MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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sift-mcpgithub.com/sift-mcp/sift-mcpupdated this year
MCP server for test intelligence. Parses JUnit XML reports, extracts root causes, detects cascade failures and more
MIT -
Taichi is a language-agnostic, plugin-driven test orchestration framework — run API, gRPC, UI, static, and regression tests with one CLI, extend via third-party skill plugins in any language, integrate AI agents for auto-fix loops, and ship JUnit/JSON/HTML reports.
Apache-2.0 ★ 1 -
Open-source software test intelligence for development teams: manage test reports and software test releases, find the issues behind failing tests (failure clustering, flaky test detection, root causes with a local LLM) and get a GO / NO-GO release verdict. JUnit, pytest, Playwright, Cypress, TestNG, Allure, Robot, Cucumber.
Apache-2.0 -
MCP server for LLM-driven analysis of compiled Java apps (legacy Spring / Jakarta EE / J2EE): truth tables, state machine diagrams, call graphs and JUnit test generation from bytecode.
MIT -
ai-test-failure-analyzergithub.com/aks-builds/ai-test-failure-analyzerupdated this year
8-phase evidence pipeline for Playwright, pytest, Jest, Cypress, Newman, k6, and JUnit failures. Scans git history, application logs, and config to produce confidence-scored root-cause hypotheses. Exposes as MCP server, CLI, and streaming web UI.
★ 1 -
Eclipse IDE MCP server: a Model Context Protocol server that lets AI coding agents such as Claude Code, Codex and OpenCode build, run, debug and test Java projects inside a live Eclipse workspace, via JDT, launch configurations and the JUnit runner.
MIT -
A lightweight, headless Java IDE for AI coding agents.
MIT ★ 18