Give brains to your small models. MCP server enforcing step-by-step Chain-of-Thought.
Give brains to your small models. MCP server enforcing step-by-step Chain-of-Thought.
A 4-billion-parameter Gemma cannot solve SEND + MORE = MONEY. It's a classic cryptarithmetic puzzle — 8 unique digits, 5 columns, 4 carry values. A bare 4B model guesses randomly. It hallucinates digits. It loses track of carries after column 2.
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Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| Success | structured CoT result. |
{
"mcpServers": {
"cotforce": {
"command": "node",
"args": [
"node_modules/@slbdn/cotforce-mcp/index.js"
],
"env": {
"MODE": "direct",
"API_BASE_URL": "http://localhost:1234/v1",
"MODEL": "gemma-4-e4b-it-mlx"
}
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
| Variable | Description | Required |
|---|---|---|
| MODE | Declared in the maintainer’s client configuration. | Optional |
| API_BASE_URL | Declared in the maintainer’s client configuration. | Check documentation |
| MODEL | Declared in the maintainer’s client configuration. | Check documentation |
Read, search and edit files inside allowed directories with the Model Context Protocol reference Filesystem server.
Retrieve version-aware library documentation and code examples with Context7 MCP, using resolve-library-id and query-docs.
MCP Tree Explorer returns a directory-tree view to an assistant through a small local Python stdio server.
Zero-API-key MCP search server: multi-engine web/academic search, PDF parsing, secure web fetch
Read incoming supplier invoices through a remote MCP server and get structured data for accounting.
This application exposes any REST API as an MCP (Model Context Protocol) server based on its OpenAPI schema. It automatically generates MCP tools from OpenAPI operations with comprehensive OpenAPI…