fastmcp/examples/tool_search/README.md

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# ToolSearch plugin
When a server exposes many tools, listing them all at once can overwhelm an LLM's context window. The `ToolSearch` plugin collapses the full tool catalog behind a search interface — clients see only `search_tools` and `call_tool`, and discover the real tools on demand.
## Two search strategies
**Regex** (`strategy="regex"`) — clients search with regex patterns like `add|multiply` or `text.*`. Fast and precise when you know what you're looking for.
**BM25** (`strategy="bm25"`) — clients search with natural language like `"work with numbers"`. Results are ranked by relevance using BM25 scoring. The index rebuilds automatically when tools change.
Both strategies respect the full auth pipeline: middleware, visibility transforms, and component-level auth checks all apply to search results.
```python
from fastmcp import FastMCP
from fastmcp.server.plugins.tool_search import ToolSearch, ToolSearchConfig
mcp = FastMCP("Server", plugins=[ToolSearch(ToolSearchConfig(strategy="regex"))])
```
## Run
```bash
# Regex
uv run python examples/tool_search/client_regex.py
# BM25
uv run python examples/tool_search/client_bm25.py
```