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ForgePilot MCP

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by Aitherium
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Python
Hybrid

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    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

    B3.2/5.0

    Scored across 12 tools

    Disambiguation3/5

    Several tools generate configs or artifacts (generate_config, create_connector_artifact, create_artifact, create_shareable_pack, create_community_bridge_pack) with overlapping 'create' verbs, and chat/search both use Exa, so misselection is possible despite descriptive text.

    Naming Consistency4/5

    All tools use the forgepilot_ snake_case prefix, but four tools are noun-phrase plans (local_acceleration_plan, backend_switch_plan, community_bridge_plan) while the rest use verb or verb_noun patterns, a minor deviation.

    Tool Count5/5

    12 tools is well within the ideal 3-15 range and each tool maps to a distinct ForgePilot integration task (health, search, config, artifacts, plans), so the count is appropriate.

    Completeness3/5

    The surface covers many one-way generation/planning tasks but lacks lifecycle operations: no list, get, update, or delete for artifacts/packs, and device flow has only a start tool with no completion/poll tool.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources