, upload, report, and ingest operations with severity (success/error/info)
- **Inline log panel** at the bottom of each config tab with severity filter
- Auto-cleanup of logs older than 30 days
- Admin can view all logs; users see only their own
- API endpoints for listing and clearing logs
### 🔐 Security
- **JWT authentication** with configurable expiry
- **TOTP MFA** (Google Authenticator / Authy compatible)
- **RBAC** with 3 roles: Admin, User, Viewer
- Audit logging for all operations
- Encrypted credential storage
---
## Architecture
```
┌─────────────────────────────────────────────────────────────┐
│ Docker Compose │
│ │
│ ┌──────────────┐ ┌──────────────────────────────┐ │
│ │ Nginx │ │ FastAPI Backend │ │
│ │ (Frontend) │──────▶│ (Python 3.12) │ │
│ │ :8080 │ │ :8000 │ │
│ └──────────────┘ │ │ │
│ │ ┌─────────────┐ │ │
│ │ │ OCI SDK │──▶ OCI APIs │ │
│ │ ├─────────────┤ │ │
│ │ │ GenAI Client │──▶ LLM │ │
│ │ ├─────────────┤ │ │
│ │ │ MCP Servers │──▶ Tools │ │
│ │ ├─────────────┤ │ │
│ │ │ oracledb │──▶ ADB │ │
│ │ ├─────────────┤ │ │
│ │ │ RAG Pipeline │──▶ Embed + │ │
│ │ │ │ Search │ │
│ │ └─────────────┘ │ │
│ │ │ │
│ │ SQLite (agent.db) │ │
│ └──────────────────────────────┘ │
│ │ │
│ agent-data volume │
└─────────────────────────────────────────────────────────────┘
```
---
## Quick Start
### Prerequisites
- Docker and Docker Compose
- OCI API Key pair (private `.pem` key + fingerprint)
- OCI Tenancy OCID, User OCID, Compartment OCID
### 1. Clone & Configure
```bash
git clone https://github.com/nogueiragustavo/oci-cis-agent.git
cd oci-cis-agent
cp .env.example .env
```
Edit `.env`:
```env
APP_SECRET=your-very-long-random-secret-string-here-at-least-64-chars
JWT_EXPIRY_HOURS=12
PORT=8080
```
### 2. Build & Run
```bash
docker compose up -d --build
```
### 3. Access
Open `http://localhost:8080`
Default credentials:
- **Username:** `admin`
- **Password:** `admin123`
> ⚠️ Change the default password immediately after first login.
---
## Configuration Guide
### Step 1 — OCI Credentials
Navigate to **OCI Credentials** tab and add:
| Field | Description |
|-------|-------------|
| Tenancy Name | Friendly name (e.g., `my-company`) |
| OCID Tenancy | `ocid1.tenancy.oc1..xxxxx` |
| OCID User | `ocid1.user.oc1..xxxxx` |
| Fingerprint | `aa:bb:cc:dd:ee:ff:...` |
| Region | `sa-saopaulo-1`, `us-ashburn-1`, etc. |
| Compartment OCID | `ocid1.compartment.oc1..xxxxx` |
| Private Key | `.pem` file |
| Key Passphrase | *(optional)* Only required if the private key is encrypted |
Click **Testar** to validate the connection.
### Step 2 — GenAI Model
Navigate to **GenAI Config** tab:
1. Select the **OCI Credential** created in Step 1 — **Region** and **Compartment OCID** are auto-filled from the selected credential
2. Choose a **model** from the catalog
3. Adjust the **GenAI region** if needed (auto-populated, must have Generative AI service available)
4. Adjust parameters (temperature, max_tokens, etc.)
5. The **endpoint** is auto-generated: `https://inference.generativeai.{region}.oci.oraclecloud.com`
For **dedicated endpoints**, switch Serving Type to `DEDICATED` and provide the endpoint ID.
The GenAI connection follows Oracle's official SDK pattern:
```python
# Auth via stored OCI config
config = oci.config.from_file(config_path, "DEFAULT")
# Client with endpoint, retry, and timeout
client = oci.generative_ai_inference.GenerativeAiInferenceClient(
config=config,
service_endpoint=endpoint,
retry_strategy=oci.retry.NoneRetryStrategy(),
timeout=(10, 240)
)
# Chat with TextContent + Message objects
chat_detail = oci.generative_ai_inference.models.ChatDetails()
chat_detail.serving_mode = OnDemandServingMode(model_id="...")
chat_detail.chat_request = GenericChatRequest(messages=[...])
chat_detail.compartment_id = compartment_id
```
### Step 3 — MCP Servers (Optional)
Register MCP servers for extended task execution:
| Type | Use Case |
|------|----------|
| `stdio` | Local Python scripts (e.g., CIS check runner) |
| `SSE` | Remote HTTP servers |
| `module` | Upload `.py` files directly |
MCP servers can be **linked to ADB Vector** databases, enabling them to use the vector store as a tool during report execution.
### Step 4 — ADB Vector + RAG (Optional)
For persistent vector storage and RAG-powered chat:
1. Add DSN (TNS name from tnsnames.ora, e.g., `myatp_high`)
2. Set credentials (username/password)
3. Select a **GenAI Config** (for embedding generation via OCI GenAI)
4. Select an **Embedding Model** (Cohere Embed v3.0 recommended)
5. Upload Wallet ZIP (for mTLS)
6. Test the connection
7. Click **Create Table** to initialize the embeddings table in ADB
### Step 5 — Embeddings (Optional)
Navigate to the **Embeddings** tab to populate the vector store:
1. **From CIS Reports**: Select a completed report and generate embeddings (1 per section)
2. **From text files**: Upload `.txt` files for automatic chunking and embedding
3. Browse and manage existing embeddings
Once embeddings exist, the **chat automatically uses RAG** — it queries the ADB vector store for relevant context before generating responses with the selected GenAI model.
---
## OCI IAM Policies
The following policies are required in your tenancy:
```
Allow group <group-name> to use generative-ai-family in compartment <compartment-name>
Allow group <group-name> to read all-resources in tenancy
Allow group <group-name> to inspect compartments in tenancy
Allow group <group-name> to inspect autonomous-databases in compartment <compartment-name>
Allow group <group-name> to read virtual-network-family in compartment <compartment-name>
Allow group <group-name> to read instance-family in compartment <compartment-name>
Allow group <group-name> to read objectstorage-namespaces in tenancy
Allow group <group-name> to read buckets in compartment <compartment-name>
```
---
## Project Structure
```
oci-cis-agent/
├── backend/
│ ├── app.py # FastAPI application (~1100 lines)
│ ├── cis_runner.py # CIS Benchmark check executor
│ ├── Dockerfile # Python 3.12 + OCI CLI
│ └── requirements.txt # Dependencies
├── frontend/
│ └── index.html # SPA with Oracle Cloud theme (~620 lines)
├── nginx/
│ └── default.conf # Reverse proxy config
├── docker-compose.yml # Orchestration
├── logo.svg # Project logo (Oracle AI Robot)
├── .env.example # Environment template
├── .gitignore
└── README.md
```
---
## API Reference
### Authentication
| Method | Endpoint | Description |
|--------|----------|-------------|
| POST | `/api/auth/login` | Login (username + password + optional TOTP) |
| POST | `/api/auth/logout` | Logout and invalidate session |
| POST | `/api/auth/register` | Create user (admin only) |
| POST | `/api/auth/change-password` | Change password |
### OCI Management
| Method | Endpoint | Description |
|--------|----------|-------------|
| POST | `/api/oci/config` | Save OCI credentials (multipart) |
| GET | `/api/oci/configs` | List OCI credentials |
| PUT | `/api/oci/configs/{id}` | Update OCI credential (multipart) |
| POST | `/api/oci/test/{id}` | Test OCI connection |
| DELETE | `/api/oci/configs/{id}` | Delete OCI credential |
### OCI Account Explorer
| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | `/api/oci/explore/{id}/compartments` | List compartments |
| GET | `/api/oci/explore/{id}/regions` | List subscribed regions |
| GET | `/api/oci/explore/{id}/vcns` | List VCNs |
| GET | `/api/oci/explore/{id}/instances` | List compute instances |
| GET | `/api/oci/explore/{id}/databases` | List Autonomous Databases |
| GET | `/api/oci/explore/{id}/buckets` | List Object Storage buckets |
### Generative AI
| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | `/api/genai/models` | List available models and regions |
| POST | `/api/genai/config` | Save GenAI configuration |
| GET | `/api/genai/configs` | List GenAI configurations |
| PUT | `/api/genai/configs/{id}` | Update GenAI configuration |
| POST | `/api/genai/test/{id}` | Test GenAI connection |
| DELETE | `/api/genai/configs/{id}` | Delete GenAI config |
### MCP Servers
| Method | Endpoint | Description |
|--------|----------|-------------|
| POST | `/api/mcp/servers` | Register MCP server |
| GET | `/api/mcp/servers` | List MCP servers |
| PUT | `/api/mcp/servers/{id}` | Update MCP server |
| PUT | `/api/mcp/servers/{id}/toggle` | Activate/deactivate |
| POST | `/api/mcp/servers/{id}/upload` | Upload script file |
| PUT | `/api/mcp/servers/{id}/link-adb` | Link to ADB Vector |
| DELETE | `/api/mcp/servers/{id}` | Delete MCP server |
### ADB Vector
| Method | Endpoint | Description |
|--------|----------|-------------|
| POST | `/api/adb/config` | Save ADB connection (with GenAI config + embedding model) |
| GET | `/api/adb/configs` | List ADB connections |
| PUT | `/api/adb/configs/{id}` | Update ADB connection (multipart) |
| POST | `/api/adb/parse-wallet` | Parse wallet ZIP and extract DSN names |
| POST | `/api/adb/{id}/upload-wallet` | Upload wallet ZIP |
| POST | `/api/adb/test/{id}` | Test ADB connection |
| POST | `/api/adb/{id}/ensure-table` | Create embeddings table in ADB |
| DELETE | `/api/adb/configs/{id}` | Delete ADB config |
### Embeddings
| Method | Endpoint | Description |
|--------|----------|-------------|
| POST | `/api/embeddings/report/{rid}` | Generate embeddings from CIS report (chunked by section) |
| POST | `/api/embeddings/upload` | Upload .txt file and generate embeddings (chunked by paragraphs) |
| GET | `/api/embeddings/{vid}/list` | List embeddings in ADB (paginated) |
| DELETE | `/api/embeddings/{vid}/{doc_id}` | Delete individual embedding |
### Chat & Reports
| Method | Endpoint | Description |
|--------|----------|-------------|
| POST | `/api/chat` | Send message (with optional GenAI model) |
| POST | `/api/reports/run` | Execute CIS report |
| GET | `/api/reports` | List reports |
| GET | `/api/reports/{id}/html` | View HTML report |
| GET | `/api/reports/{id}/download` | Download report |
### Config Logs
| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | `/api/config-logs` | List config logs (filterable by `config_type`, `severity`, `config_id`) |
| DELETE | `/api/config-logs` | Clear config logs (admin, filterable by `config_type`, `config_id`) |
### Admin
| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | `/api/users` | List users (admin) |
| PUT | `/api/users/{id}` | Update user role/status |
| POST | `/api/mfa/setup` | Generate MFA secret |
| POST | `/api/mfa/verify` | Activate MFA |
| GET | `/api/audit-log` | View audit log (admin) |
| GET | `/api/health` | Health check |
---
## Supported GenAI Models (69 Chat + 11 Embedding)
All models include OCID mapping for `us-ashburn-1`. For other regions, use the "Personalizado (usar OCID)" option.
### Chat Models
| Provider | Model | Model ID | API Format |
|----------|-------|----------|------------|
| Cohere | Command A Reasoning | `cohere.command-a-reasoning` | COHERE |
| Cohere | Command A Vision | `cohere.command-a-vision` | COHERE |
| Cohere | Command A | `cohere.command-a-03-2025` | COHERE |
| Cohere | Command R+ (08-2024) | `cohere.command-r-plus-08-2024` | COHERE |
| Cohere | Command R (08-2024) | `cohere.command-r-08-2024` | COHERE |
| Meta | Llama 4 Maverick | `meta.llama-4-maverick-17b-128e-instruct-fp8` | GENERIC |
| Meta | Llama 4 Scout | `meta.llama-4-scout-17b-16e-instruct` | GENERIC |
| Meta | Llama Guard 4 (12B) | `meta.llama-guard-4-12b` | GENERIC |
| Google | Gemini 2.5 Pro | `google.gemini-2.5-pro` | GENERIC |
| Google | Gemini 2.5 Flash | `google.gemini-2.5-flash` | GENERIC |
| Google | Gemini 2.5 Flash-Lite | `google.gemini-2.5-flash-lite` | GENERIC |
| OpenAI | GPT-5.3 Codex | `openai.gpt-5.3-codex` | GENERIC |
| OpenAI | GPT-5.2 Codex | `openai.gpt-5.2-codex` | GENERIC |
| OpenAI | GPT-5.2 Pro | `openai.gpt-5.2-pro` | GENERIC |
| OpenAI | GPT-5.2 Pro (2025-12-11) | `openai.gpt-5.2-pro-2025-12-11` | GENERIC |
| OpenAI | GPT-5.2 | `openai.gpt-5.2` | GENERIC |
| OpenAI | GPT-5.2 (2025-12-11) | `openai.gpt-5.2-2025-12-11` | GENERIC |
| OpenAI | GPT-5.2 Chat Latest | `openai.gpt-5.2-chat-latest` | GENERIC |
| OpenAI | GPT-5.1 Codex Max | `openai.gpt-5.1-codex-max` | GENERIC |
| OpenAI | GPT-5.1 Codex | `openai.gpt-5.1-codex` | GENERIC |
| OpenAI | GPT-5.1 Codex Mini | `openai.gpt-5.1-codex-mini` | GENERIC |
| OpenAI | GPT-5.1 | `openai.gpt-5.1` | GENERIC |
| OpenAI | GPT-5.1 (2025-11-13) | `openai.gpt-5.1-2025-11-13` | GENERIC |
| OpenAI | GPT-5.1 Chat Latest | `openai.gpt-5.1-chat-latest` | GENERIC |
| OpenAI | GPT-5 Codex | `openai.gpt-5-codex` | GENERIC |
| OpenAI | GPT-5 | `openai.gpt-5` | GENERIC |
| OpenAI | GPT-5 (2025-08-07) | `openai.gpt-5-2025-08-07` | GENERIC |
| OpenAI | GPT-5 Mini | `openai.gpt-5-mini` | GENERIC |
| OpenAI | GPT-5 Mini (2025-08-07) | `openai.gpt-5-mini-2025-08-07` | GENERIC |
| OpenAI | GPT-5 Nano | `openai.gpt-5-nano` | GENERIC |
| OpenAI | GPT-5 Nano (2025-08-07) | `openai.gpt-5-nano-2025-08-07` | GENERIC |
| OpenAI | GPT-4.1 | `openai.gpt-4.1` | GENERIC |
| OpenAI | GPT-4.1 (2025-04-14) | `openai.gpt-4.1-2025-04-14` | GENERIC |
| OpenAI | GPT-4.1 Mini | `openai.gpt-4.1-mini` | GENERIC |
| OpenAI | GPT-4.1 Mini (2025-04-14) | `openai.gpt-4.1-mini-2025-04-14` | GENERIC |
| OpenAI | GPT-4.1 Nano | `openai.gpt-4.1-nano` | GENERIC |
| OpenAI | GPT-4.1 Nano (2025-04-14) | `openai.gpt-4.1-nano-2025-04-14` | GENERIC |
| OpenAI | GPT-4o | `openai.gpt-4o` | GENERIC |
| OpenAI | GPT-4o (2024-08-06) | `openai.gpt-4o-2024-08-06` | GENERIC |
| OpenAI | GPT-4o (2024-11-20) | `openai.gpt-4o-2024-11-20` | GENERIC |
| OpenAI | GPT-4o Mini | `openai.gpt-4o-mini` | GENERIC |
| OpenAI | GPT-4o Mini Search Preview | `openai.gpt-4o-mini-search-preview` | GENERIC |
| OpenAI | GPT-4o Mini Search (2025-03-11) | `openai.gpt-4o-mini-search-preview-2025-03-11` | GENERIC |
| OpenAI | GPT-4o Search Preview | `openai.gpt-4o-search-preview` | GENERIC |
| OpenAI | GPT-4o Search (2025-03-11) | `openai.gpt-4o-search-preview-2025-03-11` | GENERIC |
| OpenAI | GPT Image 1.5 | `openai.gpt-image-1.5` | GENERIC |
| OpenAI | GPT Image 1 | `openai.gpt-image-1` | GENERIC |
| OpenAI | GPT Audio | `openai.gpt-audio` | GENERIC |
| OpenAI | o4-mini | `openai.o4-mini` | GENERIC |
| OpenAI | o4-mini (2025-04-16) | `openai.o4-mini-2025-04-16` | GENERIC |
| OpenAI | o3 | `openai.o3` | GENERIC |
| OpenAI | o3 (2025-04-16) | `openai.o3-2025-04-16` | GENERIC |
| OpenAI | o3-mini | `openai.o3-mini` | GENERIC |
| OpenAI | o3-mini (2025-01-31) | `openai.o3-mini-2025-01-31` | GENERIC |
| OpenAI | o1 | `openai.o1` | GENERIC |
| OpenAI | o1 (2024-12-17) | `openai.o1-2024-12-17` | GENERIC |
| OpenAI | GPT-oss (120B) | `openai.gpt-oss-120b` | GENERIC |
| OpenAI | GPT-oss (20B) | `openai.gpt-oss-20b` | GENERIC |
| xAI | Grok 4 | `xai.grok-4` | GENERIC |
| xAI | Grok 4.1 Fast Reasoning | `xai.grok-4-1-fast-reasoning` | GENERIC |
| xAI | Grok 4.1 Fast Non-Reasoning | `xai.grok-4-1-fast-non-reasoning` | GENERIC |
| xAI | Grok 4 Fast Reasoning | `xai.grok-4-fast-reasoning` | GENERIC |
| xAI | Grok 4 Fast Non-Reasoning | `xai.grok-4-fast-non-reasoning` | GENERIC |
| xAI | Grok 3 | `xai.grok-3` | GENERIC |
| xAI | Grok 3 Mini | `xai.grok-3-mini` | GENERIC |
| xAI | Grok 3 Fast | `xai.grok-3-fast` | GENERIC |
| xAI | Grok 3 Mini Fast | `xai.grok-3-mini-fast` | GENERIC |
| xAI | Grok Code Fast 1 | `xai.grok-code-fast-1` | GENERIC |
| ProtectAI | DeBERTa Prompt Injection v2 | `protectai.deberta-v3-base-prompt-injection-v2` | GENERIC |
> **Custom OCID**: You can also use any model available in your region by selecting "Personalizado (usar OCID)" and providing the full model OCID.
