clearskies MCP Server
# clearskies MCP Server
An MCP (Model Context Protocol) server for the [clearskies](https://clearskies.io/) Python framework. This server provides AI assistants with tools for code generation, documentation, and project scaffolding when building applications with clearskies.
## Installation
```bash
pip install clear-skies-mcp-server
```
Or with uv:
```bash
uv pip install clear-skies-mcp-server
```
## Features
### Documentation Tools
#### Core Type Discovery
| Tool | Description |
| -------------------------- | ---------------------------------------------- |
| `list_available_columns` | List all available clearskies column types |
| `list_available_endpoints` | List all available endpoint types |
| `list_available_backends` | List all available backend types |
| `list_available_contexts` | List all available context types |
| `get_column_info` | Get detailed docs for a specific column type |
| `get_endpoint_info` | Get detailed docs for a specific endpoint type |
| `get_backend_info` | Get detailed docs for a specific backend type |
| `get_context_info` | Get detailed docs for a specific context type |
#### Extended Type Discovery
| Tool | Description |
| --------------------------------- | -------------------------------------------------------- |
| `list_available_authentication` | List all authentication types (SecretBearer, JWKS, etc.) |
| `list_available_validators` | List all validator types (Required, Unique, etc.) |
| `list_available_exceptions` | List all exception types |
| `list_available_di_inject` | List all DI inject helpers |
| `list_available_cursors` | List all cursor types |
| `list_available_input_outputs` | List all input/output handlers |
| `list_available_configs` | List all configuration types |
| `list_available_clients` | List all client types |
| `list_available_secrets` | List all secrets handlers |
| `list_available_security_headers` | List all security header handlers |
| `list_available_query` | List all query builder types |
| `list_available_query_results` | List all query result types |
| `list_available_functional` | List all functional utilities |
#### Extended Type Info
| Tool | Description |
| -------------------------- | -------------------------------------------------------- |
| `get_authentication_info` | Get detailed docs for a specific authentication type |
| `get_validator_info` | Get detailed docs for a specific validator type |
| `get_exception_info` | Get detailed docs for a specific exception type |
| `get_di_inject_info` | Get detailed docs for a specific DI inject helper |
| `get_cursor_info` | Get detailed docs for a specific cursor type |
| `get_input_output_info` | Get detailed docs for a specific input/output handler |
| `get_config_info` | Get detailed docs for a specific configuration type |
| `get_client_info` | Get detailed docs for a specific client type |
| `get_secret_info` | Get detailed docs for a specific secrets handler |
| `get_security_header_info` | Get detailed docs for a specific security header handler |
| `get_query_info` | Get detailed docs for a specific query builder type |
| `get_query_result_info` | Get detailed docs for a specific query result type |
| `get_functional_info` | Get detailed docs for a specific functional utility |
#### Concept Explanation
| Tool | Description |
| ----------------- | ---------------------------------------- |
| `explain_concept` | Explain any clearskies concept in detail |
### Code Generation Tools
| Tool | Description |
| ------------------------- | -------------------------------------------- |
| `generate_model` | Generate a clearskies Model class definition |
| `generate_endpoint` | Generate an endpoint configuration |
| `generate_context` | Generate a context wrapping an endpoint |
| `generate_endpoint_group` | Generate an endpoint group configuration |
### Scaffolding Tools
| Tool | Description |
| ----------------------------------- | ----------------------------------------------------------- |
| `scaffold_project` | Generate a complete clearskies project with multiple models |
| `scaffold_restful_api` | Generate a complete REST API application for a single model |
| `generate_model_with_relationships` | Generate multiple related models with relationships |
### Documentation Resources
#### Core Documentation
| Resource URI | Description |
| ---------------------------------- | -------------------------- |
| `clearskies://docs/overview` | Framework overview |
| `clearskies://docs/models` | Model documentation |
| `clearskies://docs/endpoints` | Endpoint documentation |
| `clearskies://docs/columns` | Column types documentation |
| `clearskies://docs/backends` | Backend documentation |
| `clearskies://docs/contexts` | Context documentation |
| `clearskies://docs/di` | Dependency injection docs |
| `clearskies://docs/authentication` | Authentication docs |
| `clearskies://docs/save-lifecycle` | Save lifecycle docs |
| `clearskies://docs/queries` | Query documentation |
| `clearskies://docs/validators` | Validator documentation |
#### Extended Documentation
| Resource URI | Description |
| ------------------------------------------ | -------------------------------- |
| `clearskies://docs/testing` | Testing clearskies applications |
| `clearskies://docs/authorization` | Authorization patterns |
| `clearskies://docs/error-handling` | Error handling |
| `clearskies://docs/input-handling` | Input handling |
| `clearskies://docs/endpoint-groups` | Endpoint groups |
| `clearskies://docs/routing` | Routing documentation |
| `clearskies://docs/responses` | Response customization |
| `clearskies://docs/migrations` | Database migrations (Mygrations) |
| `clearskies://docs/advanced-columns` | Advanced column types |
| `clearskies://docs/advanced-queries` | Advanced query patterns |
| `clearskies://docs/configuration` | Configuration management |
| `clearskies://docs/logging` | Logging and observability |
| `clearskies://docs/caching` | Caching patterns |
| `clearskies://docs/async` | Async patterns |
| `clearskies://docs/state-machine-advanced` | Advanced state machine patterns |
| `clearskies://docs/secrets-backend` | Secrets backend |
#### Backend Deep Dives
| Resource URI | Description |
| ---------------------------------- | ----------------------- |
| `clearskies://docs/backend-memory` | MemoryBackend deep dive |
| `clearskies://docs/backend-cursor` | CursorBackend deep dive |
| `clearskies://docs/cursors` | Cursors and raw SQL |
| `clearskies://docs/transactions` | Transaction management |
#### Framework Internals
| Resource URI | Description |
| ----------------------------------- | --------------------- |
| `clearskies://docs/di-advanced` | Advanced DI patterns |
| `clearskies://docs/query-execution` | Query execution model |
| `clearskies://docs/model-lifecycle` | Model lifecycle |
| `clearskies://docs/input-output` | Input/output system |
#### Developer Experience
| Resource URI | Description |
| ----------------------------------- | ----------------------------- |
| `clearskies://docs/troubleshooting` | Troubleshooting guide |
| `clearskies://docs/best-practices` | Best practices |
| `clearskies://docs/exceptions` | Exception hierarchy reference |
| `clearskies://docs/auth-flow` | Auth flow documentation |
#### Reference Material
| Resource URI | Description |
| -------------------------------------- | ------------------------------------- |
| `clearskies://docs/column-reference` | Complete column parameter reference |
| `clearskies://docs/endpoint-reference` | Complete endpoint parameter reference |
| `clearskies://docs/performance` | Performance guide |
| `clearskies://docs/patterns` | Common patterns cookbook |
### Example Resources
| Resource URI | Description |
| ---------------------------------------------- | ---------------------------------------- |
| `clearskies://examples/restful-api` | Complete REST API example |
| `clearskies://examples/relationships` | Model relationships example |
| `clearskies://examples/authentication` | Authenticated API example |
| `clearskies://examples/cli-app` | CLI application example |
| `clearskies://examples/api-backend` | API client (ApiBackend) example |
| `clearskies://examples/testing` | Testing example |
| `clearskies://examples/authorization` | Authorization patterns example |
| `clearskies://examples/error-handling` | Error handling example |
| `clearskies://examples/endpoint-group` | Endpoint groups example |
| `clearskies://examples/migrations` | Database migrations example |
| `clearskies://examples/hierarchical-data` | Hierarchical data (CategoryTree) example |
| `clearskies://examples/audit-trail` | Audit trail tracking example |
| `clearskies://examples/pivot-data` | Many-to-many with pivot data example |
| `clearskies://examples/advanced-queries` | Advanced query patterns example |
| `clearskies://examples/configuration` | Configuration management example |
| `clearskies://examples/state-machine-advanced` | Advanced state machine example |
| `clearskies://examples/secrets-backend` | Secrets backend example |
### Module Resources
| Resource URI | Description |
| ------------------------------- | ------------------------------------------ |
| `clearskies://modules/overview` | Overview of all extension modules |
| `clearskies://modules/aws` | clearskies-aws module |
| `clearskies://modules/graphql` | clearskies-graphql module |
| `clearskies://modules/gitlab` | clearskies-gitlab module |
| `clearskies://modules/cortex` | clearskies-cortex module |
| `clearskies://modules/snyk` | clearskies-snyk module |
| `clearskies://modules/akeyless` | clearskies-akeyless-custom-producer module |
### Style Resources
| Resource URI | Description |
| ------------------------------- | --------------------- |
| `clearskies://style/docstrings` | Docstring style guide |
## MCP Configuration
Add this to your MCP settings (e.g. in Kilo Code, Claude Desktop, etc.):
```json
{
"mcpServers": {
"clearskies": {
"command": "clear-skies-mcp-server",
"args": []
}
}
}
```
Or if using uv/uvx:
```json
{
"mcpServers": {
"clearskies": {
"command": "uvx",
"args": ["clear-skies-mcp-server"]
}
}
}
```
## Development
```bash
# Clone the repo
git clone https://github.com/clearskies-py/mcp-server.git
cd mcp-server
# Create venv and install dependencies
uv sync all-extras --all-groups
# Run the server
clear-skies-mcp-server
```
## License
MIT
TDQS
Scored across 54 tools
Most tools are clearly separated into list/get/generate/explain categories with distinct targets. Minor overlap exists between scaffold_project and scaffold_restful_api, and between generate_model and generate_model_with_relationships, but the descriptions are detailed enough to avoid real confusion.
All tool names use snake_case and follow consistent verb-first patterns (list_*, get_*, generate_*, scaffold_*, explain_*, etc.). No mixing of conventions or vague verbs, making the naming highly predictable and readable.
54 tools is excessive for an MCP server, even for a comprehensive framework assistant. The 18 list_available_*/get_*_info pairs alone account for 36 tools, which feels bloated. Per the rubric, 25+ tools is too many, and this server far exceeds that threshold.
The tool surface thoroughly covers the clearskies framework: component discovery, detailed reference, code generation, project scaffolding, relationship handling, module management, and v1-to-v2 migration. There are no obvious gaps in functionality for the stated purpose.