Borrowing it
Nothing to install: this file belongs to skanga/DBchat. 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/skanga/DBchat/main/AGENTS.mdgit clone --depth 1 https://github.com/skanga/DBchatWrote 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/skanga/dbchat/agents-md)<a href="https://agentmods.dev/instructions/skanga/dbchat/agents-md"><img src="https://agentmods.dev/badge/instructions/skanga/dbchat/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/skanga/dbchat/agents-md"><img src="https://agentmods.dev/badge/instructions/skanga/dbchat/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 | $0.00676 | $0.00676 |
| Opus 5.5 | $0.00270 | $0.00270 |
| Sonnet 5.5 | $0.00135 | $0.00135 |
| Haiku 4.5 | $0.00068 | $0.00068 |
Grade A, and why
DBchat 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 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.
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 — 65 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
Project Structure & Module Organization
DBChat is a Maven-based Java 17 project. Key locations:
src/main/java/com/skanga/mcp: MCP server, HTTP handler, config, DB services, prompts, workflows, insights.src/main/java/com/skanga/demoandsrc/main/java/com/skanga/init: demo data and client config helpers.src/main/resources: runtime resources (optional config).src/test/java/com/skanga: JUnit 5 tests, integration tests, and performance tests.build.sh,release.sh,RELEASE.bat: build/release helpers.test-mcp-protocol.py,test-mcp-server.py: protocol smoke tests.target/: Maven build output (generated).
Build, Test, and Development Commands
Common workflows use Maven profiles for DB driver variants:
mvn clean package # default drivers
mvn clean package -P standard-databases
./build.sh standard --skip-tests # scripted build variants
Run locally with a config file or env vars:
java -jar target/dbchat-4.0.0.jar --config_file=dbchat.conf
Architecture Overview
DBChat is an MCP server that runs in stdio or HTTP mode. McpServer and McpHttpHandler accept JSON-RPC, route calls to services, and return typed responses. Core services include:
dbpackage for JDBC access and resource discovery.prompts,workflow, andinsightsfor structured prompts, multi-step workflows, and captured analysis.configfor CLI/env/config parsing and resource management.
Coding Style & Naming Conventions
- Java 17, 4-space indentation, keep packages under
com.skanga. - Classes use
PascalCase, methods/fields usecamelCase. - Tests end in
*Test.java, integration tests use*IntegrationTest.java. - Follow the Google Java Style guidance referenced in
INSTALL.md.
Testing Guidelines
Frameworks: JUnit 5, Mockito, AssertJ, Testcontainers, and JaCoCo coverage.
mvn test
mvn test -Dtest=McpServerTest
mvn verify -P standard-databases
Maintain the existing high coverage (documentation cites ~90% lines) and add tests for new behavior or bug 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.
- 2mo ago First seen · 65 lines · 676 tokens per session scan A ea8275be6396
DBchat AGENTS.md is an instructions file published in the GitHub repository skanga/DBchat (96 stars, last pushed 7mo ago), licensed Apache-2.0. It adds 676 tokens to every session, about $0.0027 per session on Opus 5.5. 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.
DBchat AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| DBchat AGENTS.mdskanga/DBchat | Instructions file | 96 | 7mo ago | Apache-2.0 | A | 676 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |