Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Polyglot MCP test generation with 8-section contract enforcement across Python, TS, Java, Go, C++.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"universal-test-framework": {
"command": "uvx",
"args": [
"universal-test-framework",
"--transport",
"stdio"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add universal-test-framework -- uvx universal-test-framework --transport stdio프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"universal-test-framework": {
"command": "uvx",
"args": [
"universal-test-framework",
"--transport",
"stdio"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"universal-test-framework": {
"type": "stdio",
"command": "uvx",
"args": [
"universal-test-framework",
"--transport",
"stdio"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 phoenice-labs 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.0.2)은 7개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, HotCodePush
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Manage over-the-air (OTA) updates for React Native, Expo, Capacitor and Cordova apps.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Contract-driven test enforcement and reporting for LLM-generated code — via MCP, VS Code, Copilot CLI, Claude, Cursor, or Python SDK.
UTF is an MCP server and contract enforcement engine. It does not replace your AI coding assistant — it gives every test your AI writes a mandatory quality gate, a structured audit trail, and a comprehensive compliance report.
AI tools — GitHub Copilot, Claude, Cursor, Gemini — generate tests fast. The problem: fast ≠ trustworthy.
| Without UTF | With UTF |
|---|---|
| Tests exist but nobody knows *why* | Every test is linked to a requirement |
| "Covers everything" — nobody can prove it | Traceability matrix maps REQ → test |
| CI passes; real behavior untested | Gap analysis flags what is NOT covered |
LLM wrote a test that asserts True | Meaningfulness check rejects trivial assertions |
| No history of what was tested | Persistent registry survives session restarts |
| Report shows pass/fail counts only | 8-section per-test detail cards in HTML report |
You may already use markdown files (AGENTS.md, copilot-instructions.md, .cursorrules) to guide your AI. UTF is complementary — not competing:
| Markdown instructions | UTF |
|---|---|
| Describe *how* to write tests | Enforce a contract on *every* test produced |
| Rely on LLM to follow instructions | Block tests that fail the contract at generation time |
| No verification after generation | Score each test 0–1 against 8 measurable criteria |
| No persistent state between sessions | SQLite registry persists all tests and results |
| No compliance report | HTML report with per-test 8-section detail cards |
Use markdown instructions to *shape* how your AI thinks. Use UTF to *verify* and *report on* what it produced.
TC-{PRJ}-{MODULE}-{NNN} and classic TC-{MODULE}-{NNN} both accepteduvx (zero-clone), local clone, Docker, GitHub MCP Registry, pip SDK.utf/rules/ override global defaults| # | Method | How Started | Registry Location | @utf Slash Cmds | Best For |
|---|---|---|---|---|---|
| 1 | uvx (zero-install) | mcp.json + uvx | /.utf/utf.db | ❌ use natural language | Any developer with uv |
| 2 | Local Clone | install-vscode-mcp.ps1 | /.utf/utf.db | ✅ with extension | Contributing / customizing UTF |
| 3 | Docker / HTTP | docker compose up | Named volume or bind mount | ❌ use natural language | Team / remote / CI |
| 4 | GitHub MCP Registry | Auto via client | /.utf/utf.db | ❌ use natural language | Discoverable via MCP marketplace |
| 5 | pip + SDK | Python import | Caller controls cwd | N/A | CI scripts / programmatic |
All methods (1, 2, 4) using stdio transport write the registry to `${workspaceFolder}/.utf/utf.db` — isolated per project and persistent across sessions.
Requires uv. No cloning, no venv.
Add to %APPDATA%\Code\User\mcp.json (Windows) or ~/.config/Code/User/mcp.json (macOS/Linux):
{
"servers": { "utf": { "type": "stdio", "command": "uvx", "args": ["--from", "universal-test-framework", "utf-server", "--transport", "stdio"], "cwd": "${workspaceFolder}", "env": { "UTF_PROJECT_DIR": "${workspaceFolder}" } } } }
Registry:
.utf/utf.dbinside${workspaceFolder}— isolated per project, persistent across sessions.
Reload VS Code after editing
mcp.json.
git clone https://github.com/phoenice-labs/Universal-Test-Framework
cd Universal-Test-Framework
.\scripts\install-vscode-mcp.ps1
.\scripts\install-vscode-mcp.ps1 -InitProject -ProjectDir C:\my-project
Reload VS Code → open Copilot Chat → ask naturally: generate e2e tests for my backend.
The install script writes this entry to mcp.json:
{
"utf": { "type": "stdio", "command": " ", "args": ["-m", "mcp_server.server", "--transport", "stdio"], "cwd": "${workspaceFolder}", "env": { "PYTHONPATH": " " } } }
Registry:
${workspaceFolder}/.utf/utf.db— isolated per project.
`@utf` slash commands are available after the VSIX extension is installed.
# Start the UTF server
cd Universal-Test-Framework docker compose -f docker/docker-compose.yml up -d
Connect from VS Code by adding to mcp.json:
{
"servers": { "utf-remote": { "type": "sse", "url": "http://localhost:8765/sse" } } }
Registry: persisted in a named Docker volume (
utf_registry → /app/.utf/utf.db).
For per-project isolation with Docker, use a bind-mount in
docker-compose.yml:
`yaml
volumes:
- /path/to/your/project/.utf:/app/.utf
`
Because Docker uses HTTP/SSE transport (no
${workspaceFolder}templating), passproject_dir
explicitly in tool calls, or set
UTF_PROJECT_DIRin the container environment.
Per-project Docker workflow:
# docker-compose.override.yml
services: utf-server: volumes:
Once published, UTF is discoverable via the MCP marketplace. Clients that support server.json install it automatically. The generated mcp.json entry is equivalent to Method 1 (uvx).
Registry isolation: The MCP registry schema does not support a
cwdfield at the registry level.
UTF resolves project isolation via (in priority order):
1.
project_dirargument passed to each tool call
2.
UTF_PROJECT_DIRenvironment variable
3.
Path.cwd()fallback (server's working directory)
For correct isolation, ensure the MCP client writes
"cwd": "${workspaceFolder}"and
"UTF_PROJECT_DIR": "${workspaceFolder}"in the generated entry (UTF'smcp-gallery.jsondoes this).
pip install universal-test-framework
from mcp_server.tools.generate_tests import generate_tests
from pathlib import Path
result = generate_tests( test_type="unit", source_code=open("src/auth.py").read(), project_dir=str(Path.cwd()), # ← pass explicitly for correct registry isolation ) print(result["suite_code"])
Registry:
/.utf/utf.dbwhenproject_diris passed; falls back toPath.cwd().
| Tool | Description |
|---|---|
generate_tests | Generate a complete test suite satisfying the 8-section contract |
validate_test_contract | Validate any test (generated or hand-written) against the contract |
analyze_coverage | Identify coverage gaps in an existing test suite |
build_traceability_matrix | Build a requirements → tests traceability matrix |
suggest_test_types | Recommend test types with rationale from source code |
detect_language_framework | Auto-detect programming language and test framework |
import_test_results | Import JUnit XML from any test run into the UTF registry |
query_registry | Query the persistent per-project test registry |
run_tests | Execute test files and return structured CI results |
run_mutation_tests | Run mutation testing and return mutation score |
feedback_status | Get gap analysis, coverage health, and trend report |
generate_report | Generate HTML / JUnit / JSON contract compliance report |
health | Server health check: version, uptime, tool count |
Every test generated by UTF must satisfy all 8 sections. Tests that fail any hard section are blocked — returned in blocked_tests, never silently included.
| # | Section | What It Must Contain | Weight |
|---|---|---|---|
| 1 | test_id | Unique ID: TC-{TYPE}-{NNN} (e.g. TC-US-042) | 10% |
| 2 | why_generated | Rationale tied to a requirement (≥50 chars) | 10% |
| 3 | requirement_mapping | At least one US-, AC-, REQ-, JIRA-, BUG-, or NFR- reference | 15% |
| 4 | how_it_exercises | GIVEN / WHEN / THEN with inputs, mocks, assertions (≥100 chars) | 20% |
| 5 | coverage_contribution | Coverage type + module + estimated % | 15% |
| 6 | expected_outcome | Precise return values, status codes, state changes (≥50 chars) | 15% |
| 7 | gaps_missing | Honest list of what this test does NOT cover (≥40 chars) | 10% |
| 8 | meaningfulness_check | Self-assessment: meaningful / redundant / hallucinated (≥50 chars) | 5% |
Minimum passing score: 0.85. Tests below this threshold are blocked regardless of individual section presence. "none" in gaps or vague rationale like "to test the function" are rejected.
| Language | Frameworks | Test Types |
|---|---|---|
| Python | pytest | unit, integration, api, e2e, security, performance |
| TypeScript | Jest, Vitest, Playwright | unit, integration, e2e, api |
| JavaScript | Jest, Vitest | unit, integration |
| Java | JUnit 5 + AssertJ, Maven | unit, integration, api |
| Go | go-test + testify | unit, integration, api |
| C++ | Google Test | unit |
This is the canonical flow for using UTF with any AI CLI (Copilot, Claude, Cursor) or VS Code. Follow the phases in order — skipping Phase 1 registration means the report has no Per-Test Contract Detail cards.
┌─────────────────────────────────────────────────────────────────────────┐
│ PHASE 1 — CONTRACT GENERATION (LLM writes, UTF validates + registers) │ │ │ │ ① generate_tests (scaffold) │ │ ② LLM writes real test methods — each with its own TC-ID and │ │ 8-section comment block (WHY / REQ / HOW / COV / OUT / GAP / MEAN)│ │ ③ validate_test_contract — score must be ≥ 0.85 per test │ │ ④ register_contracts — parse test file, upsert status=generated rows │ │ ⑤ generate_report — verify Per-Test Contract Detail cards appear │ │ │ │ PHASE 2 — EXECUTION (pytest/jest/maven runs, results captured) │ │ │ │ ⑥ pytest --junit-xml=utf-tests/reports/results.xml │ │ ⑦ import_test_results — upsert executed/failed rows
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요