Borrowing it
Nothing to install: this file belongs to adpena/teadata-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/adpena/teadata-mcp/main/GEMINI.mdgit clone --depth 1 https://github.com/adpena/teadata-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/adpena/teadata-mcp/gemini-md)<a href="https://agentmods.dev/instructions/adpena/teadata-mcp/gemini-md"><img src="https://agentmods.dev/badge/instructions/adpena/teadata-mcp/gemini-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/adpena/teadata-mcp/gemini-md"><img src="https://agentmods.dev/badge/instructions/adpena/teadata-mcp/gemini-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 | $0.00943 | $0.00943 |
| Opus 5.5 | $0.00377 | $0.00377 |
| Sonnet 5.5 | $0.00189 | $0.00189 |
| Haiku 4.5 | $0.00094 | $0.00094 |
Grade C, and why
teadata-mcp GEMINI.md scanned grade C with 2 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 1mo 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.
Downloads and executes remote codehighSupply chain
curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.
* `uv` package manager (`curl -LsSf https://astral.sh/uv/install.sh | sh`) Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
* `uv` package manager (`curl -LsSf https://astral.sh/uv/install.sh | sh`) How it starts
The opening of the file, as written. The whole thing — 93 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Project Context: teadata-mcp
Overview
teadata-mcp is a Model Context Protocol (MCP) server that provides access to Texas Education Agency (TEA) data. It is designed primarily as a backend for ChatGPT applications, featuring a React-based frontend that integrates with OpenAI's apps-sdk-ui.
The application exposes a rich dataset of Texas school districts, campuses, and performance metrics through an SSE (Server-Sent Events) endpoint, allowing AI models to query and visualize this data.
Technology Stack
Backend
- Language: Python 3.11+
- Framework: Starlette (ASGI),
sse-starlettefor SSE. - Protocol: Model Context Protocol (MCP) via
modelcontextprotocolpackage. - Dependency Management:
uv - Key Library:
teadata(Git dependency) for data access.
Frontend
- Framework: React 18
- Build Tool: Vite
- Styling: Tailwind CSS,
shadcn/uicomponents (Radix UI + Tailwind). - Integration:
@openai/apps-sdk-uifor ChatGPT native look and feel. - Language: TypeScript
Directory Structure
src/teadata_mcp/: Python source code.sse_server.py: Main ASGI application entry point. Handles SSE (/sse) and serves static files.server.py: MCP server initialization and logic.router.py: Tool definitions and request routing.logic.py: Core business logic and data processing.config.py: Configuration settings.
frontend/: React frontend source code.src/: Components and views (App.tsx,CampusView.tsx, etc.).vite.config.ts: Configured to output builds to../static_dist.
static_dist/: (Generated) Compiled frontend assets served by the Python backend.tests/: Pytest suite.Dockerfile: Multi-stage build for production deployment.run_dev.sh: Helper script for local development.
Development Workflow
Prerequisites
- Python 3.11 or higher
- Node.js 20+ (for frontend)
uvpackage manager (curl -LsSf https://astral.sh/uv/install.sh | sh)
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.
- 1mo ago First seen · 93 lines · 943 tokens per session scan C 22289234b366
teadata-mcp GEMINI.md is an instructions file published in the GitHub repository adpena/teadata-mcp (1 stars, last pushed 7mo ago), licensed Apache-2.0. It adds 943 tokens to every session, about $0.0038 per session on Opus 5.5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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