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  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides coding agents with local tools to inspect project UI inventories, propose and compare visual direction boards, compile versioned design contracts and DTCG tokens, retrieve section-specific blueprints, and audit running interfaces with browser evidence including screenshots, accessibility findings, and overflow measurements.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables agents to build, validate, calibrate, and export versioned scientific models with mandatory units, dimensional and numerical checks, and uncertainty analysis over stdio. Models can be simulated and exported to portable formats such as SBML, CellML, and Modelica.
    206 npm
    354 PyPI
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    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
    263 PyPI
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to hire real human operators for tasks requiring physical presence, human perception, or judgment, such as verification, testing, data collection, and physical-world tasks.
    4
    45 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables recurring website maintenance checks — domain registration, SSL certificates, uptime, technical SEO and accessibility — across a portfolio of client sites, using publicly available information. Results are returned as structured data and can be sorted by urgency into a client-ready report.
    8
    76 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to hire verified human operators for tasks requiring physical presence, human perception, or judgment, such as real-world verification, product testing, and data collection.
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to drive the 1C:Enterprise test client directly, opening forms, reading and modifying data, working with tables, and recording or replaying action scenarios. Connects to local or remote test clients over their network protocol without a testing manager.
    10
    58
    AGPL 3.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables agents to measure a live page or Figma frame against a reference design, reporting exact numerical deviations in layout, spacing, typography, colors, states, and animations before any baseline exists.
    4
    17
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for verifying AI agent claims vs reality — single-transcript inline grounding-check that flags when an agent's response states facts not in the input context, when its code silently swallows exceptions and substitutes mock data, or when its multi-turn transcript contains contradictions or unverified completion claims. Sub-second, local, free, no API calls.
    4
    42 PyPI
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Umbra is the trust layer for AI-generated code. It scores any repo 0-100 with file:line evidence (security, slop, Docker-verified build/boot, and claim receipts that catch agents lying about tests), and guards agent file writes mid-stream blocking leaked keys, alg:none JWTs, and git-hook plants before they land. Tools: scan_repo, guard_content, get_score.
    3
    61 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents and IDEs to prove SystemVerilog assertions with SymbiYosys (smtbmc+z3) and lint SVA syntax, returning honest verdicts such as PROVEN, FAILED, UNKNOWN, ERROR, or TIMEOUT.
    3
    9 npm
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables driving an iOS Simulator from a model: taking screenshots, reading the UI tree, tapping, swiping, typing, managing app lifecycle and device state such as appearance, permissions, location, and notifications, without code signing or a physical device.
    21
    43 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLM agents to programmatically inspect, debug, and test other MCP servers by wrapping the MCP Inspector CLI. Supports listing and calling tools, reading resources, and testing prompts on both local and remote MCP servers.
    6
    10 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLMs to read existing PageSnap session packs and map locators to Playwright, Selenium, or Cypress without capturing or opening a browser.
    4
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Generates realistic, referentially-coherent test data (SQL INSERTs, JSON, or CSV) from your database schema, resolving foreign keys and respecting constraints. Paste CREATE TABLE DDL or a JSON schema and get ready-to-run seed data with valid relationships.
    2
    42 npm
    MIT