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Local MCP

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    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    C2.4/5.0

    Scored across 288 tools

    Disambiguation2/5

    Many tools overlap across backends: send_email/outlook_send_email/m365_send_email, list_emails/m365_list_emails/outlook_list_emails, and file_list/explorer_list/finder_list all cover similar actions with subtly different scopes. Diagnostic and update tools (run_diagnostics, lmcp_doctor, lmcp_state, update_local_mcp, lmcp_upgrade_diagnostics) also blur together, making misselection likely.

    Naming Consistency4/5

    Names are overwhelmingly snake_case and generally follow verb_noun or app_prefix_verb_noun patterns. However, core Apple tools are often unprefixed (send_email, create_note) while other integrations are prefixed, and odd cases like todo_list_lists and agent_inbox slightly break the pattern.

    Tool Count1/5

    288 tools is an extreme mismatch for a coherent MCP toolset, far beyond recommended scopes and well past the 50+ threshold for severe overload. The surface is too large for an agent to reliably discover and select from without confusion.

    Completeness3/5

    Coverage is broad across mail, calendar, notes, messaging, files, automation, and diagnostics, but many integrations are only partial. Notable gaps include Slack send, Notion write operations, local file deletion, and contacts create/update/delete, which will cause dead ends for common workflows.

    Maintenance

    ActivityActive
    ResponsivenessSlow

    Resources