Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Returns only the unit tests affected by your current Kotlin/Android code changes.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"ariadne": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/mikhailhal/ariadne:0.4.0"
]
}
}
}Run this in your terminal
claude mcp add ariadne -- docker run -i --rm ghcr.io/mikhailhal/ariadne:0.4.0Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"ariadne": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/mikhailhal/ariadne:0.4.0"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"ariadne": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/mikhailhal/ariadne:0.4.0"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account MikhailHal, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
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It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.4.0) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Docker on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Zendesk
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Zendesk MCP Pack — tickets, users, organizations via OAuth.
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ariadne
MCP Server for Affected Test Selection
ariadne is an MCP (Model Context Protocol) server that provides AI agents with the ability to identify affected tests. Powered by sazanami, it analyzes code changes and returns only the tests that need to be run.
[!IMPORTANT]
## ⚠️ MUST READ: Speed over Completeness
ariadne is built for the agent inner loop — edit, verify, commit — where fast
feedback matters more than exhaustive selection. Static analysis cannot trace
every execution path: reflection, DI frameworks, and data-flow indirection
(e.g., Flux/MVI dispatch) can hide dependencies from any
affected-test-selection tool, not just ariadne.
Always keep a final line of defense in CI. Run the full test suite (or a
conservative selection) before merging. ariadne narrows what an agent runs
while iterating; it is not a replacement for CI.
When ariadne detects changes it cannot analyze (build scripts, resources,
unscanned source sets), it says so explicitly in the tool response instead of
silently reporting "no affected tests".
git diff internallybrew install mikhailhal/tap/ariadne
Then register it with your MCP client — for Claude Code:
claude mcp add ariadne -- ariadne
Or add to your MCP client configuration manually (e.g., Claude Desktop):
{
"mcpServers": { "ariadne": { "command": "ariadne" } } }
docker run -i --rm -v /path/to/project:/workspace ghcr.io/mikhailhal/ariadne
Mount the project you want analyzed and pass /workspace as project_path. The image is also listed in the official MCP Registry as io.github.MikhailHal/ariadne.
Download ariadne- -all.jar from Releases (requires JDK 21+) and configure your client with "command": "java", "args": ["-jar", "/path/to/ariadne- -all.jar"].
git clone --recursive https://github.com/MikhailHal/ariadne.git
cd ariadne ./gradlew shadowJar # fat JAR: build/libs/ariadne- -all.jar
Once configured, AI agents can use the get_affected_tests tool:
get_affected_testsParameters:
project_path (required) — Path to the Kotlin projectscope (optional, deep | shallow, default deep) — how far back to look:base_branch (committed *and* uncommitted). Safest; the whole branch is covered so nothing you already committed slips through unverified. May select more tests.HEAD). Fastest, for the tight edit loop. Verifying already-committed work is left to the caller. base_branch is ignored.base_branch (optional, deep scope only) — Branch to compare against. When omitted, ariadne uses the repository's default branch (origin/HEAD). If that is not set (e.g. a repo with no remote), it returns an error asking you to pass base_branch explicitly rather than guessing.Returns:
Agent request:
{
"name": "get_affected_tests", "arguments": { "project_path": "/path/to/your/kotlin/project" } }
Response:
com.example.UserServiceTest.testCreateUser
com.example.UserRepositoryTest.testSave
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ MCP Client │ ──▶ │ ariadne │ ──▶ │ sazanami │ │ (Agent) │ │ (MCP Server)│ │ (Analysis) │ └─────────────┘ └─────────────┘ └─────────────┘ │ ▼ ┌─────────────┐ │ git diff │ └─────────────┘
git diff --unified=0 against base branchMeasured against Now in Android (Google's reference Android app — 34 modules, ~268 Kotlin files):
| Metric | Result |
|---|---|
| Recall audit — 19 target functions across all layers | 18/18 valid targets detected (the 19th had no exercising unit test; correctly not selected) |
| End-to-end response time | ~4s (module discovery + call-graph build + BFS) |
| Module discovery | 34 modules via settings.gradle.kts, incl. nested modules and type-safe accessor dependencies |
| Source sets | main, debug, prod, benchmark, testDemo, … discovered per module (androidTest* excluded by design) |
Verified patterns include repositories behind project interfaces, a library-interface override (androidx.datastore.Serializer), operator fun invoke use cases, @Composable functions, extension mappers, ViewModel property-initializer chains, and callable references. Two representative results:
core:common's asResult() selects 14 tests across three modules, including ViewModel tests reachable only through val uiState = ...stateIn(...)PopulatedNewsResource.asExternalModel() selects 14 tests, including 11 repository tests reachable only through .map(Type::mapper) chainsEvery unit-test class in Now in Android was measured by changing a function in the class it tests and checking whether that test class was selected:
| Test style | Selected |
|---|---|
| Plain unit tests (construct the object, call it) | 13 / 13 valid targets |
| Robolectric / Compose screenshot tests | 12 / 12 |
Framework-dispatched callbacks (lint Detector) | 0 / 2 — see below |
Robolectric turned out not to be a barrier: those tests call the composable themselves (setContent { NiaTheme { ... } }), so the call exists in the source. What decides coverage is not the test runner but whether the test's own code contains the call.
The rule of thumb: if the framework calls your code instead of your test calling it, ariadne cannot connect them. These are limits of static analysis, not bugs — plan your CI safety net around them:
| Pattern | Status |
|---|---|
Framework-invoked callbacks — Fragment/Activity lifecycle (launchFragmentInContainer), lint Detector methods, Application.onCreate | Not traced: no call written in the test |
| Reflection / DI-container wiring | Not traced |
| UDF dispatch (Flux/MVI) | dispatch → collect is never an edge, but wiring in init (or a start() the test calls) is covered conservatively via constructor chains. Subscriptions started by DI/lifecycle are not covered (sazanami#38) |
stateIn / shareIn chains (map, onEach, flatMapLatest, combine) | Covered — verified with exact selection |
Instrumented tests (androidTest*) | Out of scope by design |
| Build scripts, resources, unscanned source sets | Not analyzed — reported explicitly in the tool response |
| Same-name top-level extensions in one package | Over-selected (receiver types are not part of top-level FQNs) — safe direction |
KMP source sets (commonMain, expect/actual) | Enumerated, but resolution quality unverified (#1) |
Full audit notes: sazanami#29, sazanami#38.
settings.gradle(.kts) includes, enumerates src/ /{kotlin,java} layouts, and reads project(":x") / type-safe accessor dependencies from build files. Dynamic includes, projectDir remapping, custom srcDirs, and dependencies injected by convention plugins are not detected — see #1Copyright 2025 ariadne contributors
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
See LICENSE for the full text.