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pennylane-mcp-server

by Matthieusabourin2
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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

    C2.5/5.0

    Scored across 87 tools

    Disambiguation3/5

    Many tools target distinct resources and actions, but several line/section/category tools overlap in purpose (e.g. list_entry_lines vs list_all_entry_lines, list_categories vs list_group_categories vs list_category_groups). The undescribed changelog_* tools add further ambiguity, though most descriptions do help clarify boundaries.

    Naming Consistency4/5

    All tools use the pennylane_ prefix and snake_case, and most follow a predictable verb_noun pattern. A few names break the pattern (changelog_customers, current_dossier, multi_dossier_query), but the overall convention is clear.

    Tool Count1/5

    87 tools is an extreme mismatch for a single MCP server and far exceeds the 50+ threshold for a severe over-scoping. Even accounting for the broad domain, many CRUD variants could be consolidated or omitted.

    Completeness3/5

    The surface covers many accounting resources, including accounts, journals, entries, invoices, quotes, subscriptions, exports, and dossier management. However, delete operations are missing for most resources, journals lack update, and supplier invoices lack a create tool, creating notable lifecycle gaps.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources