The Aggregate — LLM benchmark aggregate
ai-theaggregate-the-aggregate declares 8 capabilities across 8 tools, with 1 critical issue. One of them, no-revocation, is recorded for every server in the index because MCP has no field in which to declare a way to switch a tool off; a missing declaration is not evidence that the control is missing.
Issues
8 of 8 tools declare no way for the customer to switch them off once granted. This applies to every tool because MCP has no field in which to declare a revocation mechanism; the product may provide one outside MCP that a manifest cannot show.
8 of 8 tools declare no expiry. This applies to every tool because MCP has no field in which to declare an expiry; the product may provide one outside MCP that a manifest cannot show.
8 of 8 tools declare no record of their actions that the customer can read. This applies to every tool because MCP has no field in which to declare an audit requirement; the product may provide one outside MCP that a manifest cannot show.
8 tools can read data and declare no limit.
Declared capabilities
| Tool | Read as | Basis |
|---|---|---|
get_leaderboard | read |
declared |
search_models | read |
declared |
get_model | read |
declared |
compare_models | read |
declared |
search_benchmarks | read |
declared |
get_benchmark | read |
declared |
get_prediction_duel | read |
declared |
about_the_aggregate | read |
declared |
Record history
| Recorded | Exposure | Source |
|---|---|---|
| 2026-10-11 | 14 | tools/list on https://theaggregate.ai/mcp, published in the official MCP registry as ai.theaggregate/the-aggregate 1.0.2 |
| 2026-09-21 | 14 | tools/list on https://theaggregate.ai/mcp, published in the official MCP registry as ai.theaggregate/the-aggregate 1.0.1 |
tools/list response and it will be re-scored and dated.
Corrections are published alongside the original, not in place of it.