### Embedding Models
| Provider | Model | Model ID | Dimensions |
|----------|-------|----------|------------|
| Cohere | Embed v4.0 (Multimodal) | `cohere.embed-v4.0` | 1536 |
| OpenAI | Text Embedding 3 Large | `openai.text-embedding-3-large` | 3072 |
| OpenAI | Text Embedding 3 Small | `openai.text-embedding-3-small` | 1536 |
| Cohere | Embed English v3.0 | `cohere.embed-english-v3.0` | 1024 |
| Cohere | Embed Multilingual v3.0 | `cohere.embed-multilingual-v3.0` | 1024 |
| Cohere | Embed English Light v3.0 | `cohere.embed-english-light-v3.0` | 384 |
| Cohere | Embed Multilingual Light v3.0 | `cohere.embed-multilingual-light-v3.0` | 384 |
| Cohere | Embed English Image v3.0 | `cohere.embed-english-image-v3.0` | 1024 |
| Cohere | Embed Multilingual Image v3.0 | `cohere.embed-multilingual-image-v3.0` | 1024 |
| Cohere | Embed English Light Image v3.0 | `cohere.embed-english-light-image-v3.0` | 384 |
| Cohere | Embed Multilingual Light Image v3.0 | `cohere.embed-multilingual-light-image-v3.0` | 384 |
### GenAI Regions
`us-chicago-1` · `us-ashburn-1` · `us-phoenix-1` · `uk-london-1` · `eu-frankfurt-1` · `ap-tokyo-1` · `ap-osaka-1` · `sa-saopaulo-1` · `ca-toronto-1` · `ap-melbourne-1` · `ap-mumbai-1` · `eu-amsterdam-1` · `me-jeddah-1` · `ap-singapore-1` · `ap-seoul-1` · `sa-vinhedo-1`
---
## Tech Stack
| Component | Technology |
|-----------|-----------|
| Backend | Python 3.12, FastAPI 0.115, Uvicorn |
| Frontend | Vanilla JS SPA, Oracle Cloud UI theme |
| Auth | JWT + TOTP MFA + RBAC |
| Database | SQLite (WAL mode) |
| OCI SDK | `oci` 2.133.0, `oci-cli` |
| ADB | `python-oracledb` 2.4.1 (Thin mode) |
| GenAI | `oci.generative_ai_inference` |
| Container | Docker Compose, Nginx reverse proxy |
| MCP | Model Context Protocol (stdio/SSE/module) |
---
## Versioning
| Version | Date | Changes |
|---------|------|---------|
| **v1.4** | 2026-03 | In-place config editing, 69 chat + 11 embedding models with OCID resolution (OpenAI GPT-5.3/5.2/5.1/5/4.1/4o/Codex/Image/Audio, xAI, Google, Meta, ProtectAI), OpenAI Text Embedding 3, custom OCID support, wallet auto-parse with DSN extraction |
| **v1.3** | 2026-03 | Persistent config logs per tab, GenAI auto-fill from OCI credentials, inline UX feedback with loading spinners, MCP type-switch fix, encrypted key passphrase support, Docker stdin hang fix |
| **v1.2** | 2026-03 | RAG pipeline (OCI GenAI embeddings + ADB vector search), dedicated Embeddings tab, CIS report chunking, file upload embedding |
| **v1.1** | 2025-02 | OCI SDK GenAI (exact pattern), OCI Account Explorer, MCP↔ADB linking, full chat parameters |
| **v1.0** | 2025-02 | Initial release: OCI theme, GenAI integration, MCP servers, ADB vector, JWT+MFA+RBAC |
---
## Development
### Run Backend Locally
```bash
cd backend
pip install -r requirements.txt
DATA_DIR=./data uvicorn app:app --reload --port 8000
```
### Run with Docker
```bash
docker compose up -d --build
docker compose logs -f backend
```
### Rebuild After Changes
```bash
docker compose down
docker compose up -d --build
```
---
## Troubleshooting
**OCI CLI test fails with timeout:**
Check that your API key is correctly configured and the tenancy OCID is valid. Ensure outbound HTTPS (443) is allowed.
**GenAI returns 401/403:**
Verify the IAM policy `Allow group ... to use generative-ai-family in compartment ...` exists. Check that the compartment OCID in the GenAI config matches the policy.
**OCI CLI test hangs with passphrase prompt (Docker):**
If your private key is encrypted (`ENCRYPTED` in the PEM header), provide the passphrase in the **Key Passphrase** field when saving the credential. Unencrypted keys work without a passphrase. The app automatically detects encrypted keys and blocks upload if no passphrase is provided.
**ADB connection fails:**
Ensure the wallet ZIP contains `tnsnames.ora` and `ewallet.pem`. The DSN must match a service name in `tnsnames.ora` (e.g., `myatp_high`).
**Container won't start:**
```bash
docker compose logs backend
```
---
## License
MIT
---
<p align="center">
<sub>Built with ❤️ for Oracle Cloud Infrastructure security compliance</sub>
</p>
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