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  • A
    license
    A
    quality
    C
    maintenance
    Provides an isolated workspace for testing candidate code, runs tests, and returns deterministic pass/fail verdicts. Enables automated grading of software engineering solutions by ensuring reproducible test runs.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to perform software engineering tasks inside an isolated, deterministic sandbox—exploring repositories, reproducing failures, applying patches, running tests, and verifying solutions against hidden suites through MCP tools.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An AI-powered security audit tool that analyzes codebases for vulnerabilities using real-time MITRE CWE data and npm audit. It enables users to perform comprehensive scans for authentication issues, exposed secrets, and dependency risks with structured remediation steps.
    2
    7 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Wraps the Judge0 evaluation stack into a local algorithm-problem judging service that exposes seven tools to MCP clients, enabling models to browse problems, self-test against public samples, and submit solutions for full hidden-test grading. Judging parameters, submission limits, and hidden-data access are enforced server-side so models cannot bypass them.
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables an AI assistant to turn a plain-language description into a working Apache NiFi 2.x flow, validate and layout the canvas, run test data, golden-file replays and diagnostics, and commit only verified versions to the NiFi Registry. It exposes 44 read-or-write tools for exploring, building, testing, debugging and releasing flows, staying read-only unless writes are explicitly enabled.
    1
    Elastic 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to inspect and automate Windows desktop UI elements by exploring UI trees, checking properties, performing actions like clicking and typing, and generating Python automation scripts.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets any MCP client, such as Claude, browse attack suites and probes, run a full assurance assessment with all reports written out, send custom prompts or multi-turn histories and get leak, PII and refusal checks back for adaptive attacks, and read findings from an earlier assessment. This enables agent-driven red-teaming of a chatbot, RAG app or AI agent without leaving the chat client.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to send a placed KiCad PCB to a hosted autorouter and receive the same board with tracks, vias and copper pours added, along with SVG layer previews and a JSON manufacturability report covering DRC errors, shorts, JLCPCB capability and copper heat. It also supports pre-flight checks, job listing and status, report retrieval and board snapshots, with a free no-key trial for small boards.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables automated access to LeetCode problems, contests, solutions, and user profiles across both leetcode.com and leetcode.cn, with optional session-cookie authentication for private notes, progress tracking, and code execution or submission. It can run locally over stdio or as a Streamable HTTP server for remote integrations.
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