A
licenseA
qualityA
maintenanceEnables AI assistants to interact with LinkedIn by scraping profiles, companies, job postings, and getting personalized job recommendations using authenticated browser automation.
17
15,550 PyPI
3,543
Apache 2.0
Linked API MCP
by zecloud
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TDQS
A3.6/5.0
Scored across 59 tools
Disambiguation4/5
Most tools have clearly distinct targets and actions, with the nv_ prefix effectively separating Sales Navigator from standard LinkedIn operations. However, a few pairs like get_api_usage vs. admin_get_limits_usage and get_inbox vs. get_conversation could still cause initial confusion despite clear descriptions.
Naming Consistency4/5
All tool names follow a snake_case verb_noun pattern, and the admin_ prefix is applied consistently. The main inconsistency is the mix of retrieval verbs (get, fetch, retrieve) which are used based on subtle semantic differences, slightly reducing predictability.
Tool Count1/5
With 59 tools, the server vastly exceeds the 25+ threshold and clearly qualifies as an extreme mismatch per the rubric. The count is overwhelming, especially with many Sales Navigator duplicates, making it impractical for agents to select from efficiently.
Completeness4/5
The tool set provides comprehensive coverage for connection lifecycle, messaging, search, content interaction, analytics, and admin functions. Missing delete/update operations for posts or comments are minor gaps, but core workflows are well supported and no critical dead ends exist.
Maintenance
ActivitySlowing
ResponsivenessNo issues