---
schema: "interfacedelta-service-md/1"
target_key: "sha256:aaabad0968d9022fec2890ab7c659525bc95f5b7565d6aaf51041f81ab7ecf09"
origin: "https://benchgecko.ai"
protocols: ["mcp"]
observed_at: "2026-11-12T17:05:16.654Z"
generated_at: "2026-11-13T00:22:52.223Z"
record_url: "https://interfacedelta.com/atlas/sha256:aaabad0968d9022fec2890ab7c659525bc95f5b7565d6aaf51041f81ab7ecf09"
record_api: "https://interfacedelta.com/api/v1/record/services/sha256:aaabad0968d9022fec2890ab7c659525bc95f5b7565d6aaf51041f81ab7ecf09"
source: "InterfaceDelta atlas"
license_note: "Use of this record is governed by https://interfacedelta.com/terms."
---

# Service record: https://benchgecko.ai

## Identity
- Origin: https://benchgecko.ai
- Endpoints: https://benchgecko.ai/api/mcp
- Protocols: mcp
- Registry names: ai.benchgecko/benchgecko
- First retained observation: 2026-11-12T17:05:16.654Z
- Latest observation: 2026-11-12T17:05:16.654Z

## Tools
- Tool 1: cheapest\_provider (mcp); inputs: model; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 2: compare\_models (mcp); inputs: a, b; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 3: fetch (mcp); inputs: id; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 4: get\_gecko\_test (mcp); inputs: limit, test; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 5: get\_model (mcp); inputs: model; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 6: get\_scorecard (mcp); inputs: limit; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 7: latest\_findings (mcp); inputs: limit; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 8: search (mcp); inputs: query; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 9: search\_models (mcp); inputs: limit, query; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
Tools omitted: 0.

## Effect readings (AI)
- Tool 1 (cheapest\_provider): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 2 (compare\_models): ◇ AI reading; state: counted; reads (confidence 0.901); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 3 (fetch): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 4 (get\_gecko\_test): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 5 (get\_model): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 6 (get\_scorecard): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 7 (latest\_findings): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 8 (search): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 9 (search\_models): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.

## Change history
No changes recorded in the retained history.

## Payment rails
- Protocols observed: none.
- HTTP 402 seen in retained observations: false.

## Not covered
- We don't call tools.
- We don't rate or certify.
- We don't publish prices.
- We cover only what was observed.

## Evidence
- Identity: observed / declared; observation time: 2026-11-12T17:05:16.654Z.
- Tools: declared; observation time: 2026-11-12T17:05:16.654Z.
- Effect readings (AI): AI reading; observation time: 2026-11-12T17:05:16.654Z.
- Change history: observed; observation time: 2026-11-12T17:05:16.654Z; change observation times: none.
- Payment rails: observed; observation time: 2026-11-12T17:05:16.654Z.

```json
{
  "schema": "interfacedelta-service-md/1",
  "target_key": "sha256:aaabad0968d9022fec2890ab7c659525bc95f5b7565d6aaf51041f81ab7ecf09",
  "origin": "https://benchgecko.ai",
  "protocols": [
    "mcp"
  ],
  "observed_at": "2026-11-12T17:05:16.654Z",
  "generated_at": "2026-11-13T00:22:52.223Z",
  "record_url": "https://interfacedelta.com/atlas/sha256:aaabad0968d9022fec2890ab7c659525bc95f5b7565d6aaf51041f81ab7ecf09",
  "record_api": "https://interfacedelta.com/api/v1/record/services/sha256:aaabad0968d9022fec2890ab7c659525bc95f5b7565d6aaf51041f81ab7ecf09",
  "source": "InterfaceDelta atlas",
  "license_note": "Use of this record is governed by https://interfacedelta.com/terms.",
  "identity": {
    "origin": "https://benchgecko.ai",
    "endpoints": [
      "https://benchgecko.ai/api/mcp"
    ],
    "protocols": [
      "mcp"
    ],
    "registry_names": [
      "ai.benchgecko/benchgecko"
    ],
    "first_retained_observation": "2026-11-12T17:05:16.654Z",
    "latest_observation": "2026-11-12T17:05:16.654Z"
  },
  "tools": [
    {
      "name": "cheapest_provider",
      "protocol": "mcp",
      "inputs": [
        "model"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "compare_models",
      "protocol": "mcp",
      "inputs": [
        "a",
        "b"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.901
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "fetch",
      "protocol": "mcp",
      "inputs": [
        "id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_gecko_test",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "test"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_model",
      "protocol": "mcp",
      "inputs": [
        "model"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_scorecard",
      "protocol": "mcp",
      "inputs": [
        "limit"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "latest_findings",
      "protocol": "mcp",
      "inputs": [
        "limit"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "search",
      "protocol": "mcp",
      "inputs": [
        "query"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "search_models",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "query"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    }
  ],
  "tools_omitted": 0,
  "tools_state": "recorded",
  "changes": [],
  "payment_rails": {
    "protocols": [],
    "http_402_seen": false
  },
  "not_covered": [
    "We don't call tools.",
    "We don't rate or certify.",
    "We don't publish prices.",
    "We cover only what was observed."
  ],
  "evidence": [
    {
      "section": "Identity",
      "classes": [
        "observed",
        "declared"
      ],
      "observed_at": "2026-11-12T17:05:16.654Z"
    },
    {
      "section": "Tools",
      "classes": [
        "declared"
      ],
      "observed_at": "2026-11-12T17:05:16.654Z"
    },
    {
      "section": "Effect readings (AI)",
      "classes": [
        "AI reading"
      ],
      "observed_at": "2026-11-12T17:05:16.654Z"
    },
    {
      "section": "Change history",
      "classes": [
        "observed"
      ],
      "observed_at": "2026-11-12T17:05:16.654Z",
      "observation_times": []
    },
    {
      "section": "Payment rails",
      "classes": [
        "observed"
      ],
      "observed_at": "2026-11-12T17:05:16.654Z"
    }
  ]
}
```