# Saagpatel Operant MCP server

Source: https://glimind.com/server/mcp-registry%2Fio.github.saagpatel%2Foperant-mcp
Registry id: `mcp-registry/io.github.saagpatel/operant-mcp`
Status: live (checked 2026-10-27T02:32:49.216Z)

## Verdict

Saagpatel Operant MCP server answered 100% of Glimind's liveness checks over 30 days, better than 42% of MCP servers, with 727 ms median handshake and 0 outages in 90 days. Its agent-readiness grade is A (96/100) across 5 tools, costing an agent about 860 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 | 727 ms | 33% of MCP servers |
| p95 handshake latency | 2874 ms | — |
| Checks in 30 days | 4,904 | — |
| Outages, 90 days | 0 | — |
| Median recovery | — | — |
| Agent-readiness score | 96/100 (A) | 82% of MCP servers |
| Tools | 5 | — |
| Tool-list size for an agent | ~860 tokens | 76% of MCP servers |
| Days observed | 29 | — |

## Install

```json
{
  "mcpServers": {
    "saagpatel-operant-mcp-server": {
      "type": "http",
      "url": "https://operant-mcp.saagar210.workers.dev/mcp"
    }
  }
}
```

Claude Code:

```sh
claude mcp add --transport http saagpatel-operant-mcp-server https://operant-mcp.saagar210.workers.dev/mcp
```

## Tools (5)

- `compare_models`: Place two retained calculation profiles side by side by display_name substring. Returns ocs_mean, ocs_stdev, orchestration_mean, run_family, and subject_shell f
- `get_case`: Return the full case for a given pair_id (axes 1/2/4) or id (axis 3): malign and benign task prompts, expected decisions, grounding rationale, and bypass patter
- `get_methodology`: Return the benchmark design: the 4 axes, the OCS formula (Youden's J), the 5 decision labels (PROCEED, PROCEED_SANCTIONED, REFUSE, ESCALATE, REROUTE), scoring b
- `get_results`: Return retained model calculation profiles plus generated_at, claim_status, claims_at_risk, and the bounded evidence_binding. These rows are not durable named-m
- `list_cases`: Return case metadata (no full task prompts): pair_id/id, axis, tier, grounding, and side indicators (malign/benign for axes 1/2/4; null for axis 3). Filter by a

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