Universal polyglot test generation framework with 8-section contract enforcement
Project description
Universal Test Framework (UTF)
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.
Why UTF? (Not Another Test Generator)
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 |
UTF vs Markdown Instructions / Prompt Files
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.
Key Features
- 13 MCP tools — generate, validate, register, analyze, trace, execute, mutate, report, and query tests
- 6 languages — Python, TypeScript, JavaScript, Java, Go, C++
- 7 test types — unit, integration, API, E2E, contract, performance, security
- 8-section contract — every test must pass all 8 sections or it is blocked (minimum score: 0.85)
- 3-segment test IDs —
TC-{PRJ}-{MODULE}-{NNN}and classicTC-{MODULE}-{NNN}both accepted - Five install modes —
uvx(zero-clone), local clone, Docker, GitHub MCP Registry, pip SDK - VS Code @utf — chat participant with slash commands
- CI/CD ready — GitHub Actions, GitLab CI, pre-commit hooks
- Per-project overrides — YAML rules in
.utf/rules/override global defaults
Quick Start
Setup Method Comparison
| # | Method | How Started | Registry Location | @utf Slash Cmds |
Best For |
|---|---|---|---|---|---|
| 1 | uvx (zero-install) | mcp.json + uvx |
<workspace>/.utf/utf.db |
❌ use natural language | Any developer with uv |
| 2 | Local Clone | install-vscode-mcp.ps1 |
<workspace>/.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 | <workspace>/.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 ${workspaceFolder}/.utf/utf.db — isolated per project and persistent across sessions.
Method 1 — uvx (Zero-Install, Recommended)
Requires uv. No cloning, no venv.
Add to %APPDATA%\Code\User\mcp.json (Windows) or ~/.config/Code/User/mcp.json (macOS/Linux):
{
"servers": {
"utf": {
"type": "stdio",
"command": "uvx",
"args": ["--from", "universal-test-framework", "utf-server", "--transport", "stdio"],
"cwd": "${workspaceFolder}",
"env": {
"UTF_PROJECT_DIR": "${workspaceFolder}"
}
}
}
}
Registry:
.utf/utf.dbinside${workspaceFolder}— isolated per project, persistent across sessions.
Reload VS Code after editingmcp.json.
Method 2 — Local Clone (VS Code + Copilot)
git clone https://github.com/phoenice-labs/Universal-Test-Framework
cd Universal-Test-Framework
# Register MCP server, install @utf extension, copy global prompts
.\scripts\install-vscode-mcp.ps1
# Optionally scaffold a specific project
.\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": "<python>",
"args": ["-m", "mcp_server.server", "--transport", "stdio"],
"cwd": "${workspaceFolder}",
"env": { "PYTHONPATH": "<UTF_install_dir>" }
}
}
Registry:
${workspaceFolder}/.utf/utf.db— isolated per project.
@utfslash commands are available after the VSIX extension is installed.
Method 3 — Docker (Team / Remote)
# Start the UTF server
cd Universal-Test-Framework
docker compose -f docker/docker-compose.yml up -d
# MCP server available at http://localhost:8765/sse
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 indocker-compose.yml:volumes: - /path/to/your/project/.utf:/app/.utfBecause Docker uses HTTP/SSE transport (no
${workspaceFolder}templating), passproject_direxplicitly in tool calls, or setUTF_PROJECT_DIRin the container environment.
Per-project Docker workflow:
# docker-compose.override.yml
services:
utf-server:
volumes:
- ./my-project/.utf:/app/.utf
environment:
UTF_PROJECT_DIR: /app
Method 4 — GitHub MCP Registry
Once published, UTF is discoverable via the MCP marketplace. Clients that support server.json install it automatically. The generated mcp.json entry is equivalent to Method 1 (uvx).
Registry isolation: The MCP registry schema does not support a
cwdfield at the registry level.
UTF resolves project isolation via (in priority order):
project_dirargument passed to each tool callUTF_PROJECT_DIRenvironment variablePath.cwd()fallback (server's working directory)For correct isolation, ensure the MCP client writes
"cwd": "${workspaceFolder}"and"UTF_PROJECT_DIR": "${workspaceFolder}"in the generated entry (UTF'smcp-gallery.jsondoes this).
Method 5 — pip + Python SDK
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:
<project_dir>/.utf/utf.dbwhenproject_diris passed; falls back toPath.cwd().
MCP Tools Reference
| 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 |
The 8-Section Test Contract
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.
Supported Matrix
| 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 |
The UTF 3-Phase E2E Workflow
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 │
│ ⑧ generate_report — now shows contract cards AND pass/fail status │
│ │
│ PHASE 3 — HEALTH (ongoing coverage quality) │
│ │
│ ⑨ feedback_status — gap analysis, drift alerts, trend over 30 days │
│ ⑩ Address gaps → add tests → back to Phase 1 │
└─────────────────────────────────────────────────────────────────────────┘
Why register before running? The UTF registry has two record types.
status=generatedrecords (created byregister_contracts) drive the Per-Test Contract Detail cards in the HTML report.status=executed/failedrecords (created byimport_test_results) drive the Execution Results table. Both must exist for a test to appear in both sections. Running pytest before registering means you get execution rows but no 8-section detail cards.
Per-Method 8-Section Comment Block (mandatory)
Every test METHOD must have its own inline comment block — not a class docstring:
def test_health_returns_200(self, live_backend):
# ─── TC-FIQ-HLT-001 ──────────────────────────────────────────────────────
# WHY_GENERATED: The /health endpoint is the primary liveness signal for
# load balancers and K8s probes. Non-200 = platform unavailable.
# REQUIREMENT_MAPPING: REQ-E2E-001
# HOW_IT_EXERCISES: GIVEN backend is running at http://localhost:8001
# WHEN GET /health is called THEN HTTP 200 is returned.
# COVERAGE_CONTRIBUTION: Line coverage of health route; ~15% of health module
# EXPECTED_OUTCOME: HTTP 200; elapsed < 500ms
# GAPS_MISSING: Does not test health under load; no auth header tested
# MEANINGFULNESS_CHECK: Meaningful — gateway test for all other tests
# ─────────────────────────────────────────────────────────────────────────
r = requests.get(f"{live_backend}/health", timeout=5)
assert r.status_code == 200
Test ID formats accepted: TC-HLT-001 (2-segment) or TC-FIQ-HLT-001 (3-segment project-prefixed).
Invoking UTF from AI CLIs
GitHub Copilot CLI
UTF tools are called via natural language — no special syntax required:
# Phase 1 — Generate and register
generate e2e tests for backend/app/api/routes/
register contracts for utf-tests/test_myapp_e2e.py
utf report
# Phase 2 — After running pytest
import junit xml utf-tests/reports/results.xml
utf report
# Phase 3 — Health check
utf status
what are my coverage gaps?
build a traceability matrix
Claude (claude.ai / Claude CLI / MCP client)
Claude supports MCP servers natively. With UTF added to your MCP config:
# Natural language triggers UTF MCP tools automatically
"Generate e2e tests for my FastAPI backend at backend/app/"
"Register contracts for utf-tests/test_myapp_e2e.py"
"Generate the UTF report"
"Show UTF status and gaps"
"Validate this test against the 8-section contract: [paste test]"
To add UTF to Claude's MCP config (~/.config/claude/mcp.json or equivalent):
{
"mcpServers": {
"utf": {
"command": "uvx",
"args": ["--from", "universal-test-framework", "utf-server", "--transport", "stdio"],
"env": { "UTF_PROJECT_DIR": "/path/to/your/project" }
}
}
}
Cursor
In Cursor, add UTF as an MCP server in .cursor/mcp.json (project-level) or ~/.cursor/mcp.json (global):
{
"mcpServers": {
"utf": {
"command": "uvx",
"args": ["--from", "universal-test-framework", "utf-server", "--transport", "stdio"],
"cwd": "${workspaceFolder}",
"env": { "UTF_PROJECT_DIR": "${workspaceFolder}" }
}
}
}
Then ask Cursor naturally:
Generate unit tests for src/auth.py using UTF
UTF report
Register contracts for tests/test_api.py
Any MCP-Compatible Client (Windsurf, Continue, etc.)
The MCP entry is identical regardless of client:
{
"utf": {
"type": "stdio",
"command": "uvx",
"args": ["--from", "universal-test-framework", "utf-server", "--transport", "stdio"],
"cwd": "${workspaceFolder}",
"env": { "UTF_PROJECT_DIR": "${workspaceFolder}" }
}
}
UTF uses natural language detection — the same prompts work across all MCP-compatible AI clients.
GitHub Copilot CLI Usage
UTF is invoked via natural language in the GitHub Copilot CLI — there are no special slash commands or @utf syntax at the CLI prompt. Simply describe what you want and the MCP tools are called automatically.
