Borrowing it
Nothing to install: this file belongs to aywengo/kafka-schema-reg-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.
curl -O https://raw.githubusercontent.com/aywengo/kafka-schema-reg-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/aywengo/kafka-schema-reg-mcpWrote 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.
[](https://agentmods.dev/instructions/aywengo/kafka-schema-reg-mcp/agents-md)<a href="https://agentmods.dev/instructions/aywengo/kafka-schema-reg-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/aywengo/kafka-schema-reg-mcp/agents-md/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.
<a href="https://agentmods.dev/instructions/aywengo/kafka-schema-reg-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/aywengo/kafka-schema-reg-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.01576 | $0.01576 |
| Opus 5 | $0.00788 | $0.00788 |
| Sonnet 5 | $0.00315 | $0.00315 |
| Haiku 4.5 | $0.00158 | $0.00158 |
Grade A, and why
kafka-schema-reg-mcp AGENTS.md scanned grade A with 0 findings 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 10d 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 197 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Development Guidelines
Audience: LLM-driven engineering agents and human developers working on the Kafka Schema Registry MCP project.
Prerequisites
Before starting development, ensure you have:
- Python 3.10+ (project minimum: 3.10, CI uses 3.11)
- Docker Desktop (required for running tests)
- Required ports available: 38080-38082, 9092, 39093
- Development tools:
flake8,black,isort,mypy(optional)
Quick Setup
# Install dependencies
pip install -r requirements.txt
# Install dev dependencies (optional but recommended)
pip install flake8 black isort mypy
# Or install from pyproject.toml
pip install -e ".[dev]"
Repository Structure
The repository is organized into the following directories:
tests/: Contains comprehensive test suites and test runners. See tests/README.md.github/: Contains GitHub Actions workflow files for CI/CDscripts/: Contains lint checking and utility scripts. See scripts/README.mdconfig-examples/: Contains configuration examples for Claude Desktop and other MCP clientsdocs/: Contains comprehensive documentationhelm/: Contains Helm charts for Kubernetes deploymentkubernetes/: Contains Kubernetes deployment filespyproject.toml: Project configuration (Black, Ruff, isort, MyPy settings)TESTING_SETUP_GUIDE.md: Comprehensive testing setup guide
Pre-Commit Checklist
Before committing any changes, ALWAYS run linting checks to ensure code quality and consistency.
Quick Pre-Commit Check (Required)
For fastest feedback before committing:
./scripts/quick-lint-check.sh
What it does: Ultra-fast check (~2-3 seconds) for critical issues that will fail CI:
- Flake8 critical errors (E9, F63, F7, F82)
- Black formatting
- isort import sorting
If it fails: Use the comprehensive check below to fix issues.
Comprehensive Pre-Commit Check
For detailed checking and automatic fixes:
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.
- 10d ago First seen · 197 lines · 1,576 tokens per session scan A e9ede7f7c366
kafka-schema-reg-mcp AGENTS.md is an instructions file published in the GitHub repository aywengo/kafka-schema-reg-mcp (32 stars, last pushed 3d ago), licensed MIT. It adds 1,576 tokens to every session, about $0.0079 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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