Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/skanga/dbchat/agents-mdgit clone --depth 1 https://github.com/skanga/DBchatWhat 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 | $0.00676 | $0.00676 |
| Opus 5 | $0.00338 | $0.00338 |
| Sonnet 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 2d 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.
- 2d 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 (97 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 676 tokens to every session, about $0.0034 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.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
next.js AGENTS.md
Instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.