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    Enables MCP clients like Claude Desktop and Claude Code to drive a real browser with SeleniumBase automation. Offers three variants: WebDriver-based general automation, Pure CDP Mode for bot-detection bypass, and a broad SB() API with MFA and downloads.
    8
    24
    202 PyPI
    9
    MIT
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    An MCP server that exposes Swarm's fact reconciliation to AI agents, allowing them to query scope, evidence gaps, and review requirements without being able to issue a final verdict.
    10
    4 npm
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    MIT
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    MCP server for fenestra, a pure-Rust native GUI framework. Renders and verifies native UIs headlessly (no display, no GPU): a typed accessibility tree, semantic query/interact, contrast/focus-order/hit-target checks, screenshot diffing, and motion filmstrips.
    13
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    Apache 2.0
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    Enables auditing any public website, returning a scored plain-English report that flags issues costing customers, covering speed, phone experience, search visibility, contact options, writing quality, and modernity.
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    MIT
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    Enables AI agents to inspect Shadow Monitor capture files locally, with tools to load bundles, find errors, search network requests, and replay user actions.
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    5 npm
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    MIT
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    Connects AI coding assistants to TestCollab for managing test cases, plans, and suites directly through natural language. It enables users to create, update, and query testing resources within integrated development environments and AI chat clients.
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    11 npm
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    MIT
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    Enables defect management on the SEPP platform, allowing users to query defects, retrieve user project information, and set up automated monitoring with alerts for new or unresolved defects via webhook or email.
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    Enables LLM agents to query and reconcile an accounts-payable ledger through safe read-only SQL, deterministic invoice-to-payment matching, and exception explanations for underpayments, duplicates, currency mismatches, and overdue invoices. Ships with a synthetic ledger, golden-set evals, and a month-end review workflow so quality can be measured in CI.
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    MIT
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    Enables AI agents to query a compiler-verified C/C++ knowledge graph built from Coverity build capture, exposing read-only lookups of translation units and their compile flags, entity definitions and fuzzy symbol search, call edges, blast radius, shortest call paths, function-level ASTs, and Coverity defects with checker and severity details.
    11
    Apache 2.0