Skip to main content
AllMCPs
BrowseBestCategoriesStackCompareToolsGuidesBlog
Log in Submit MCP

Stay in the loop

Get new MCP servers and top picks in your inbox.

AllMCPs

The open directory for discovering and installing Model Context Protocol servers.

AllMCPs on GitHub (opens in a new tab)
Launched onTiny Startupstinystartups.com
Explore
  • Browse servers
  • Best MCP servers
  • Categories
  • MCP clients
  • Agent prompts
  • Stack Builder
  • Compare servers
  • Random discovery New
  • Submit a server
  • Pricing & Boost Boost
Learn
  • Guides hub
  • What is MCP?
  • Install guide
  • Build an MCP server
  • Deploy an MCP server
  • Security guide
  • Troubleshooting
  • MCP for SEO & AEO
  • Protocol versioning
  • Blog & updates
Tools
  • All developer tools
  • Config generator
  • Config validator
  • Config auditor
  • MCP playground
  • Token calculator
  • OpenAPI β†’ MCP
  • Badge generator
For agents
  • REST API docs
  • Trust & traffic Live
  • Remote MCP server SSE β†— (opens in a new tab)
  • llms.txt β†— (opens in a new tab)
  • Catalog JSON β†— (opens in a new tab)
Company
  • About
  • Advertise Sponsor
  • Contact
  • GitHub β†— (opens in a new tab)
  • Terms
  • Privacy
AllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZoneAllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZone
Β© 2026 Jackalope Digital LLC. All rights reserved.
  1. Home
  2. πŸ’» Developer Tools
  3. Universal Test Framework
U
Health: ActiveRecent health check succeeded.Last checked 9/8/2026, 1:16:10 AM

Universal Test Framework

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View Repository

Polyglot MCP test generation with 8-section contract enforcement across Python, TS, Java, Go, C++.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "universal-test-framework": {
      "command": "uvx",
      "args": [
        "--from"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Tool Schemas (13) Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Capabilities & Tool Schemas (13) ~225 tokensApproximate context cost of this server’s tool schemas (~4 chars/token), before any tool is called. Actual usage depends on your client and model.Self-reported Self-reportedParsed from the repository README, not verified against a live server β€” may be incomplete or out of date.

Inspect callable tools, capabilities, and parameters exposed to AI agents by Universal Test Framework.

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 β†’ tests traceability matrix

suggest_test_types

Recommend test types with rationale from source code

detect_language_framework

Auto-detect programming language and test framework

Documentation Overview

Universal Test Framework (UTF)

Contract-driven test enforcement and reporting for LLM-generated code β€” 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 β€” it gives every test your AI writes a mandatory quality gate, a structured audit trail, and a comprehensive compliance report.

PyPI version Python License: MIT


Why UTF? (Not Another Test Generator)

AI tools β€” GitHub Copilot, Claude, Cursor, Gemini β€” generate tests fast. The problem: fast β‰  trustworthy.

Without UTFWith UTF
Tests exist but nobody knows whyEvery test is linked to a requirement
"Covers everything" β€” nobody can prove itTraceability matrix maps REQ β†’ test
CI passes; real behavior untestedGap analysis flags what is NOT covered
LLM wrote a test that asserts TrueMeaningfulness check rejects trivial assertions
No history of what was testedPersistent registry survives session restarts
Report shows pass/fail counts only8-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 β€” not competing:

Markdown instructionsUTF
Describe how to write testsEnforce a contract on every test produced
Rely on LLM to follow instructionsBlock tests that fail the contract at generation time
No verification after generationScore each test 0–1 against 8 measurable criteria
No persistent state between sessionsSQLite registry persists all tests and results
No compliance reportHTML 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 β€” generate, validate, register, analyze, trace, execute, mutate, report, and query tests
  • 6 languages β€” Python, TypeScript, JavaScript, Java, Go, C++
  • 7 test types β€” unit, integration, API, E2E, contract, performance, security
  • 8-section contract β€” every test must pass all 8 sections or it is blocked (minimum score: 0.85)
  • 3-segment test IDs β€” TC-{PRJ}-{MODULE}-{NNN} and classic TC-{MODULE}-{NNN} both accepted
  • Five install modes β€” uvx (zero-clone), local clone, Docker, GitHub MCP Registry, pip SDK
  • VS Code @utf β€” chat participant with slash commands
  • CI/CD ready β€” GitHub Actions, GitLab CI, pre-commit hooks
  • Per-project overrides β€” YAML rules in .utf/rules/ override global defaults

Quick Start

Setup Method Comparison

#MethodHow StartedRegistry Location@utf Slash CmdsBest For
1uvx (zero-install)mcp.json + uvx<workspace>/.utf/utf.db❌ use natural languageAny developer with uv
2Local Cloneinstall-vscode-mcp.ps1<workspace>/.utf/utf.dbβœ… with extensionContributing / customizing UTF
3Docker / HTTPdocker compose upNamed volume or bind mount❌ use natural languageTeam / remote / CI
4GitHub MCP RegistryAuto via client<workspace>/.utf/utf.db❌ use natural languageDiscoverable via MCP marketplace
5pip + SDKPython importCaller controls cwdN/ACI scripts / programmatic

All methods (1, 2, 4) using stdio transport write the registry to ${workspaceFolder}/.utf/utf.db β€” isolated per project and persistent across sessions.


Method 1 β€” 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):

config.json
{
  "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.db inside ${workspaceFolder} β€” isolated per project, persistent across sessions.
Reload VS Code after editing mcp.json.


Method 2 β€” Local Clone (VS Code + Copilot)

powershell
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 β†’ open Copilot Chat β†’ ask naturally: generate e2e tests for my backend.

The install script writes this entry to mcp.json:

config.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 β€” isolated per project.
@utf slash commands are available after the VSIX extension is installed.


Method 3 β€” Docker (Team / Remote)

bash
# 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:

config.json
{
  "servers": {
    "utf-remote": {
      "type": "sse",
      "url": "http://localhost:8765/sse"
    }
  }
}

Registry: persisted in a named Docker volume (utf_registry β†’ /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), pass project_dir explicitly in tool calls, or set UTF_PROJECT_DIR in the container environment.

Per-project Docker workflow:

yaml
# docker-compose.override.yml
services:
  utf-server:
    volumes:
      - ./my-project/.utf:/app/.utf
    environment:
      UTF_PROJECT_DIR: /app

Method 4 β€” 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 cwd field at the registry level.
UTF resolves project isolation via (in priority order):

  1. project_dir argument passed to each tool call
  2. UTF_PROJECT_DIR environment 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's mcp-gallery.json does this).


Method 5 β€” pip + Python SDK

Terminal
pip install universal-test-framework
server.ts
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.db when project_dir is passed; falls back to Path.cwd().


MCP Tools Reference

ToolDescription
generate_testsGenerate a complete test suite satisfying the 8-section contract
validate_test_contractValidate any test (generated or hand-written) against the contract
analyze_coverageIdentify coverage gaps in an existing test suite
build_traceability_matrixBuild a requirements β†’ tests traceability matrix
suggest_test_typesRecommend test types with rationale from source code
detect_language_frameworkAuto-detect programming language and test framework
import_test_resultsImport JUnit XML from any test run into the UTF registry
query_registryQuery the persistent per-project test registry
run_testsExecute test files and return structured CI results
run_mutation_testsRun mutation testing and return mutation score
feedback_statusGet gap analysis, coverage health, and trend report
generate_reportGenerate HTML / JUnit / JSON contract compliance report
healthServer 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 β€” returned in blocked_tests, never silently included.

Read the full README β†’View source on GitHub β†’

Related MCP Servers

View all in Developer Tools View all alternatives
  • Generect MCP logoGenerect MCP

    B2B lead generation and company search through Generect Live API for sales prospecting.

    πŸ’» Developer Tools1 views
    Compare vs Generect MCP β†’
  • PraisonAI logoPraisonAI

    AI Agents Framework with Self Reflection and MCP support

    πŸ’» Developer Tools1 views
    Compare vs PraisonAI β†’
  • Labelhead Artist Momentum logoLabelhead Artist Momentum

    Trending hip-hop artist momentum scores across four cultural dimensions.

    πŸ’» Developer Tools0 views
    Compare vs Labelhead Artist Momentum β†’
  • Bruno MCP logoBruno MCP

    A MCP server for interacting with Bruno API Client.

    πŸ’» Developer Tools0 views
    Compare vs Bruno MCP β†’

Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks β€” not a rating.

Last commit
4mo ago
Most recent push to the default branch.
Tools exposed
13
Callable tools this server registers over MCP.

Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about Universal Test Framework

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "universal-test-framework": { "command": "npx", "args": ["-y", "universal-test-framework"] } }

AllMCPs Directory Badge

Full Badge Customizer

Showcase your server listing on GitHub or your project documentation. Embed this dynamic SVG badge to highlight official listing status and live engagement.

Badge Style:
Live Dynamic SVG PreviewUniversal Test Framework AllMCPs Directory Badge
Markdown (GitHub README)
[![AllMCPs](https://allmcps.com/api/badge/universal-test-framework?style=directory)](https://allmcps.com/mcp/universal-test-framework)
HTML Embed
<a href="https://allmcps.com/mcp/universal-test-framework"><img src="https://allmcps.com/api/badge/universal-test-framework?style=directory" alt="Universal Test Framework on AllMCPs" /></a>

Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimePython
Last updatedApr 14, 2026
Views0
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars0
GitHub Star CountTotal stargazers on GitHub representing community popularity (0 stars).
Last commit4mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Apr 14, 2026
48Quality signal: Fair Β· 48/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools25/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

β˜… Spotlight Slot

Feature Your MCP Server

Get maximum visibility for your server across our directory, search results, and detail pages.

Spotlight Your Server

Own this project?

This directory is pre-filled from public sources. Claim via GitHub README, site badge, or DNS TXT to unlock edit access and the Official badge and attach your website β€” proof is checked automatically, then reviewed by our team.

Free dofollow backlink: add your website and place the AllMCPs badge on it β€” no claim needed. We detect it automatically and keep it verified as long as the badge stays live.

Claim & get free dofollow

Share & Embed

Add our SVG badge (dark/light directory styles) or embeddable widget to your site.

Explore more

More in πŸ’» Developer Tools β†’Best MCP servers for Developers β†’Alternatives to Universal Test Framework β†’Install in Claude DesktopInstall in CursorInstall in VS Code