| get_docs | Search the latest docs for a given query and one or more libraries.
Args:
query: The query to search for (e.g., "Chroma DB")
libraries: A single library or a list of libraries to search in (e.g., "langchain" or ["fastapi", "django"])
Returns:
Text from the docs (limited to ~50KB for readability) |
| suggest_libraries | Suggest libraries based on partial input for auto-completion.
Args:
partial_name: Partial library name to search for (e.g. "lang" -> ["langchain"])
Returns:
List of matching library names |
| health_check | Check the health and availability of documentation sources.
Returns:
Dictionary with health status of each library's documentation site |
| clear_cache | Clear the documentation cache to force fresh fetches.
Returns:
Status message about cache clearing |
| get_cache_stats | Get statistics about the current cache usage.
Returns:
Dictionary with cache statistics |
| semantic_search | Enhanced semantic search across one or more libraries with relevance ranking.
Args:
query: The search query.
libraries: A single library or a list of libraries to search in.
context: Optional context about your project or use case.
Returns:
Enhanced search results with relevance scores and metadata, ranked across all libraries. |
| filtered_search | Search with advanced filtering options.
Args:
query: The search query
library: The library to search in
content_type: Filter by content type ("tutorial", "reference", "example", "guide")
difficulty_level: Filter by difficulty ("beginner", "intermediate", "advanced")
has_code_examples: Filter for content with code examples (true/false)
Returns:
Filtered search results matching specified criteria |
| get_learning_path | Get a structured learning path for a library based on experience level.
Args:
library: The library to create a learning path for
experience_level: Your current level ("beginner", "intermediate", "advanced")
Returns:
Structured learning path with progressive topics and resources |
| get_code_examples | Get curated code examples for a specific topic and library.
Args:
library: The library to search for examples
topic: The specific topic or feature
language: Programming language for examples
Returns:
Curated code examples with explanations |
| get_environment_config | Get current environment configuration and settings.
Returns:
Current environment configuration details |
| scan_library_vulnerabilities | Comprehensive vulnerability scan using OSINT sources (OSV, GitHub Advisories, Safety DB).
Args:
library_name: Name of the library to scan (e.g., "fastapi", "react")
ecosystem: Package ecosystem ("PyPI", "npm", "Maven", "Go", etc.)
Returns:
Detailed security report with vulnerabilities, severity levels, and recommendations |
| get_security_summary | Get quick security overview for a library without detailed vulnerability list.
Args:
library_name: Name of the library
ecosystem: Package ecosystem (default: PyPI)
Returns:
Concise security summary with score and basic recommendations |
| compare_library_security | Compare security scores across multiple libraries to help with selection.
Args:
libraries: List of library names to compare
ecosystem: Package ecosystem for all libraries
Returns:
Security comparison with rankings and recommendations |
| suggest_secure_libraries | Enhanced library suggestions that include security scores for informed decisions.
Args:
partial_name: Partial library name to search for
include_security_score: Whether to include security scores (slower but more informative)
Returns:
Library suggestions with optional security information |
| scan_project_dependencies | Scans project dependencies from files like pyproject.toml or requirements.txt for vulnerabilities.
Args:
project_path: The path to the project directory (defaults to current directory).
Returns:
A comprehensive security report of all project dependencies. |
| generate_project_starter | Generates a starter project from a template (e.g., 'fastapi', 'react-vite').
Args:
project_name: The name for the new project directory.
template: The project template to use.
Returns:
A summary of the created project structure. |
| manage_dev_environment | Manages local development environments using Docker Compose.
Args:
service: The service to set up (e.g., 'postgres', 'redis').
project_path: The path to the project directory.
Returns:
A confirmation message with the next steps. |
| get_current_config | Returns the current, active configuration of the MCP server.
This allows users to view the default config and use it as a template for local overrides. |