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ProductBrain MCP Server

by moxzas
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    Deploy Server
    Shareable, User-Owned Context BackendPeople, applications, and agents read, write, and coordinate together in one context lake. Reach it over MCP, a CLI, a Python SDK, or REST.fulcradynamics.comAd

    TDQS

    A3.5/5.0

    Scored across 27 tools

    Disambiguation4/5

    Most tools target distinct resource+action pairs, and descriptions actively disambiguate overlapping reads (search 'use FIRST', list_nodes bulk read, get_tree context, get_changelog for deleted nodes). However, the all-purpose `mutate` tool overlaps conceptually with targeted writers like `rename_project`/`archive_project`/`create_project`, and the read trio (search/list_nodes/get_tree) requires careful reading to pick correctly.

    Naming Consistency4/5

    Predominantly a consistent snake_case verb_noun pattern (list_projects, create_webhook, revoke_member, get_tree, set_view). Minor deviations are bare-verb names `search` and `mutate` and the noun-style `tier_status`, but the convention is largely predictable.

    Tool Count3/5

    27 tools is heavy territory for a single server, spanning projects, nodes, webhooks, share links, members, workflow, canvas view and account. Each cluster is individually justified, but the aggregate is borderline over-scoped and could be split by domain.

    Completeness4/5

    Strong lifecycle coverage: webhooks, share links, members, projects, nodes (add/update/delete/batch/classify via mutate), iterations, changelog/restore, plus view and workflow. Minor gaps remain — no explicit project delete tool (archive is the stand-in) and no dedicated project-update beyond rename, but agents can work around these.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources