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Leapfrog MCP

Leapfrog MCP

by anthonybono21-cloud
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    Context Every Agent Can ShareAgents share what they learn, hand off work, and keep it when you switch models. Start with 5 GB free.fulcradynamics.comAd

    TDQS

    A3.6/5.0

    Scored across 37 tools

    Disambiguation3/5

    Most tools are clearly distinct, but there are confusing overlaps: session_list and pool_status both list active sessions, and session_list_profiles and profile_list appear to list the same saved profiles. network_log and api_discover also overlap somewhat in observing traffic, though their descriptions help separate them.

    Naming Consistency4/5

    The majority of tool names follow a snake_case verb_noun pattern with domain prefixes like session_, tab_, profile_, network_, and api_. However, several names are noun-like rather than command-like (pool_status, console_log, session_memory, domain_knowledge), and profile_warm is inverted. These deviations are minor and the overall pattern remains readable and predictable.

    Tool Count2/5

    37 tools is well above the comfortable range for an MCP server and reaches the 'too many' category. The collection includes tight clusters of overlapping functionality, such as two profile-listing tools and two session-listing tools, which increases maintenance and learning burdens without adding proportional value. Many tools are useful, but the set could be consolidated below 25.

    Completeness5/5

    The server provides thorough coverage across the browser automation lifecycle: session management, navigation, interaction, snapshots/diffs, waits, tabs, network interception, profilers, authentication, API discovery, export/replay, human intervention, and traceability. Almost every task an agent would need in a browser drive has a direct tool, and any remaining gaps are just workarounds via execute or extract.

    Maintenance

    ActivityNo data
    ResponsivenessSyncing

    Resources