Borrowing it
Nothing to install: this file belongs to Jarvis-27/mcp-db-agent. 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/Jarvis-27/mcp-db-agent/master/AGENTS.mdgit clone --depth 1 https://github.com/Jarvis-27/mcp-db-agentWrote 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/jarvis-27/mcp-db-agent/agents-md)<a href="https://agentmods.dev/instructions/jarvis-27/mcp-db-agent/agents-md"><img src="https://agentmods.dev/badge/instructions/jarvis-27/mcp-db-agent/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/jarvis-27/mcp-db-agent/agents-md"><img src="https://agentmods.dev/badge/instructions/jarvis-27/mcp-db-agent/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 | $0.02252 | $0.02252 |
| Opus 5.5 | $0.00901 | $0.00901 |
| Sonnet 5.5 | $0.00450 | $0.00450 |
| Haiku 4.5 | $0.00225 | $0.00225 |
Grade A, and why
mcp-db-agent AGENTS.md scanned grade A 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -X POST http://localhost:8000/api/v1/users/register \ How it starts
The opening of the file, as written. The whole thing — 188 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
This file provides guidance to Codex (Codex.ai/code) when working with code in this repository.
What This Project Is
An MCP (Model Context Protocol) server that exposes PostgreSQL databases as natural-language queryable endpoints. Any MCP client (Codex Desktop, Cursor, VS Code Copilot) can connect and ask questions in plain English. The server introspects the schema, generates SQL via an LLM, validates it for safety, executes it, and returns structured JSON — with a self-correction retry loop if execution fails.
Two deployment modes:
- Stdio / single-user (
uv run src/server.py): local dev, Codex Desktop, VS Code Copilot. - Hosted / multi-tenant (
uvicorn src.app:app): multiple users register their own database, receive an API key, and connect to a shared HTTP endpoint.
Commands
Package manager: uv only — do not use pip or Poetry.
# Install all dependencies (including dev)
uv sync
# Run all unit tests (no LLM calls, no DB required)
uv run pytest -m "not integration"
# Run a single test file
uv run pytest tests/test_sql_validator.py
# Run a single test by name
uv run pytest tests/test_sql_executor.py::test_execute_aggregation_count
# Run integration tests (needs API keys in .env and a seeded demo.db)
uv run pytest -m integration
# Lint and format
uv run ruff check .
uv run ruff format .
# Type check
uv run mypy src --ignore-missing-imports
# Run the MCP server (stdio transport for Codex Desktop)
uv run src/server.py
# Run hosted HTTP server (multi-tenant)
uv run uvicorn src.app:app --reload
# Debug with MCP Inspector (requires Node.js)
npx @modelcontextprotocol/inspector uv run src/server.py
# Seed the local demo database
uv run scripts/seed_demo_db.py
# Database migrations (Alembic)
uv run alembic upgrade head # apply all pending migrations
uv run alembic check # verify schema is at head
uv run alembic downgrade -1 # roll back one migration
Architecture
Stdio mode (single-user, local)
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 · 188 lines · 2,252 tokens per session scan A 8370887ef959
mcp-db-agent AGENTS.md is an instructions file published in the GitHub repository Jarvis-27/mcp-db-agent (0 stars, last pushed 4mo ago), licensed MIT. It adds 2,252 tokens to every session, about $0.0090 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
mcp-db-agent AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| mcp-db-agent AGENTS.mdJarvis-27/mcp-db-agent | Instructions file | 0 | 4mo ago | MIT | A | 2,252 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,649 | GitHub Copilot |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |