Semantictool
What is Semantictool
Semantic Tool is a microservice designed for dynamic discovery and invocation of external tools based on semantic similarity using vector embeddings.
Use cases
Use cases include automating tool calls in applications, integrating multiple tools for data processing, and enabling users to find and use tools through natural language descriptions.
How to use
You can use Semantic Tool by calling its API endpoints to list available tools, invoke specific tools by name and arguments, or find relevant tools through semantic similarity to a text query.
Key features
Key features include semantic tool search using vector-based matching, a REST API for tool invocation, and server management capabilities to register and list active MCP servers.
Where to use
Semantic Tool can be used in various fields such as software development, data analysis, and any domain requiring dynamic tool invocation based on natural language queries.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Overview
What is Semantictool
Semantic Tool is a microservice designed for dynamic discovery and invocation of external tools based on semantic similarity using vector embeddings.
Use cases
Use cases include automating tool calls in applications, integrating multiple tools for data processing, and enabling users to find and use tools through natural language descriptions.
How to use
You can use Semantic Tool by calling its API endpoints to list available tools, invoke specific tools by name and arguments, or find relevant tools through semantic similarity to a text query.
Key features
Key features include semantic tool search using vector-based matching, a REST API for tool invocation, and server management capabilities to register and list active MCP servers.
Where to use
Semantic Tool can be used in various fields such as software development, data analysis, and any domain requiring dynamic tool invocation based on natural language queries.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Content
Semantic Tool
Semantic Tool is a microservice designed for dynamic discovery and invocation of external tools based on semantic similarity. It leverages vector embeddings to allow natural language queries to match and invoke relevant tools from a registry.
Features
- 🧠 Semantic Tool Search – Find tools using vector-based matching of descriptions.
- 🧰 Tool Invocation API – Call tools directly via REST interface.
- 🛰️ Server Management – Register and list available MCP servers.
API Overview
Tool Endpoints
GET /api/v1/tools/list: List all available tools.POST /api/v1/tools/call: Invoke a tool by name and arguments.POST /api/v1/tools/semantic: Find relevant tools by semantic similarity to a text query.
Server Endpoints
GET /api/v1/servers/list: List all active server sessions.
Configuration
Set config via a URL using CONFIG_LOCATION (default: file:///config.yaml).
Example config.yaml:
mcp_servers:
timeserver:
command: uvx
args: ["mcp-timeserver"]
searxng:
command: uvx
args: ["mcp-searxng"]
wolframalpha:
command: uvx
args: ["mcp-wolfram-alpha"]
env:
WOLFRAM_API_KEY: "your_api_key"
embedding:
model_name: "all-MiniLM-L6-v2"
dim: 384
Installation
Local (via uv)
uv run semantictool
Docker (recommended)
docker compose up
Dependencies
- Python 3.13+
- FastAPI
- sentence-transformers
- easymcp
- uv
Dev Tools Supporting MCP
The following are the main code editors that support the Model Context Protocol. Click the link to visit the official website for more information.
