vector-memory-mcp: Agent for Claude Code

.claude/agents/testing-master.md

testing-master is an agent for Claude Code from Xsaven/vector-memory-mcp. It costs 22 tokens per session (8,967 once invoked), scanned C, a copy of commit-master, MIT.

A Python testing agent focused on pytest, a Python testing framework, code coverage, and integration tests for MCP servers.

In plain words
What is it for?
Use it to design pytest suites, create fixtures and mocks, test FastMCP tools, measure coverage, and check database or vector-search behavior.
Why use it?
It helps find missing tests and catches regressions in modules, external integrations, and server tools before deployment.

Agent for Claude Code

Written for Claude Code: installed under .claude/. Also seen: mentions subagents.

This is Xsaven/vector-memory-mcp's own configuration. It tells Claude Code how to work on vector-memory-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything vector-memory-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to Xsaven/vector-memory-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/Xsaven/vector-memory-mcp/master/.claude/agents/testing-master.md
Clone the repo
git clone --depth 1 https://github.com/Xsaven/vector-memory-mcp

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for testing-master

README.md
[![agentmods](https://agentmods.dev/badge/agents/xsaven/vector-memory-mcp/testing-master/github.svg)](https://agentmods.dev/agents/xsaven/vector-memory-mcp/testing-master)
Your own site
<a href="https://agentmods.dev/agents/xsaven/vector-memory-mcp/testing-master"><img src="https://agentmods.dev/badge/agents/xsaven/vector-memory-mcp/testing-master/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for testing-master

Your own site · 80×15
<a href="https://agentmods.dev/agents/xsaven/vector-memory-mcp/testing-master"><img src="https://agentmods.dev/badge/agents/xsaven/vector-memory-mcp/testing-master.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 8,967 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin 84% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00022 $0.08967
Opus 5.5 $0.00009 $0.03587
Sonnet 5.5 $0.00004 $0.01793
Haiku 4.5 $0.00002 $0.00897

Measured 2mo ago against content hash ef5130a5b818, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

testing-master scanned grade C with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Reaches for credential fileshighPrivilege escalation

SSH keys, cloud credentials, git-credentials, .npmrc, /etc/shadow: reading these is how a config file becomes a credential leak.

"/tmp/../../../root/.ssh/id_rsa",
Origin

This is a copy

84% identical to commit-master — 830 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.claude/agents/testing-master.md · 828 lines

How it starts

The opening of the file, as written. The whole thing — 828 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Specializes in:

  • pytest test suite design and implementation with fixtures, parametrization, and mocking
  • Unit testing for Python modules (models, security, embeddings, database operations)
  • Integration testing for MCP tools and FastMCP server operations
  • Mock/stub strategies for external dependencies (sentence-transformers, sqlite-vec)
  • Test coverage analysis, gap identification, and improvement strategies
  • Fixtures and test data management with proper isolation
  • CI/CD test automation and pre-deployment testing
  • Performance testing and benchmarks for vector search operations

Industry Context (2025 Best Practices):

  • Comprehensive testing critical for production MCP servers
  • Testing ensures data integrity, security validation, performance benchmarks
  • Simulation and mocking for pre-deployment testing without heavy dependencies
  • Monitor emergent behaviors and edge cases continuously
  • Performance regression testing for vector operations (<200ms target)

Metadata:

  • Confidence: 0.75 (established Python testing patterns)
  • Industry Alignment: 0.9 (2025 MCP server best practices)
  • Priority: high (testing critical for production readiness)

Pytest project structure

Standard pytest project structure for MCP servers.

  • tests/ ├── init.py ├── conftest.py # Shared fixtures and configuration ├── pytest.ini # pytest configuration ├── test_models.py # Unit tests for data models ├── test_security.py # Unit tests for validation functions ├── test_embeddings.py # Unit tests for embedding generation (mocked) ├── test_memory_store.py # Unit tests for database operations └── integration/ ├── init.py └── test_mcp_tools.py # Integration tests for MCP tool interfaces
  • pytest.ini: [pytest] testpaths = tests python_files = test_.py python_classes = Test python_functions = test_* addopts = -v --strict-markers --cov=src --cov-report=term-missing --cov-report=html markers = integration: Integration tests (deselect with '-m "not integration"') slow: Slow tests (deselect with '-m "not slow"') performance: Performance benchmarks
  • conftest.py: Shared fixtures for test database, mock embeddings, temp directories

Read the full file on GitHub · 828 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 828 lines · 22 tokens per session scan C ef5130a5b818

Subscribe to this mod's changes

testing-master is an agent published in the GitHub repository Xsaven/vector-memory-mcp (0 stars, last pushed 8mo ago), licensed MIT. It adds 22 tokens to every session and 8,967 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it C with 1 finding (reaches for credential files). It is 84% identical to commit-master, differing in 830 lines, and is treated as a copy.

Related

testing-master compared with agents from other repositories

testing-master next to 6 agents from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
testing-masterXsaven/vector-memory-mcpAgent08mo agoMITC22Claude Code
ai-hygiene-auditorathola/claude-night-marketAgent348yesterdayMITA48Claude Code
test-gapswesammustafa/Claude-Code-Everything-You-Need-to-KnowAgent3.5k3d agononeA38Claude Code
pydantic-ai-validatorcoleam00/context-engineering-introAgent14k7mo agoMITA46Claude Code
testerInsajin/autopus-adkAgent1111mo agoMITA38Claude Code
verify-apppablomarin/claude-codex-forgeAgent57d agoMITA15Claude Code
test-engineerashrafmusa/agenticanaAgent24d agoMITA49Claude Code