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call518/MCP-OpenStack-Ops · source

Snapshot 0 · 2026-11-04T12:47:28Z · Python · MIT

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GitHub description at capture

90+ production-safe OpenStack tools for AI agents via MCP. Project-scoped & read-only by default. Works with Claude, Open WebUI & any MCP client. FastMCP + OpenStack SDK. Available on PyPI, Docker Hub & Smithery.

README at capture

# MCP-OpenStack-Ops

> **MCP OpenStack Operations Server**: A comprehensive MCP (Model Context Protocol) server providing OpenStack project management and monitoring capabilities with built-in safety controls and single-project scope.

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---

## Architecture & Internal (DeepWiki)

[![Ask DeepWiki](https://img.shields.io/badge/Ask-DeepWiki-blue)](https://deepwiki.com/call518/MCP-OpenStack-Ops)

---

## Features

Experimental per-user remote connections are available for testing with the
opt-in `--multi-user` mode. See the [multi-user setup and usage guide](docs/multi-user-guide.md)
for authentication, client limitations, and the test checklist. Administrator
cross-project queries are outside this phase.

- ✅ **Project-Scoped Operations**: Every tool enforces the configured `OS_PROJECT_NAME`, validating resource ownership so actions stay inside a single tenant.
- ✅ **Safety-Gated Writes**: Modify (`set_*`) tooling only registers when `ALLOW_MODIFY_OPERATIONS=true`, keeping default deployments read-only and auditable.
- ✅ **90+ Purpose-Built Tools**: Broad coverage across compute, networking, storage, images, identity, Heat, and Octavia load balancing tasks. Project resources are scoped to the active project; cloud-wide administrative APIs remain subject to OpenStack policy.
- ✅ **Bulk & Filtered Actions**: Instance, volume, network, image, snapshot, and keypair managers accept comma-delimited targets or filter criteria to orchestrate bulk changes intentionally.
- ✅ **Post-Action Feedback & Async Guidance**: Mutating tools reuse a shared result handler that adds emoji status checks, asynchronous timing notes, and follow-up verification commands.
- ✅ **Monitoring & Usage Insights**: `get_service_status`, `get_resource_monitoring`, `get_usage_statistics`, and quota tools report service probes, project allocations, separate quota limits, and API-backed compute allocation-hours. Live utilization and historical trends are not collected.
- ✅ **Unified Instance Queries**: The `get_instance` tool consolidates name, ID, status, and free-form search paths with pagination plus summary/detailed modes.
- ✅ **Server Insight & Audit Trail**: Dedicated tools expose server events, hypervisor details, availability zones, quotas, and resource ownership to speed diagnostics.
- ✅ **Load Balancer Management**: Octavia tools cover listeners, pools, members, health monitors, flavors, quotas, and amphora operations with the same safety gates.
- ✅ **Connection & Deployment Flexibility**: Connection caching, configurable service endpoints, Docker packaging, and both `stdio`/`streamable-http` transports support proxy/bastion and multi-project setups.

> ⚠️ **Compatibility Notice**: This MCP server is developed and optimized for **OpenStack Epoxy (2025.1)** as the primary target environment. However, it is compatible with most modern OpenStack releases (Dalmatian, Caracal, Bobcat, etc.) as the majority of APIs remain consistent across versions. Only a few specific API endpoints may require adaptation for full compatibility with older releases.
> 
> 🚧 **Coming Soon**: Dynamic multi-version OpenStack API compatibility is actively under development and will be available in upcoming releases, providing seamless support for all major OpenStack deployments automatically.

### 🔧 OpenStackSDK Version Customization for Older Releases

**Officially Supported Releases:**
- ✅ OpenStack **Epoxy (2025.1)** - Fully tested
- ✅ OpenStack **Dalmatian (2024.2)** - Fully tested

**For older OpenStack releases** (Wallaby, Caracal, Bobcat, etc.), you may need to customize the OpenStackSDK version to match your environment. The SDK version must be changed in **BOTH files**:

**Step 1: Modify `Dockerfile.MCP-Server`**
```dockerfile
RUN pip install \
        'uv>=0.8.5' \
        'mcpo>=0.0.17' \
        'fastmcp>=2.12.3' \
        'aiohttp>=3.12.0' \
        'openstacksdk==3.1.1' \  # ← Change to your required version (e.g., 3.1.1 for Wallaby)
        'python-dotenv>=1.0.0'
```

**Step 2: Modify `pyproject.toml`**
```toml
dependencies = [
    "fastmcp>=2.12.3",
    "openstacksdk==3.1.1",  # ← Must match Dockerfile version
    "python-dotenv>=1.1.1",
    # ... other dependencies
]
```

**Step 3: Rebuild Docker Image**
```bash
docker-compose build --no-cache mcp-server
docker-compose up -d
```

**OpenStackSDK Version Reference:**
| OpenStack Release | Recommended SDK Version | Notes |
|-------------------|------------------------|-------|
| Epoxy (2025.1) | `>=3.3.0` | Current default |
| Dalmatian (2024.2) | `>=3.2.0` | Fully compatible |
| Caracal (2024.1) | `>=3.1.0` | May require testing |
| Bobcat (2023.2) | `>=3.0.0` | May require testing |
| Wallaby (2021.1) | `==3.1.1` | Downgrade required |

> ⚠️ **Important**: Both `Dockerfile.MCP-Server` and `pyproject.toml` must have the **same version** to avoid dependency conflicts during container runtime.

---

### Screenshots

**OpenStack Dashboard (Epoxy 2025.1)**

![OpenStack Dashboard (Epoxy 2025.1)](img/screenshot-openstack-dashboard.png)

**MCP Query Example - Cluster Status**

![Example Cluster Status](img/screenshot-claude-desktop.png)

---

## 🆕 Latest Enhancements (v1.x)

### **Bulk Operations & Filter-based Targeting**
Revolutionary approach to resource management enabling one-step operations:

```bash
# Traditional approach (multiple steps):
1. search_instances("test") → get list
2. set_instance("vm1", "stop") → stop individually  
3. set_instance("vm2", "stop") → stop individually

# NEW enhanced approach (single step):
set_instance(action="stop", name_contains="test")  # ✨ Stops ALL instances containing "test"
```

**Supported Tools with Enhanced Capabilities:**
- **`set_instance`**: Bulk lifecycle management with filtering (name_contains, status, flavor_contains, image_contains)
- **`set_volume`**: Bulk volume operations with filtering (name_contains, status, size filtering)
- **`set_image`**: Bulk image management with filtering (name_contains, status)
- **`set_networks`**: Bulk network operations with filtering (name_contains, status)
- **`set_keypair`**: Bulk keypair management with filtering (name_contains)
- **`set_snapshot`**: Bulk snapshot operations with filtering (name_contains, status)

**Input Format Flexibility:**
```python
# Single resource
resource_names="vm1"

# Multiple resources (comma-separated)
resource_names="vm1,vm2,vm3"

# JSON array format
resource_names='["vm1", "vm2", "vm3"]'

# Filter-based (automatic target identification)
name_contains="test", status="ACTIVE"
```

### **Post-Action Status Verification**
Every operation now provides immediate feedback with visual indicators:

```bash
✅ Bulk Instance Management - Action: stop
📊 Total instances: 3
✅ Successes: 2
❌ Failures: 1

Post-Action Status:
🟢 test-vm-1: SHUTOFF  
🟢 test-vm-2: SHUTOFF
🔴 test-vm-3: ERROR
```

### **Unified Resource Queries**
New consolidated `get_instance` tool replaces multiple separate tools:
- ❌ Old: `get_instance_details`, `get_instance_info`, `get_instance_status`, `get_instance_network_info`
- ✅ New: `get_instance(names="vm1,vm2")` - Single tool, comprehensive information

---

## 📊 OpenStack CLI vs MCP Tools Mapping

✅ denotes an implemented API path, not certification of every action or
OpenStack deployment. **⚠️ Live unverified** identifies paths without successful
live validation; **❌ Not implemented** identifies unavailable capabilities.
Service availability, permissions, and asynchronous completion affect results.
See [API prerequisites and result semantics](#api-prerequisites-and-result-semantics)
and the [multi-user setup guide](docs/multi-user-guide.md).

**Validation snapshot (2026-11-04; working tree based on `a57b165`):**
- **Live tool checks:** 105/105 registered tools exercised. At least one live
  path passed for 76 tools; 28 tools were unavailable because the test cloud
  lacks Octavia, Aodh, Neutron QoS, or floating-IP port-forwarding APIs; one
  tool (`set_server_dump`) reached its documented platform limitation. The
  `set_snapshot` status fix was retested separately after the full run: an
  actual snapshot reached `available`, and its isolated test project was
  removed. These are unique-tool classifications, not individual call counts.
- **Claude Code prompt checks:** 118/118 documented examples were issued to the
  real MCP servers. 99 completed their tool workflows, including two
  successful retries after an initial bad placeholder; two of those 99 used
  disclosed test substitutions and are not exact request matches. Five
  composite reports were partial because optional APIs were unavailable;
  seven direct requests could not run because their cloud service or extension
  is absent; seven read-like requests were limited by the non-interactive
  Claude permission policy.
- **Follow-up targeted checks:** `/mcp/.well-known/openid-configuration`
  returned 404 without authentication. A real Nova action list explicitly
  reported that the list has no finish time; optional event-detail lookup
  returned an event result and derived its latest finish time.
- **Local unit tests:** 254/254 (100%); no failures or skipped tests.

**Detailed Mapping by Category**

### 1. 🖥️ **Compute (Nova)**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack server list` | `get_instance` | ✅ | Separate reader projects each returned exactly ten owned VMs; bounded lab validation only |
| `openstack server show` | `get_instance` | ✅ | Own fixture queries completed; foreign private ID returned no details; no 16-owned-ID batch claim |
| `openstack server create` | `set_instance` (action="create") | ✅ | **ENHANCED** - Bulk creation support |
| `openstack server start/stop/reboot` | `set_instance` | ✅ | Bulk stop/start final states verified for two test VMs per project; reboot not retested in this round |
| `openstack server delete` | `set_instance` (action="delete") | ✅ | **ENHANCED** - Bulk deletion with name_contains filtering |
| `openstack server backup create` | `set_server_backup` | ✅ | Nova backup action with rotation; asynchronous, no custom metadata |
| `openstack server image create` | `set_instance` (action="snapshot") | ✅ | Image/snapshot creation |
| `openstack server shelve/unshelve` | `set_instance` | ✅ | Instance shelving |
| `openstack server lock/unlock` | `set_instance` | ✅ | Instance locking |
| `openstack server pause/unpause` | `set_instance` | ✅ | Instance pausing |
| `openstack server suspend/resume` | `set_instance` | ✅ | Instance suspension |
| `openstack server resize` | `set_instance` (action="resize") | ✅ | Instance resizing |
| `openstack server resize confirm` | `set_instance` (action="confirm_resize") | ✅ | Resize confirmation |
| `openstack server resize revert` | `set_instance` (action="revert_resize") | ✅ | Resize revert |
| `openstack server rebuild` | `set_instance` (action="rebuild") | ✅ | Instance rebuilding |
| `openstack server rescue/unrescue` | `set_instance` | ✅ | Recovery mode |
| `openstack server migrate` | `set_server_migration` (action="migrate") | ✅ | Live migration |
| `openstack server evacuate` | `set_server_migration` (action="evacuate") | ✅ | Server evacuation |
| `openstack server migration list` | `set_server_migration` (action="list") | ✅ | Migration listing |
| `openstack server migration show` | `set_server_migration` (action="show") | ✅ | Migration details |
| `openstack server migration abort` | `set_server_migration` (action="abort") | ✅ | Migration abort |
| `openstack server migration confirm` | `set_server_migration` (action="confirm") | ✅ | Migration confirmation |
| `openstack server migration force complete` | `set_server_migration` (action="force_complete") | ✅ | Force migration completion |
| `openstack server add network` | `set_server_network` (action="add_network") | ✅ | Network attachment |
| `openstack server remove network` | `set_server_network` (action="remove_network") | ✅ | Network detachment |
| `openstack server add port` | `set_server_network` (action="add_port") | ✅ | Port attachment |
| `openstack server remove port` | `set_server_network` (action="remove_port") | ✅ | Port detachment |
| `openstack server add floating ip` | `set_server_floating_ip` (action="add") | ✅ | Floating IP association |
| `openstack server remove floating ip` | `set_server_floating_ip` (action="remove") | ✅ | Floating IP disassociation |
| `openstack server add fixed ip` | `set_server_fixed_ip` (action="add") | ✅ | Fixed IP addition |
| `openstack server remove fixed ip` | `set_server_fixed_ip` (action="remove") | ✅ | Fixed IP removal |
| `openstack server add security group` | `set_server_security_group` (action="add") | ✅ | Security group addition |
| `openstack server remove security group` | `set_server_security_group` (action="remove") | ✅ | Security group removal |
| `openstack server add volume` | `set_server_volume` (action="attach") | ✅ | Member attach reached in-use via set_server_volume; guest I/O not tested |
| `openstack server remove volume` | `set_server_volume` (action="detach") | ✅ | Member detach reached available via set_server_volume |
| `openstack server set` | `set_server_properties` (action="set") | ✅ | Server property setting |
| `openstack server unset` | `set_server_properties` (action="unset") | ✅ | Server property unsetting |
| `openstack server dump create` | `set_server_dump` | ❌ Unsupported | Returns an explicit unsupported result; no dump is created |
| `openstack server event list` | `get_server_events` | ✅ | Pass the server name or UUID via `instance_name`, not `server_id`. The action list has no completion time; set `include_event_details=true` to fetch per-action event results and derive the latest finish time. Detailed lookup is capped at 10 actions. Event visibility follows Nova policy |
| `openstack server group list` | `get_server_groups` | ✅ | Server group listing |
| `openstack server group create/delete` | `set_server_group` | ✅ | Server group management |
| `openstack flavor list` | `set_flavor` (action="list") | ✅ | Requires modification tools to be enabled for registration |
| `openstack flavor create/delete` | `set_flavor` | ✅ | Flavor management |
| `openstack keypair list` | `get_keypair_list` | ✅ | Empty scoped read completed; member keypair creation/deletion read-back tested separately |
| `openstack keypair create/delete` | `set_keypair` | ✅ | Explicit member MCP create/delete read-back passed; no successful Claude write workflow claimed |
| `openstack hypervisor list` | `get_hypervisor_details` | ✅ | Administrator lookup verified; missing per-host capacity and incomplete totals are null, not zero. Global enhanced statistics remain separate |
| `openstack availability zone list` | `get_availability_zones` | ✅ | Compute/Cinder availability reads the SDK state mapping; missing availability is null. Actual available zones verified |

### 2. 🌐 **Network (Neutron)**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack network list` | `get_network_details` | ✅ | Two owned private networks plus one policy-visible shared external network per reader; no other test project private networks |
| `openstack network show` | `get_network_details` (network_name) | ⚠️ Live unverified | Foreign-ID negative checked; dual-project positive named reader lookup not independently asserted |
| `openstack network create` | `set_networks` (action="create") | ✅ | Default mtu=0 omits the wire field: backend MTU 1450 verified; explicit 1400 retained in both member projects |
| `openstack network delete` | `set_networks` (action="delete") | ✅ | Both default/explicit-MTU test networks removed through actual TCP MCP, API absence confirmed |
| `openstack network set` | `set_networks` (action="update") | ✅ | **ENHANCED** - Bulk updates |
| `openstack subnet list` | `get_network_details` (includes subnets) | ✅ | Owned and shared external network subnets returned; three visible subnets per test reader |
| `openstack subnet create/delete` | `set_subnets` | ✅ | Member TCP MCP subnet create read back; deletion allowed parent network removal in both projects |
| `openstack router list` | `get_routers` | ⚠️ Live unverified | Only part of composite error requests in this round; no independent reader result attribution |
| `openstack router create/delete` | `set_routers` | ✅ | Project-owned routers; attached interfaces are not removed automatically |
| `openstack floating ip list` | `get_floating_ips` | ✅ | Floating IP listing |
| `openstack floating ip create` | `set_floating_ip` (action="create") | ✅ | Floating IP creation |
| `openstack floating ip delete` | `set_floating_ip` (action="delete") | ✅ | Floating IP deletion |
| `openstack floating ip set` | `set_floating_ip` (action="set") | ✅ | Floating IP property setting |
| `openstack floating ip show` | `set_floating_ip` (action="show") | ✅ | Floating IP details |
| `openstack floating ip unset` | `set_floating_ip` (action="unset") | ✅ | Floating IP property clearing |
| `openstack floating ip pool list` | `get_floating_ip_pools` | ⚠️ Live unverified | Composite result not independently attributed; available global pool capacity remains unknown |
| `openstack floating ip port forwarding create` | `set_floating_ip_port_forwarding` (action="create") | ⚠️ Live unverified | Implemented; test platform port-forwarding endpoint returns HTTP 404 |
| `openstack floating ip port forwarding delete` | `set_floating_ip_port_forwarding` (action="delete") | ⚠️ Live unverified | Implemented; test platform port-forwarding endpoint returns HTTP 404 |
| `openstack floating ip port forwarding list` | `set_floating_ip_port_forwarding` (action="list") | ⚠️ Live unverified | Implemented; test platform port-forwarding endpoint returns HTTP 404 |
| `openstack floating ip port forwarding set` | `set_floating_ip_port_forwarding` (action="set") | ⚠️ Live unverified | Implemented; test platform port-forwarding endpoint returns HTTP 404 |
| `openstack floating ip port forwarding show` | `set_floating_ip_port_forwarding` (action="show") | ⚠️ Live unverified | Implemented; test platform port-forwarding endpoint returns HTTP 404 |
| `openstack security group list` | `get_security_groups` | ✅ | Scoped reader list completed; default and test groups visible |
| `openstack security group create/delete` | `set_security_groups` | ✅ | Project-owned security groups |
| `openstack port list` | `set_network_ports` (action="list") | ⚠️ Live unverified | Implemented list action requires modification-tool registration; not exercised in this round |
| `openstack port create/delete` | `set_network_ports` | ✅ | Port management |
| `openstack network qos policy list` | `get_network_qos_policies` | ⚠️ Live unverified | Implemented; test platform QoS endpoint returns HTTP 404 |
| `openstack network qos policy create` | `set_network_qos_policies` | ⚠️ Live unverified | Implemented; test platform QoS endpoint returns HTTP 404. Policy containers only; no bandwidth rules |
| `openstack network agent list` | `get_service_status` (includes agents) | ⚠️ Live unverified | Reader service-policy restrictions; partial data is not proof of global health |
| `openstack network agent set` | `set_network_agents` | ✅ | Enable/disable cloud-wide agents; usually admin-only |

### 3. 💾 **Storage (Cinder)**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack volume list` | `get_volume_list` | ✅ | Exactly ten owned volumes per reader; no other test project volume IDs returned |
| `openstack volume show` | `get_volume_list` | ✅ | Listing-based client filtering; no dedicated get_volume_list filter argument |
| `openstack volume create/delete` | `set_volume` | ✅ | Volume creation/deletion |
| `openstack volume set --size` | `set_volume` (action="extend") | ✅ | Positive new_size takes precedence over size; size remains a fallback. A test volume reached the requested size and available state; API acceptance alone is not completion |
| `openstack volume set` (other properties) | — | ❌ Not implemented | set_volume has no modify/update action; do not send this unsupported action |
| `openstack volume type list` | `get_volume_types` | ✅ | Volume type listing |
| `openstack volume type create/delete` | `set_volume_types` | ✅ | Volume type management; usually admin-only |
| `openstack volume snapshot list` | `get_volume_snapshots` | ✅ | Two owned base snapshots per reader; API final states checked |
| `openstack volume snapshot create/delete` | `set_snapshot` | ✅ | Explicit member MCP snapshots reached available and were deleted. Post-action status resolves snapshots instead of reporting an unknown resource type; no restore/I/O claim |
| `openstack backup list` | `get_volume_backups` | ✅ | Three owned available backups per reader; base backup creation used real Cinder APIs |
| `openstack backup create/delete` | `set_volume_backups` | ✅ | Volume backup management |
| `openstack volume transfer request list` | `get_volume_transfers` | ✅ | Request listing only; authorization keys are excluded |
| `openstack server volume list` | `get_server_volumes` | ✅ | Server volume listing |
| `openstack server add/remove volume` | `set_server_volume` / `set_volume` (action="attach"/"detach") | ✅ | Both paths reached in-use then available in both member projects; foreign endpoints rejected; guest I/O not tested |
| `openstack volume group list` | `get_volume_groups` | ✅ | Requires Cinder generic groups (API >= 3.13) |
| `openstack volume group create` | `set_volume_groups` | ✅ | Create/list/show/delete; create requires group_type and volume_types |
| `openstack volume qos list` | `get_volume_qos` | ✅ | Cinder QoS specifications; subject to cloud policy |
| `openstack volume qos create` | `set_volume_qos` | ✅ | Create/list/show/set/delete specifications; no automatic type association |

### 4. 🖼️ **Image (Glance)**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack image list` | `get_image_detail_list` | ✅ | Image listing |
| `openstack image show` | `get_image_detail_list` (filtering) | ✅ | Specific image query |
| `openstack image create` | `set_image` (action="create") | ✅ | Enhanced image creation with min_disk, min_ram, properties |
| `openstack image delete` | `set_image` (action="delete") | ✅ | Image deletion |
| `openstack image set` | `set_image` (action="update") | ✅ | Image property modification |
| `openstack image save` | `set_image` (action="save") | ✅ | Image download |
| `openstack image add project` | `set_image_members` (action="add") | ✅ | Add a project to an image with shared visibility |
| `openstack image member list` | `get_image_members` | ✅ | Image member listing |
| `openstack image member create` | `set_image_members` | ✅ | Image member management |
| `openstack image set --property` | `set_image_metadata` | ✅ | Image metadata |
| `openstack image set --public/private` | `set_image_visibility` | ✅ | Image visibility setting |

### 5. 👥 **Identity (Keystone)**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack user list` | `get_user_list` | ⚠️ Live unverified | Reader denied by Keystone; explicit MCP failure observed; successful listing not validated in this round |
| `openstack user show` | `get_user_list` | ⚠️ Live unverified | Depends on policy-limited user listing; not independently validated for the new readers |
| `openstack user create/delete` | `set_users` | ✅ | Password from a server environment variable; no role grants |
| `openstack project list` | `get_project_details` | ✅ | Project listing |
| `openstack project show` | `get_project_details` (name param) | ✅ | Specific project query |
| `openstack project create/delete` | `set_project` | ✅ | Project management |
| `openstack role list` | `get_role_assignments` | ✅ | Role listing |
| `openstack role assignment list` | `get_role_assignments` | ⚠️ Live unverified | Reader Keystone policy denial; not a successful data lookup |
| `openstack role create/delete` | `set_roles` | ✅ | Role management |
| `openstack domain list` | `get_domains` | ✅ | Subject to Keystone policy |
| `openstack domain create/delete` | `set_domains` | ✅ | Disable explicitly with update before delete |
| `openstack group list` | `get_identity_groups` | ✅ | Subject to Keystone policy |
| `openstack group create/delete` | `set_identity_groups` | ✅ | Group management |
| `openstack service list` | `get_service_status` | ⚠️ Live unverified | Reader service-policy restrictions; partial data is not proof of global health |
| `openstack service create/delete` | `set_services` | ✅ | Service management |
| `openstack endpoint list` | `get_service_status` (includes endpoints) | ⚠️ Live unverified | Reader service-policy restrictions; partial data is not proof of global health |

### 6. 🔥 **Orchestration (Heat)**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack stack list` | `get_heat_stacks` | ✅ | The stack's project ID or Heat self link must match the current project; unknown and foreign owners are excluded. Own and foreign test stacks were checked |
| `openstack stack show` | `get_heat_stacks` | ✅ Partial | Select the target from the returned list; no name/filter parameter. Resource/event/template/output queries use get_heat_stack_details |
| `openstack stack create` | `set_heat_stack` (action="create") | ✅ | Stack creation |
| `openstack stack delete` | `set_heat_stack` (action="delete") | ✅ | Foreign-project deletion rejected; owned stack deletion completed after the ownership change |
| `openstack stack update` | `set_heat_stack` (action="update") | ⚠️ Live unverified | Requires matching stack ownership; owned update after the ownership change has not been live retested |
| `openstack stack suspend/resume` | — | ❌ Not implemented | set_heat_stack supports create, delete and update only |
| `openstack stack resource list` | `get_heat_stack_details` (section="resources") | ✅ | Actual Heat resources |
| `openstack stack event list` | `get_heat_stack_details` (section="events") | ✅ | Owned stack events retrieved after the ownership change |
| `openstack stack template show` | `get_heat_stack_details` (section="template") | ✅ | Owned stack template retrieved after the ownership change |
| `openstack stack output list` | `get_heat_stack_details` (section="outputs") | ✅ | Owned stack outputs retrieved after the ownership change |

### 7. ⚖️ **Load Balancer (Octavia)**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack loadbalancer list` | `get_load_balancer_list` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer listing with pagination |
| `openstack loadbalancer show` | `get_load_balancer_details` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer detailed information |
| `openstack loadbalancer create` | `set_load_balancer` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer creation |
| `openstack loadbalancer delete` | `set_load_balancer` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer deletion |
| `openstack loadbalancer set` | `set_load_balancer` (action="update") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer property update |
| `openstack loadbalancer stats show` | `set_load_balancer` (action="stats") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer statistics |
| `openstack loadbalancer status show` | `set_load_balancer` (action="status") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer status tree |
| `openstack loadbalancer failover` | `set_load_balancer` (action="failover") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer failover |
| `openstack loadbalancer unset` | `set_load_balancer` (action="unset") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Load balancer property unset |
| **Listener Management** | | | |
| `openstack loadbalancer listener list` | `get_load_balancer_listeners` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Listener listing for load balancer |
| `openstack loadbalancer listener create` | `set_load_balancer_listener` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Listener creation (HTTP/HTTPS/TCP/UDP) |
| `openstack loadbalancer listener delete` | `set_load_balancer_listener` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Listener deletion |
| `openstack loadbalancer listener show` | `get_load_balancer_listeners` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Listener detailed information |
| `openstack loadbalancer listener set` | `set_load_balancer_listener` (action="update") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Listener property update |
| `openstack loadbalancer listener stats show` | `set_load_balancer_listener` (action="stats") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Listener statistics |
| `openstack loadbalancer listener unset` | `set_load_balancer_listener` (action="unset") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Listener property unset |
| **Pool Management** | | | |
| `openstack loadbalancer pool list` | `get_load_balancer_pools` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool listing (all or by listener) |
| `openstack loadbalancer pool create` | `set_load_balancer_pool` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool creation with algorithms |
| `openstack loadbalancer pool delete` | `set_load_balancer_pool` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool deletion |
| `openstack loadbalancer pool set` | `set_load_balancer_pool` (action="set") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool property update |
| `openstack loadbalancer pool show` | `get_load_balancer_pools` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool detailed information |
| `openstack loadbalancer pool stats show` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer pool unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **Member Management** | | | |
| `openstack loadbalancer member list` | `get_load_balancer_pool_members` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool member listing |
| `openstack loadbalancer member create` | `set_load_balancer_pool_member` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool member creation |
| `openstack loadbalancer member delete` | `set_load_balancer_pool_member` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool member deletion |
| `openstack loadbalancer member set` | `set_load_balancer_pool_member` (action="set") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool member property update |
| `openstack loadbalancer member show` | `get_load_balancer_pool_members` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Pool member detailed information |
| `openstack loadbalancer member unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **Health Monitor Management** | | | |
| `openstack loadbalancer healthmonitor list` | `get_load_balancer_health_monitors` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Health monitor listing |
| `openstack loadbalancer healthmonitor create` | `set_load_balancer_health_monitor` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Health monitor creation |
| `openstack loadbalancer healthmonitor delete` | `set_load_balancer_health_monitor` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Health monitor deletion |
| `openstack loadbalancer healthmonitor set` | `set_load_balancer_health_monitor` (action="set") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Health monitor update |
| `openstack loadbalancer healthmonitor show` | `get_load_balancer_health_monitors` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Health monitor detailed information |
| `openstack loadbalancer healthmonitor unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **L7 Policy Management** | | | |
| `openstack loadbalancer l7policy list` | `get_load_balancer_l7_policies` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. L7 policy listing |
| `openstack loadbalancer l7policy create` | `set_load_balancer_l7_policy` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. This management tool supports create/delete only |
| `openstack loadbalancer l7policy delete` | `set_load_balancer_l7_policy` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. L7 policy deletion |
| `openstack loadbalancer l7policy set` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer l7policy show` | `get_load_balancer_l7_policies` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. L7 policy details |
| `openstack loadbalancer l7policy unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **L7 Rule Management** 🆕 | | | |
| `openstack loadbalancer l7rule list` | `get_load_balancer_l7_rules` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. L7 rule listing |
| `openstack loadbalancer l7rule create` | `set_load_balancer_l7_rule` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. L7 rule creation |
| `openstack loadbalancer l7rule delete` | `set_load_balancer_l7_rule` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. L7 rule deletion |
| `openstack loadbalancer l7rule set` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer l7rule show` | `get_load_balancer_l7_rules` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. L7 rule details |
| `openstack loadbalancer l7rule unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **Amphora Management** 🆕 | | | |
| `openstack loadbalancer amphora list` | `get_load_balancer_amphorae` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Amphora listing |
| `openstack loadbalancer amphora show` | `set_load_balancer_amphora` (action="show") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Amphora details |
| `openstack loadbalancer amphora configure` | `set_load_balancer_amphora` (action="configure") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Amphora configuration |
| `openstack loadbalancer amphora failover` | `set_load_balancer_amphora` (action="failover") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Amphora failover |
| `openstack loadbalancer amphora delete` | N/A | ❌ | Not supported by OpenStack SDK |
| `openstack loadbalancer amphora stats show` | N/A | ❌ | Not supported by OpenStack SDK |
| **Provider Management** | | | |
| `openstack loadbalancer provider list` | `get_load_balancer_providers` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Provider listing |
| `openstack loadbalancer provider capability list` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **Availability Zone Management** 🆕 | | | |
| `openstack loadbalancer availabilityzone list` | `get_load_balancer_availability_zones` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Availability zone listing |
| `openstack loadbalancer availabilityzone show` | `get_load_balancer_availability_zones` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Availability zone details |
| `openstack loadbalancer availabilityzone create` | `set_load_balancer_availability_zone` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Availability zone creation |
| `openstack loadbalancer availabilityzone delete` | `set_load_balancer_availability_zone` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Availability zone deletion |
| `openstack loadbalancer availabilityzone set` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer availabilityzone unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **Flavor Management** 🆕 | | | |
| `openstack loadbalancer flavor list` | `get_load_balancer_flavors` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Flavor listing |
| `openstack loadbalancer flavor show` | `get_load_balancer_flavors` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Flavor details |
| `openstack loadbalancer flavor create` | `set_load_balancer_flavor` (action="create") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Flavor creation |
| `openstack loadbalancer flavor delete` | `set_load_balancer_flavor` (action="delete") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Flavor deletion |
| `openstack loadbalancer flavor set` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer flavor unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **Flavor Profile Management** | | | |
| `openstack loadbalancer flavorprofile list` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer flavorprofile show` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer flavorprofile create` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer flavorprofile set` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer flavorprofile unset` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| `openstack loadbalancer flavorprofile delete` | N/A | ❌ Not implemented | No registered tool/action for this CLI operation |
| **Quota Management** 🆕 | | | |
| `openstack loadbalancer quota list` | `get_load_balancer_quotas` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Quota listing |
| `openstack loadbalancer quota show` | `get_load_balancer_quotas` | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Quota details |
| `openstack loadbalancer quota set` | `set_load_balancer_quota` (action="set") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Quota setting |
| `openstack loadbalancer quota reset` | `set_load_balancer_quota` (action="reset") | ⚠️ Live unverified | Implemented; Octavia unavailable in the test platform. Quota reset |

### 8. 📊 **Monitoring & Logging**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| Resource monitoring | `get_resource_monitoring` | ⚠️ Live unverified | Reader physical-capacity policy restrictions; allocations are separate from capacity; no live utilization |
| Service status | `get_service_status` | ⚠️ Live unverified | Reader service-policy restrictions; partial data is not proof of global health |
| Cluster overview | `get_service_status` + `get_resource_monitoring` | ⚠️ Live unverified | Reader physical-capacity policy restrictions; allocations are separate from capacity; no live utilization |
| Service log metadata | `set_service_logs` | Partial | Service listing only; log retrieval is unavailable without a logging backend |
| Resource metadata | `set_metrics` | Partial | list/summary only; telemetry sample retrieval is unavailable |
| Alarm management | `set_alarms` | ⚠️ Live unverified | Implemented; Aodh/Gnocchi unavailable in the test platform. Requires services and collected metrics |
| Compute agents | `set_compute_agents` | ✅ | Compute agent management |
| Usage statistics | `get_usage_statistics` | ✅ | Period compute allocation-hours plus separately labeled current snapshots |

### 9. 📏 **Usage & Quota**

| OpenStack CLI Command | MCP Tool | Status | Notes |
|---------------------|---------|------|------|
| `openstack quota show` | `get_quota` | ✅ | Quota query |
| `openstack quota set` | `set_quota` (action="set") | ✅ | Routes supplied fields to Nova/Neutron/Cinder; partial failures are reported |
| `openstack quota delete` | `set_quota` (action="delete") | ✅ | Resets all three service quotas to defaults; requires modification tools |
| `openstack usage show` | `get_usage_statistics` | ✅ | Current-project Nova simple tenant usage; not monetary charges |
| `openstack limits show` | `get_quota` (includes limits) | ✅ | Limits query |
| Resource allocations | `get_resource_monitoring` | ⚠️ Live unverified | Reader physical-capacity policy restrictions; allocations are separate from capacity; no live utilization |

---

### API prerequisites and result semantics

The feature table marks implemented API paths, not verification against every OpenStack deployment. Service and policy requirements must be checked in the target deployment. A missing service, extension, required microversion, or permission is an operation failure, not an empty successful result.

- **Modification tools:** the MCP server registers `set_*` management tools only when `ALLOW_MODIFY_OPERATIONS=true`. Existing action guards also reject writes when disabled. Dedicated read-only `get_*` tools remain available. API authorization is enforced by the target cloud; agent, user, domain, type and QoS administration may require elevated OpenStack roles.
- **Alarms:** `set_alarms` calls the Keystone catalog's `alarming` endpoint for the configured interface/region. It supports list/create/show/delete of project alarms and creates `gnocchi_resources_threshold` alarms. Aodh, Gnocchi, the specified resource and a collected metric are required. The default metric is `cpu_util`, which is not collected by every deployment. `metric`, `resource_type`, `aggregation_method`, `granularity`, `evaluation_periods`, and `alarm_actions` can be supplied. An empty action list creates an alarm without notifications. There is no simulation fallback.
- **Usage:** `get_usage_statistics` calls Nova simple tenant usage for the current project. Requires Nova API microversion 2.40 or newer for complete pagination. Date bounds are UTC midnight, start inclusive and end exclusive; start must precede end. `usage_statistics.period_compute` contains paginated Nova allocation-hours, not actual CPU load, billed currency, or network/storage history. Nova accounts using VM lifetime and the latest flavor; stop/pause/resize history is not reconstructed. Existing `compute`, `network`, and `storage` fields are current snapshots, labeled by `snapshot_fields` and `snapshot_timestamp`. An unavailable period API returns failure. A failed snapshot section is reported as partial failure.
- **Capacity:** `get_resource_monitoring` separates flavor allocations from project quota limits and the physical totals of visible hypervisors. Missing physical totals or incomplete flavor allocations return `null`, not invented capacity or zero usage. Physical totals and project allocations have different scopes. This tool does not collect live utilization or trends.
- **Floating IP pools:** `total_ips` is the exact sum of visible subnet allocation ranges; `used_ips` counts visible Floating IP objects. Global `available_ips` is `null`: other projects and non-floating ports may consume addresses that are not visible to the caller.
- **Volume groups:** the cloud must support Cinder generic groups (microversion 3.13 or newer). Create requires an existing `group_type` and comma-delimited `volume_types`. Deletion does not delete member volumes unless `delete_volumes=true` is explicitly supplied. Async creation/deletion responses mean accepted, not finished.
- **Identity and images:** `set_users` reads a new user's password from the server variable named by `password_env`; never put passwords in prompts. It does not grant project roles. Disable a domain explicitly with `set_domains(action="update", enabled=false)` before deleting it. Image member modifications require an image owned by the current project, shared visibility, and appropriate Glance policy; adding a member does not automatically accept the recipient's membership.
- **Logs and telemetry:** `set_service_logs(action="show")` and `set_metrics(action="show")` return explicit unsupported errors. No centralized logging or telemetry sample backend is implemented. Their list/summary operations expose service or resource metadata only.

## Quick Start

> 💡 **Need an OpenStack Cluster for Testing?**  
> Check out this comprehensive guide: [Tutorial: Install OpenStack Multinode Cluster /w Kolla-Ansible (Epoxy/Dalmatian)](https://medium.com/@call518/tutorial-install-openstack-multinode-cluster-w-kolla-ansible-flamingo-epoxy-dalmatian-19c000cc1645)  
> Perfect for setting up a test environment to explore MCP-OpenStack-Ops capabilities.

![Flow Diagram of Quickstart/Tutorial](img/MCP-Workflow-of-Quickstart-Tutorial.png)

### 1. Environment Setup

```bash
# Clone and navigate to project
cd MCP-OpenStack-Ops

# Install dependencies
uv sync

# Configure environment
cp .env.example .env
# Edit .env with your OpenStack credentials
```

**Environment Configuration**

Configure your `.env` file with OpenStack credentials:

```bash
# OpenStack Authentication (required)
OS_AUTH_HOST=your-openstack-host
OS_AUTH_PORT=5000
OS_AUTH_PROTOCOL=http  # Use 'https' for production with SSL/TLS
# OS_CACERT=/etc/ssl/certs/openstack-ca.pem  # Required for HTTPS (optional for HTTP)
OS_IDENTITY_API_VERSION=3
OS_USERNAME=your-username
OS_PASSWORD=your-password
OS_PROJECT_NAME=your-project
OS_PROJECT_DOMAIN_NAME=default
OS_USER_DOMAIN_NAME=default
OS_REGION_NAME=RegionOne

# OpenStack Service Ports (customizable)
OS_COMPUTE_PORT=8774
OS_NETWORK_PORT=9696
OS_VOLUME_PORT=8776
OS_IMAGE_PORT=9292
OS_PLACEMENT_PORT=8780
OS_HEAT_STACK_PORT=8004
OS_HEAT_STACK_CFN_PORT=8000

# MCP Server Configuration (optional)
MCP_LOG_LEVEL=INFO
ALLOW_MODIFY_OPERATIONS=false
FASTMCP_TYPE=stdio
FASTMCP_HOST=127.0.0.1
FASTMCP_PORT=8080
```

**HTTPS Configuration for Production Environments**

For secure OpenStack deployments with SSL/TLS:

```bash
# Enable HTTPS protocol
OS_AUTH_PROTOCOL=https
OS_AUTH_HOST=your-secure-openstack-host
OS_AUTH_PORT=13000  # Your HTTPS Keystone port

# SSL Certificate Configuration
# Option 1: Use custom CA certificate (recommended for production)
OS_CACERT=/etc/ssl/certs/openstack-ca.pem

# Option 2: Skip CA certificate (SSL verification disabled - insecure)
# Just omit OS_CACERT - the server will warn you about insecure connection

# Docker: Mount CA certificate into container
# Add to docker-compose.yml volumes:
#   - /path/to/your/ca-cert.pem:/etc/ssl/certs/openstack-ca.pem:ro
```

**Protocol Configuration Notes:**
- `OS_AUTH_PROTOCOL=http`: Use for local development or HTTP-only OpenStack deployments
- `OS_AUTH_PROTOCOL=https`: Use for production environments with SSL/TLS enabled
- When `https` is set without `OS_CACERT`, SSL verification is disabled (insecure but functional)
- For secure production deployments, always provide `OS_CACERT` with your CA certificate path

### 2. Run Server

```bash
# Start all services
docker-compose up -d

# Check logs
docker-compose logs mcp-server
docker-compose logs mcpo-proxy
```

**Container Architecture**:
- **mcp-server**: OpenStack MCP server with tools
- **mcpo-proxy**: OpenAPI (REST-API)
- **open-webui**: Web interface for testing and interaction

> 📌 **Note**: Web-UI configuration instructions are based on OpenWebUI **v0.6.22**. Menu locations and settings may differ in newer versions.

**Service URLs - Docker Internal**:
- MCP Server: `localhost:8080` (HTTP transport)
- MCPO Proxy: `localhost:8000` (OpenStack API proxy)
- Open WebUI: `localhost:3000` (Web interface)

**Service URLs - Docker External**:
- MCP Server: `host.docker.internal:18005` (HTTP transport)
- MCPO Proxy: `host.docker.internal:8005` (OpenStack API proxy)
- Open WebUI: `host.docker.internal:3005` (Web interface)

#### For Claude Desktop Integration
Add to your Claude Desktop configuration:
```json
{
  "mcpServers": {
    "mcp-openstack-ops": {
      "command": "uvx",
      "args": ["--python", "3.12", "mcp-openstack-ops"],
      "env": {
        "OS_AUTH_HOST": "your-openstack-host",
        "OS_AUTH_PORT": "5000",
        "OS_PROJECT_NAME": "your-project",
        "OS_USERNAME": "your-username",
        "OS_PASSWORD": "your-password",
        "OS_USER_DOMAIN_NAME": "Default",
        "OS_PROJECT_DOMAIN_NAME": "Default",
        "OS_REGION_NAME": "RegionOne",
        "OS_IDENTITY_API_VERSION": "3",
        "OS_INTERFACE": "internal",
        "OS_COMPUTE_PORT": "8774",
        "OS_NETWORK_PORT": "9696",
        "OS_VOLUME_PORT": "8776",
        "OS_IMAGE_PORT": "9292",
        "OS_PLACEMENT_PORT": "8780",
        "OS_HEAT_STACK_PORT": "8004",
        "OS_HEAT_STACK_CFN_PORT": "18888",
        "ALLOW_MODIFY_OPERATIONS": "false",
        "MCP_LOG_LEVEL": "INFO"
      }
    }
  }
}
```

---

## Claude Code Integration

Install Claude Code and start the MCP server in `streamable-http` mode first.
Register the MCP server's `/mcp` URL, not the MCPO/OpenAPI proxy URL. The example
below uses the Docker host port `18005`; replace the host/port for your deployment
and use HTTPS for remote connections. Registration does not start the server.

For the existing single-account mode with `REMOTE_AUTH_ENABLE=true`, enter the
server's `REMOTE_SECRET_KEY` without saving its literal value in shell history:

```bash
read -rsp 'MCP Bearer token: ' OPENSTACK_MCP_TOKEN
echo
export OPENSTACK_MCP_TOKEN

claude mcp add-json --scope user openstack-ops '{"type":"http","url":"http://127.0.0.1:18005/mcp","headers":{"Authorization":"Bearer ${OPENSTACK_MCP_TOKEN}"}}'
claude mcp list
claude
```

Keep `OPENSTACK_MCP_TOKEN` exported in the terminal that launches Claude Code.
`--scope user` saves the registration in your normal user configuration. If server
authentication is disabled, use this registration command instead:

```bash
claude mcp add --transport http --scope user openstack-ops http://127.0.0.1:18005/mcp
```

In Claude Code, check `/mcp` and ask, for example:

```text
Use openstack-ops to list all instances in the project.
```

Remove the registration when no longer needed (this does not stop the server):

```bash
claude mcp remove --scope user openstack-ops
unset OPENSTACK_MCP_TOKEN
```

This Bearer configuration uses the server's configured OpenStack account. For
experimental per-user authentication, see the [multi-user guide](docs/multi-user-guide.md).
See also the [Claude Code MCP documentation](https://code.claude.com/docs/en/mcp).

## Server Configuration

### Command Line Options

```bash
uv run python -m mcp_openstack_ops --help

Options:
  --log-level {DEBUG,INFO,WARNING,ERROR,CRITICAL}
                        Logging level
  --type {stdio,streamable-http}
                        Transport type (default: stdio)
  --host HOST          Host address for HTTP transport (default: 127.0.0.1)
  --port PORT          Port number for HTTP transport (default: 8080)
  --auth-enable        Enable Bearer token authentication for streamable-http mode
  --secret-key SECRET  Secret key for Bearer token authentication
```

### Environment Variables

| Variable | Description | Default | Usage |
|----------|-------------|---------|--------|
| **OpenStack Authentication** |
| `OS_AUTH_HOST` | OpenStack Identity service host | Required | Authentication host address |
| `OS_AUTH_PORT` | OpenStack Identity service port | Required | Authentication port |
| `OS_AUTH_PROTOCOL` | Connection protocol (http or https) | `http` | Use `https` for production with SSL/TLS |
| `OS_CACERT` | SSL CA certificate path for HTTPS | Optional | Required for secure HTTPS connections (e.g., `/etc/ssl/certs/ca.pem`). If not set with HTTPS, SSL verification is disabled (insecure) |
| `OS_USERNAME` | OpenStack username | Required | User credentials |
| `OS_PASSWORD` | OpenStack password | Required | User credentials |
| `OS_PROJECT_NAME` | OpenStack project name | Required | Project scope |
| `OS_IDENTITY_API_VERSION` | Identity API version | `3` | API version |
| `OS_PROJECT_DOMAIN_NAME` | Project domain name | `default` | Domain scope |
| `OS_USER_DOMAIN_NAME` | User domain name | `default` | Domain scope |
| `OS_REGION_NAME` | OpenStack region | `RegionOne` | Regional scope |
| **OpenStack Service Ports** |
| `OS_COMPUTE_PORT` | Compute service port | `8774` | Nova endpoint |
| `OS_NETWORK_PORT` | Network service port | `9696` | Neutron endpoint |
| `OS_VOLUME_PORT` | Volume service port | `8776` | Cinder endpoint |
| `OS_IMAGE_PORT` | Image service port | `9292` | Glance endpoint |
| `OS_PLACEMENT_PORT` | Placement service port | `8780` | Placement endpoint |
| `OS_HEAT_STACK_PORT` | Heat orchestration service port | `8004` | Heat API endpoint |
| `OS_HEAT_STACK_CFN_PORT` | Heat CloudFormation service port | `18888` | Heat CFN API endpoint (default: 8000, changed to avoid Docker port conflicts) |
| **MCP Server Configuration** |
| `MCP_LOG_LEVEL` | Logging level | `INFO` | Development debugging |
| `ALLOW_MODIFY_OPERATIONS` | Enable modify operations | `false` | Safety control for state modifications |
| `FASTMCP_TYPE` | Transport type | `stdio` | Rarely needed to change |
| `FASTMCP_HOST` | HTTP host address | `127.0.0.1` | For HTTP mode only |
| `FASTMCP_PORT` | HTTP port number | `8080` | For HTTP mode only |
| **Authentication (Optional)** |
| `REMOTE_AUTH_ENABLE` | Enable Bearer token authentication for streamable-http mode | `false` | Production security |
| `REMOTE_SECRET_KEY` | Secret key for Bearer token authentication | Required when auth enabled | Production security |

---

## 🔒 Project Isolation & Security

### Single Project Scope Operation

**MCP-OpenStack-Ops operates within a strictly defined project scope** determined by the `OS_PROJECT_NAME` environment variable. This provides complete tenant isolation and data privacy in multi-tenant OpenStack environments.

**Key Security Features:**

- **100% Complete Resource Isolation**: All operations are restricted to resources within the specified project with enhanced security validation
- **Zero Cross-tenant Data Leakage**: Advanced project ownership validation prevents access to resources from other projects
- **Multi-layer Security Filtering**: Each service implements intelligent resource filtering by current project ID with additional validation
- **Secure Resource Lookup**: All resource searches use project-scoped lookup with ownership verification
- **Shared Resource Access**: Intelligently includes shared/public resources (networks, images) while maintaining strict security boundaries
- **Cross-Project Access Prevention**: Enhanced protection against accidental operations on similarly-named resources in other projects

**Filtered Resources by Project:**

| Service | Project-Scoped Resources | Notes |
|---------|-------------------------|-------|
| **Identity** | Users (via role assignments), Role assignments | Only users with roles in current project |
| **Compute** | Instances, Flavors (embedded data), Keypairs | All instances within project scope |
| **Image** | Private images (owned), Public/Community/Shared images | Smart filtering prevents zero-image issues |
| **Network** | Networks, Subnets, Security Groups, Floating IPs, Routers | Includes shared/external networks for access |
| **Storage** | Volumes, Snapshots, Backups | All storage resources within project |
| **Orchestration** | Heat Stacks, Stack Resources | All orchestration within project |
| **Load Balancer** | Load Balancers, Listeners, Pools | All load balancing within project |
| **Monitoring** | Resource usage, Project quotas | Project-specific monitoring data |

### Security Validation & Testing

**Project Isolation Security Test**

To verify that project isolation is working correctly, run the included security test:

```bash
# Run project isolation security test
python test_project_isolation.py
```

**Expected Test Results:**
```
🔒 OpenStack Project Isolation Security Test
==================================================
📋 Testing project isolation for: your-project

1️⃣ Testing Connection and Project ID...
✅ Connection successful
✅ Current project ID: abc123-def456-ghi789
✅ Project name 'your-project' matches project ID

2️⃣ Testing Resource Ownership Validation...
✅ Found 5 compute instances
   Instance web-server-01: ✅ Owned
   Instance db-server-01: ✅ Owned
✅ Found 3/8 owned networks
✅ Found 10/10 owned volumes

3️⃣ Testing Service-Level Project Filtering...
✅ Compute service returned 5 instances
✅ Network service returned 3 networks  
✅ Storage service returned 10 volumes

4️⃣ Testing Secure Resource Lookup...
ℹ️  Network 'admin' not found or not accessible in current project
ℹ️  Instance 'demo' not found or not accessible in current project

🎯 Project Isolation Test Results
========================================
✅ All security tests passed!
✅ Project 'your-project' isolation verified
✅ Cross-project access prevention confirmed

🔒 Your OpenStack MCP Server is properly secured!
```

**Security Features Validated:**
- ✅ Project ID verification and matching
- ✅ Resource ownership validation for all services
- ✅ Service-level project filtering
- ✅ Secure resource lookup with cross-project protection
- ✅ Prevention of accidental operations on other projects' resources

For managing multiple OpenStack projects, deploy multiple MCP server instances with different `OS_PROJECT_NAME` values:

**Example: Managing 3 Projects**

```bash
# Project 1: Production Environment
OS_PROJECT_NAME=production
# ... other config
python -m mcp_openstack_ops --type stdio

# Project 2: Development Environment  
OS_PROJECT_NAME=development
# ... other config  
python -m mcp_openstack_ops --type streamable-http --port 8001

# Project 3: Testing Environment
OS_PROJECT_NAME=testing  
# ... other config
python -m mcp_openstack_ops --type streamable-http --port 8002
```

**Claude Desktop Multi-Project Configuration Example:**

```json
{
  "mcpServers": {
    "openstack-production": {
      "command": "python",
      "args": ["-m", "mcp_openstack_ops", "--type", "stdio"],
      "env": {
        "OS_PROJECT_NAME": "production",
        "OS_USERNAME": "admin",
        "OS_PASSWORD": "your-password",
        "OS_AUTH_HOST": "192.168.35.2"
      }
    },
    "openstack-development": {
      "command": "python", 
      "args": ["-m", "mcp_openstack_ops", "--type", "stdio"],
      "env": {
        "OS_PROJECT_NAME": "development",
        "OS_USERNAME": "admin",
        "OS_PASSWORD": "your-password", 
        "OS_AUTH_HOST": "192.168.35.2"
      }
    },
    "openstack-testing": {
      "command": "python",
      "args": ["-m", "mcp_openstack_ops", "--type", "stdio"], 
      "env": {
        "OS_PROJECT_NAME": "testing",
        "OS_USERNAME": "admin",
        "OS_PASSWORD": "your-password",
        "OS_AUTH_HOST": "192.168.35.2"
      }
    }
  }
}
```

This allows Claude to access each project independently with complete isolation between environments.

**📁 Ready-to-use Configuration File:**

A complete multi-project configuration example is available at `mcp-config.json.multi-project`:
- **Production**: Read-only operations for safety (`ALLOW_MODIFY_OPERATIONS=false`)
- **Development**: Full operations enabled (`ALLOW_MODIFY_OPERATIONS=true`) 
- **Testing**: Debug logging enabled (`MCP_LOG_LEVEL=DEBUG`)

```bash
# Copy and customize the multi-project configuration
cp mcp-config.json.multi-project ~/.config/claude-desktop/mcp_servers.json
# Edit with your OpenStack credentials
```

---

## Safety Controls

### Modification Operations Protection

By default, all operations that can modify or delete OpenStack resources are **disabled** for safety:

```bash
# Default setting - Only read-only operations allowed
ALLOW_MODIFY_OPERATIONS=false
```

**Protected Operations (when `ALLOW_MODIFY_OPERATIONS=false`):**
- Instance management (start, stop, restart, pause, unpause)
- Volume operations (create, delete, attach, detach)
- Keypair management (create, delete, import)
- Floating IP operations (create, delete, associate, disassociate)
- Snapshot management (create, delete)
- Image management (create, delete, update)
- Heat stack operations (create, delete, update)

**Always Available (Read-Only Operations):**
- Cluster status and monitoring
- Resource listings (instances, volumes, networks, etc.)
- Service status checks
- Usage and quota information
- Search and filtering operations

**⚠️ To Enable Modify Operations:**
```bash
# Enable all operations (USE WITH CAUTION)
ALLOW_MODIFY_OPERATIONS=true
```

**Tool Registration Behavior:**
- When `ALLOW_MODIFY_OPERATIONS=false`: Only read-only tools are registered with the MCP server
- When `ALLOW_MODIFY_OPERATIONS=true`: All tools (read-only + modify operations) are registered
- Tool availability is determined at server startup - restart required after changing this setting

**Best Practices:**
- Keep `ALLOW_MODIFY_OPERATIONS=false` in production environments
- Enable modify operations only in development/testing environments
- Use separate configurations for different environments
- Review operations before enabling modify capabilities
- Restart the MCP server after changing the `ALLOW_MODIFY_OPERATIONS` setting

---

## 💬 Example Queries & Usage Patterns

For comprehensive examples of how to interact with this MCP server, including natural language queries and their corresponding tool mappings, see:

**📖 [Example Queries & Usage Patterns](src/mcp_openstack_ops/prompt_template.md#7-example-queries--usage-patterns)**

This section includes:
- 🎯 Cluster overview and status queries
- �️ Instance management operations
- 🌐 Network configuration tasks
- � Storage management workflows
- 🔥 Heat orchestration examples
- ⚖️ Load balancer operations
- � Advanced search patterns
- 📊 Monitoring and troubleshooting
- 🧠 Complex multi-tool query combinations

---

## Performance Optimization

### Large-Scale Environment Support

The MCP server is optimized for large OpenStack environments with thousands of instances:

**Pagination Features:**
- Default limits prevent memory overflow (50 instances per request)
- Configurable safety limits (maximum 200 instances per request)
- Offset-based pagination for browsing large datasets
- Performance metrics tracking (processing time, instances per second)

**Search Optimization:**
- 2-phase search process (basic info filtering → detailed info retrieval)
- Intelligent caching with connection reuse
- Selective API calls to minimize overhead
- Case-sensitive search options for precise filtering

**Connection Management:**
- Global connection caching with validity testing
- Automatic retry mechanisms for transient failures
- Connection pooling for high-throughput scenarios

**Usage Examples:**
```bash
# Safe large environment browsing
get_instance_details(limit=50, offset=0)     # First 50 instances
get_instance_details(limit=50, offset=50)    # Next 50 instances

# Emergency override for small environments
get_instance_details(include_all=True)       # All instances (use with caution)

# Optimized search for large datasets
search_instances("web", "name", limit=20, offset=0, case_sensitive=False)
```

---

## Development

### Adding New Tools

Edit `src/mcp_openstack_ops/mcp_main.py` to add new MCP tools:

```python
@mcp.tool()
async def my_openstack_tool(param: str) -> str:
    """
    Brief description of the tool's purpose.
    
    Functions:
    - List specific functions this tool performs
    - Describe the operations it enables
    - Mention when to use this tool
    
    Use when user requests [specific scenarios].
    
    Args:
        param: Description of the parameter
        
    Returns:
        Description of return value format.
    """
    try:
        logger.info(f"Tool called with param: {param}")
        # Implementation using functions.py helpers
        result = my_helper_function(param)
        
        response = {
            "timestamp": datetime.now().isoformat(),
            "result": result
        }
        
        return json.dumps(response, indent=2, ensure_ascii=False)
        
    except Exception as e:
        error_msg = f"Error: Failed to execute tool - {str(e)}"
        logger.error(error_msg)
        return error_msg
```

### Helper Functions

Add utility functions to `src/mcp_openstack_ops/functions.py`:

```python
def my_helper_function(param: str) -> dict:
    """Helper function for OpenStack operations"""
    try:
        conn = get_openstack_connection()
        
        # OpenStack SDK operations
        result = conn.some_service.some_operation(param)
        
        logger.info(f"Operation completed successfully")
        return {"success": True, "data": result}
        
    except Exception as e:
        logger.error(f"Helper function error: {e}")
        raise
```

---

## Testing & Validation

### Local Testing
```bash
# Test with MCP Inspector (recommended)
./scripts/run-mcp-inspector-local.sh

# Test with debug logging
MCP_LOG_LEVEL=DEBUG uv run python -m mcp_openstack_ops

# Validate OpenStack connection
uv run python -c "from src.mcp_openstack_ops.functions import get_openstack_connection; print(get_openstack_connection())"
```

---

## 🔐 Security & Authentication

### Bearer Token Authentication

For `streamable-http` mode, this MCP server supports Bearer token authentication to secure remote access. This is especially important when running the server in production environments.

#### Configuration

**Enable Authentication:**

```bash
# In .env file
REMOTE_AUTH_ENABLE=true
REMOTE_SECRET_KEY=my-test-secret-key-12345
```

**Or via CLI:**

```bash
uv run python -m mcp_openstack_ops --type streamable-http --auth-enable --secret-key your-secure-secret-key-here
```

#### Security Levels

1. **stdio mode** (Default): Local-only access, no authentication needed
2. **streamable-http + REMOTE_AUTH_ENABLE=false/undefined**: Remote access without authentication ⚠️ **NOT RECOMMENDED for production**
3. **streamable-http + REMOTE_AUTH_ENABLE=true**: Remote access with Bearer token authentication ✅ **RECOMMENDED for production**

> **🔒 Default Policy**: `REMOTE_AUTH_ENABLE` defaults to `false` if undefined, empty, or null. This ensures the server starts even without explicit authentication configuration.

#### Client Configuration

When authentication is enabled, MCP clients must include the Bearer token in the Authorization header:

```json
{
  "mcpServers": {
    "mcp-openstack-ops": {
      "type": "streamable-http",
      "url": "http://your-server:8000/mcp",
      "headers": {
        "Authorization": "Bearer your-secure-secret-key-here"
      }
    }
  }
}
```

#### Security Best Practices

- **Always enable authentication** when using streamable-http mode in production
- **Use strong, randomly generated secret keys** (32+ characters recommended)
- **Use HTTPS** when possible (configure reverse proxy with SSL/TLS)
- **Restrict network access** using firewalls or network policies
- **Rotate secret keys regularly** for enhanced security
- **Monitor access logs** for unauthorized access attempts

#### Error Handling

When authentication fails, the server returns:
- **401 Unauthorized** for missing or invalid tokens
- **Detailed error messages** in JSON format for debugging

---

## 🎯 Recent Improvements & Enhancements

### **🔒 Complete Project Isolation Security Implementation** ✨

**100% Project Isolation Guarantee:**
- ✅ **Multi-layer Security Validation**: Added comprehensive project ownership validation for all resource operations
- ✅ **Enhanced Delete Operation Security**: All delete operations now use secure project-scoped lookup with ownership verification
- ✅ **Create Operation Security**: Resource references during creation (networks, images, etc.) verified for project ownership
- ✅ **Query Security Enhancement**: All list/get operations include explicit project validation with resource ownership checks
- ✅ **Cross-Project Access Prevention**: Advanced protection against accidental operations on similarly-named resources in other projects
- ✅ **Security Test Suite**: Added `test_project_isolation.py` for comprehensive security validation

**Technical Implementation:**
- ✅ **New Security Utilities**: Added `get_current_project_id()`, `validate_resource_ownership()`, `find_resource_by_name_or_id()` functions
- ✅ **Service-Level Security**: Enhanced all service modules (compute, network, storage, etc.) with project ownership validation
- ✅ **Secure Resource Lookup**: Replaced unsafe name-based loops with secure project-scoped resource lookup
- ✅ **Error Message Enhancement**: Improved error messages to clearly indicate project access restrictions

### **Complete Project Scoping Implementation** 

**Enhanced Security & Tenant Isolation:**
- ✅ **All Services Project-Scoped**: Identity, Compute, Network, Storage, Image, Orchestration, Load Balancer, and Monitoring services now filter resources by current project ID
- ✅ **Zero Cross-Tenant Data Leakage**: Automatic filtering at OpenStack SDK level using `current_project_id`
- ✅ **Smart Resource Access**: Intelligent handling of shared/public resources (networks, images) while maintaining security boundaries

### **Fixed Image Service Issues** 🖼️

**Resolved Zero-Image Count Problems:**
- ✅ **Enhanced Image Filtering**: Now includes public, community, shared, and project-owned images
- ✅ **Intelligent Visibility Handling**: Proper handling of different image visibility types
- ✅ **Prevented Empty Results**: Fixed filtering logic that was too restrictive

### **Improved vCPU/RAM Calculation** ⚡

**Fixed Instance Resource Display:**
- ✅ **Embedded Flavor Data Usage**: Uses server.flavor attributes directly, avoiding 404 API errors
- ✅ **Accurate Resource Reporting**: Proper vCPU and RAM values in cluster status reports
- ✅ **Eliminated API Failures**: No more flavor lookup failures causing zero resource values

### **Enhanced Documentation** 📚

**Comprehensive Project Scoping Documentation:**
- ✅ **Multi-Project Management Guide**: Complete setup instructions for managing multiple OpenStack projects
- ✅ **Security & Isolation Details**: Detailed explanation of tenant isolation features
- ✅ **Ready-to-Use Configuration**: Pre-configured `mcp-config.json.multi-project` for quick setup
- ✅ **Updated Environment Variables**: Enhanced `.env.example` with project scoping guidance

---

## 🚀 Adding Custom Tools

This MCP server is designed for easy extensibility. Follow these steps to add your own custom tools:

### Step-by-Step Guide

#### 1. **Add Helper Functions (Optional)**

Add reusable data functions to `src/mcp_openstack_ops/functions.py`:

```python
async def get_your_custom_data(target_resource: str = None) -> List[Dict[str, Any]]:
    """Your custom data retrieval function."""
    # Example implementation - adapt to your OpenStack service
    conn = get_openstack_connection()
    results = []
    
    try:
        # Example: Custom query using OpenStack SDK
        resources = conn.your_service.list_resources(
            filters={'name': target_resource} if target_resource else {}
        )
        
        for resource in resources:
            results.append({
                'name': resource.name,
                'id': resource.id,
                'status': resource.status,
                'created_at': resource.created_at,
                # Add your custom fields
            })
            
    except Exception as e:
        logger.error(f"Failed to get custom data: {e}")
        return []
        
    return results
```

#### 2. **Create Your MCP Tool File**

Create a new file `src/mcp_openstack_ops/tools/get_your_custom_analysis.py`:

```python
"""Tool implementation for get_your_custom_analysis."""

import json
from datetime import datetime
from typing import Optional
from ..functions import get_your_custom_data  # Import your helper function
from ..mcp_main import (
    logger,
    mcp,
)

@mcp.tool()
async def get_your_custom_analysis(limit: int = 50, target_name: Optional[str] = None) -> str:
    """
    [Tool Purpose]: Brief description of what your tool does
    
    [Exact Functionality]:
    - Feature 1: Data aggregation and analysis
    - Feature 2: Resource monitoring and insights
    - Feature 3: Performance metrics and reporting
    
    [Required Use Cases]:
    - When user asks "your specific analysis request"
    - Your business-specific monitoring needs
    
    Args:
        limit: Maximum results (1-100)
        target_name: Target resource/service name
    
    Returns:
        Formatted analysis results
    """
    try:
        limit = max(1, min(limit, 100))  # Always validate input
        
        logger.info(f"Getting custom analysis, limit: {limit}, target: {target_name}")
        
        results = await get_your_custom_data(target_resource=target_name)
        
        if not results:
            return f"No custom analysis data found" + (f" for '{target_name}'" if target_name else "")
        
        # Apply limit
        results = results[:limit]
        
        # Format results as table
        table_data = []
        for item in results:
            table_data.append({
                'Name': item.get('name', 'N/A'),
                'ID': item.get('id', 'N/A'),
                'Status': item.get('status', 'N/A'),
                'Created': item.get('created_at', 'N/A'),
            })
        
        # Return formatted JSON
        return json.dumps({
            'title': f'Custom Analysis (Top {len(results)})',
            'data': table_data,
            'total_count': len(results),
            'timestamp': datetime.now().isoformat()
        }, indent=2)
        
    except Exception as e:
        logger.error(f"Failed to get custom analysis: {e}")
        return f"Error: {str(e)}"
```

#### 3. **For Modify Operations (Optional)**

If your tool performs modify operations, use the `@conditional_tool` decorator instead:

```python
"""Tool implementation for set_your_custom_resource."""

from ..mcp_main import (
    conditional_tool,  # Use this instead of @mcp.tool()
    handle_operation_result,
    logger,
)
from ..functions import set_your_custom_resource

@conditional_tool  # Only registers when ALLOW_MODIFY_OPERATIONS=true
async def set_your_custom_resource(resource_name: str, action: str) -> str:
    """
    Manage your custom OpenStack resources.
    
    Use when user requests custom resource management.
    """
    try:
        result = set_your_custom_resource(resource_name, action)
        
        return handle_operation_result(
            result=result,
            operation_name="Custom Resource Management",
            details={
                'Resource': resource_name,
                'Action': action
            }
        )
        
    except Exception as e:
        logger.error(f"Custom resource operation failed: {e}")
        return f"Error: {str(e)}"
```

#### 4. **Update Prompt Template (Recommended)**

Add your tool description to `src/mcp_openstack_ops/prompt_template.md` for better natural language recognition:

```markdown
### **Your Custom Analysis Tool**

### X. **get_your_custom_analysis**
**Purpose**: Brief description of what your tool does
**Usage**: "Show me your custom analysis" or "Get custom analysis for resource_name"
**Features**: Data aggregation, resource monitoring, performance metrics
**Optional**: `target_name` parameter for specific resource analysis
```

#### 5. **Test Your Tool**

```bash
# Local testing
./scripts/run-mcp-inspector-local.sh

# Or with Docker
docker-compose up -d
docker-compose logs -f mcp-server

# Test with natural language:
# "Show me your custom analysis"
# "Get custom analysis for target_name"
```

### Tool Registration System

The MCP server uses automatic tool discovery. When you create a new file in `src/mcp_openstack_ops/tools/`, it's automatically registered through the `register_all_tools()` function in `tools/__init__.py`. No manual import registration needed!

### Safety System

- **Read-only tools**: Use `@mcp.tool()` - always available
- **Modify tools**: Use `@conditional_tool` - only available when `ALLOW_MODIFY_OPERATIONS=true`
- **Connection**: Always use `get_openstack_connection()` for OpenStack API access
- **Project isolation**: All operations are automatically scoped to `OS_PROJECT_NAME`

That's it! Your custom tool is ready to use with natural language queries.

---

## License

This project is licensed under the MIT License - see the LICENSE file for details.

## Contributing

1. Fork the repository
2. Create a feature branch (`git checkout -b feature/amazing-feature`)
3. Commit your changes (`git commit -m 'Add some amazing feature'`)
4. Push to the branch (`git push origin feature/amazing-feature`)
5. Open a Pull Request