How to Invoke UTF from the CLI
# In the GitHub Copilot CLI terminal (gh copilot / copilot-cli)
generate unit tests for backend/app/routes/auth.py
generate e2e tests covering REQ-001 through REQ-024
register contracts for utf-tests/test_myapp_e2e.py
utf report
show utf status
validate this test against the 8-section contract
what are the coverage gaps?
suggest test types for my project
build a traceability matrix
Full Command Reference (Natural Language → MCP Tool)
| What you say | UTF MCP tool invoked | What happens |
|---|---|---|
generate unit tests for <file> |
generate_tests |
Scans source, infers requirements, produces 8-section test suite |
generate e2e tests |
generate_tests |
E2E suite with happy path + negatives + edge cases |
generate api tests |
generate_tests |
API contract tests with HTTP assertions |
generate security tests |
generate_tests |
Auth, injection, and boundary security tests |
register contracts for <test_file.py> |
register_contracts |
Parses test file, extracts per-method 8-section blocks, upserts generated rows |
validate this test |
validate_test_contract |
Scores test 0–1 against all 8 contract sections |
utf status / show utf status |
feedback_status |
Gap analysis, coverage health, trend report |
utf report / generate report |
generate_report |
HTML + JUnit + JSON contract compliance report |
import junit xml <path> |
import_test_results |
Register results from an existing pytest/Maven run |
coverage gaps |
analyze_coverage |
Identifies uncovered symbols and missing test paths |
traceability matrix |
build_traceability_matrix |
Requirements → tests coverage mapping |
suggest test types |
suggest_test_types |
Recommends test types from source or requirements |
query registry |
query_registry |
Lists registered tests for the current project |
run tests |
run_tests |
Executes test files and records results in registry |
run mutation tests |
run_mutation_tests |
Mutation score with killed/survived breakdown |
utf health |
health |
Server uptime, version, tool count |
Registry Persistence
The UTF SQLite registry persists per-project across all sessions:
your-project/
└── .utf/
├── utf.db ← SQLite registry (persists between sessions)
├── utf-config.yaml ← Optional project overrides
├── rules/ ← Optional YAML rule overrides
└── reports/
├── contract_YYYYMMDD_HHMMSS.html
├── contract_YYYYMMDD_HHMMSS.xml
└── contract_YYYYMMDD_HHMMSS.json
Once tests are generated (generate_tests), they are registered in .utf/utf.db. Subsequent calls to utf report, utf status, and query registry read from this persistent store — no re-generation required between sessions.
Providing Project Context
When the MCP server cannot infer your project root automatically, pass project_dir explicitly:
generate unit tests for src/auth.py in project C:/my-project
Or configure "cwd": "${workspaceFolder}" in your mcp.json (already set in the quickstart above) so the server always starts in the correct workspace.
VS Code Copilot Chat Integration
After running .\scripts\install-vscode-mcp.ps1 (Option 2) or adding the uvx MCP entry (Option 1):
Note: The
@utfprefix and/slash-commandsyntax only work if you have the UTF VS Code Chat Participant extension installed (included via Option 2). In GitHub Copilot CLI and standard VS Code Copilot Chat without the extension, use natural language — the MCP tools are invoked automatically. See GitHub Copilot CLI Usage above.
VS Code Chat Participant Slash Commands (extension required)
| Command | Effect |
|---|---|
@utf /generate-tests unit |
Unit tests for selected/active code |
@utf /generate-tests api |
API tests |
@utf /generate-tests integration |
Integration tests |
@utf /generate-tests e2e |
End-to-end tests |
@utf /generate-tests security |
Security / auth tests |
@utf /generate-tests performance |
Performance / load tests |
@utf /validate-contract |
Validate a test against the 8-section contract |
@utf /coverage-gaps |
Identify coverage gaps in the current suite |
@utf /traceability |
Build requirements → tests traceability matrix |
@utf /report |
Generate HTML contract compliance report |
@utf /status |
Server health and installation status |
Natural Language (no extension required)
In standard VS Code Copilot Chat or GitHub Copilot CLI, just ask:
generate unit tests for this file
show utf status
utf report
what are my coverage gaps?
validate this test against the contract
UTF reads the open file, detects language and framework, infers requirements from function signatures, generates happy-path + negative + edge-case tests — all validated against the 8-section contract.
Python SDK
Use UTF directly in scripts or CI pipelines without the MCP server:
from mcp_server.tools.generate_tests import generate_tests
from mcp_server.tools.validate_contract import validate_test_contract
# Generate tests — UTF infers language, framework, and requirements
result = generate_tests(
test_type="unit",
source_code=open("src/auth.py").read(),
requirements_text="US-101: Users must be authenticated before accessing dashboard",
)
print(result["suite_code"]) # Executable test file
print(result["traceability_matrix"]) # Requirements → tests mapping
print(result["gaps"]) # Identified coverage gaps
# Validate any existing test
validation = validate_test_contract(test_content=my_test_markdown)
print(f"Score: {validation['score']:.0%} Valid: {validation['is_valid']}")
CI/CD Integration
GitHub Actions
# .github/workflows/test-quality-gate.yml
name: UTF Contract Gate
on: [push, pull_request]
jobs:
contract-gate:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
with: { python-version: "3.11" }
- run: pip install universal-test-framework
- name: Validate test contract
run: |
python - <<'EOF'
from mcp_server.tools.validate_contract import validate_test_contract
import glob, sys, pathlib
failures = []
for f in glob.glob("tests/**/*.py", recursive=True):
content = pathlib.Path(f).read_text()
result = validate_test_contract(test_content=content)
if not result["is_valid"]:
failures.append(f"{f}: score {result['score']:.0%}")
if failures:
print("Contract failures:\n" + "\n".join(failures))
sys.exit(1)
print("All tests passed contract validation")
EOF
Per-Project Configuration
Create .utf/rules/project-overrides.yaml in your project root:
# Raise minimum score for safety-critical code
contract:
min_score: 0.90 # default: 0.85
hard_block_below: 0.75
# Match your Jira project key
traceability:
requirement_id_pattern: "^(PROJ-\\d+|AC-\\d+(\\.\\d+)?|NFR-\\d+)$"
# Tests generated per requirement per type
scenario_counts:
happy_path: 1
negative: 2
boundary: 1
edge_case: 1
# Coverage advisory thresholds (appear in report, do not block)
coverage:
line_target: 85
branch_target: 75
mutation_score_target: 70
Rules are deep-merged: project overrides layer on top of UTF's global defaults. The 8-section contract structure itself cannot be overridden.
Architecture
UTF MCP Server (stdio or HTTP/SSE)
│
├── mcp_server/server.py — FastMCP entrypoint, 13 registered tools
│
├── mcp_server/engine/ — Core processing
│ ├── language_detector.py — Detects language + framework from code/path
│ ├── rule_engine.py — Loads and merges YAML rules
│ ├── contract_validator.py — Enforces 8-section contract, scores tests
│ ├── template_renderer.py — Jinja2 test file generation
│ ├── context_resolver.py — Resolves project context for generation
│ └── framework_mapper.py — Maps language → framework → test runner
│
├── mcp_server/tools/ — One module per MCP tool
├── mcp_server/registry/ — SQLite per-project test registry
├── mcp_server/execution/ — pytest, Vitest, Maven, go-test adapters
├── mcp_server/mutation/ — mutmut, Stryker, PIT, Gremlins adapters
├── mcp_server/reporting/ — HTML, JUnit XML, JSON report generation
├── mcp_server/feedback/ — CI listener, trend analysis, gap reopener
│
├── rules/ — Global YAML rules (language, framework, type)
├── templates/ — Jinja2 test templates per language/framework
├── agent-customization/ — VS Code copilot-instructions + prompt palette
└── vscode-extension/ — @utf VS Code Chat Participant (VSIX)
Transport modes:
stdio— default, used by VS Code MCP client anduvxHTTP/SSE— for remote/team deployment (--transport http --port 8765)
SQLite registry resolves to .utf/utf.db relative to the caller's project root (the cwd in mcp.json, or the project_dir parameter passed to any tool). Each project has its own isolated registry — no shared state. The registry persists across all sessions until explicitly cleared.
Installation Options Summary
| Method | Command | cwd / Registry Isolation |
Requirements |
|---|---|---|---|
| uvx (zero-clone) | uvx --from universal-test-framework utf-server |
${workspaceFolder} in mcp.json |
uv |
| Local clone | .\scripts\install-vscode-mcp.ps1 |
${workspaceFolder} auto-written |
Git, Python 3.11+ |
| Docker | docker compose up -d |
Named volume; bind-mount for per-project | Docker |
| GitHub MCP Registry | Auto via MCP client | UTF_PROJECT_DIR env var |
uv (auto-installed) |
| pip + SDK | pip install universal-test-framework |
Pass project_dir to each call |
Python 3.11+ |
Registry Isolation Rules
All setups resolve the SQLite registry path using the same priority chain:
1. project_dir argument (explicit per-tool call)
2. UTF_PROJECT_DIR environment variable
3. Path.cwd() at server start (fallback — avoid for multi-project use)
The recommended approach for all setups: set both "cwd": "${workspaceFolder}" and
"env": { "UTF_PROJECT_DIR": "${workspaceFolder}" } in your mcp.json entry.
This ensures registry isolation works even if a tool call omits project_dir.
Security
- All MCP tool inputs are validated via Pydantic before processing
- No secrets, credentials, or PII are logged or stored
- The registry (
utf.db) is local to each project and never transmitted - Docker image runs as non-root user
- Rate limiting is enforced on the HTTP/SSE transport
License
MIT — see LICENSE
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