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Universal MCP

Universal MCP

by rtostudioco
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Python
Hybrid

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    Deploy Server
    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

    B3.1/5.0

    Scored across 31 tools

    Disambiguation4/5

    Most tools are clearly separated by domain prefix and specific action, such as files_read_file versus data_read_csv. A few overlaps remain: automation_timestamp and system_now both return current time, and automation_http_request overlaps with automation_send_webhook for webhook-style POSTs.

    Naming Consistency4/5

    Names consistently use snake_case with a domain prefix (analysis_, ai_, automation_, data_, files_, system_), making the set predictable. Minor deviations exist because some suffixes are nouns (analysis_stats, system_info) while others are actions (files_read_file).

    Tool Count2/5

    With 31 tools, the server is heavy for an agent-facing MCP surface and includes many small utility operations. While the 'Universal' scope explains some breadth, the count exceeds the 25+ threshold where tools risk becoming hard to scan and select.

    Completeness4/5

    The surface covers many common utility domains: file CRUD/search, CSV/JSON/SQLite reading, statistics, text analysis, HTTP/webhook automation, and system inspection. Gaps remain, such as no CSV/JSON write operations, no file move/copy, and read-only SQLite, but these are mostly workaroundable.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources