# Modelsagree MCP server

Source: https://glimind.com/server/mcp-registry%2Fcom.modelsagree%2Fmodelsagree
Registry id: `mcp-registry/com.modelsagree/modelsagree`
Status: live (checked 2026-10-27T02:18:23.953Z)

## Verdict

Modelsagree MCP server answered 100% of Glimind's liveness checks over 30 days, better than 42% of MCP servers, with 449 ms median handshake and 0 outages in 90 days. Its agent-readiness grade is A (96/100) across 5 tools, costing an agent about 538 tokens to load. Checked every few minutes; no tool is ever called.

## Measurements (30 days)

| Metric | Value | Better than |
|---|---|---|
| Uptime, 30 days | 100% | 42% of MCP servers |
| Median handshake latency | 449 ms | 53% of MCP servers |
| p95 handshake latency | 2234 ms | — |
| Checks in 30 days | 4,912 | — |
| Outages, 90 days | 0 | — |
| Median recovery | — | — |
| Agent-readiness score | 96/100 (A) | 82% of MCP servers |
| Tools | 5 | — |
| Tool-list size for an agent | ~538 tokens | 88% of MCP servers |
| Days observed | 29 | — |

## Install

```json
{
  "mcpServers": {
    "modelsagree-mcp-server": {
      "type": "http",
      "url": "https://modelsagree.com/mcp"
    }
  }
}
```

Claude Code:

```sh
claude mcp add --transport http modelsagree-mcp-server https://modelsagree.com/mcp
```

## Tools (5)

- `get_best_in_category`: Get the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'.
- `get_poll_history`: Get the raw poll history — every model's pick over time — behind a category's verdict. The credibility/audit trail. Optionally filter by model.
- `get_product`: Get a single brand/product's record across every category it is ranked in, with verdicts and its homepage.
- `list_categories`: List every category ModelsAgree ranks (slug + title). Large; prefer search_best when you have a specific need.
- `search_best`: Find what AI models agree is the best product/tool/service for a need, or look up how a specific brand ranks. Returns matching categories and brands with a date

Measured by Glimind (https://glimind.com): MCP handshake + tool list only, no tool is ever called. CC BY 4.0.