eo-processor-mcp: Instructions file for GitHub Copilot

.github/copilot-instructions.md

eo-processor-mcp copilot-instructions.md is an instructions file for GitHub Copilot from BnJam/eo-processor-mcp. It costs 3,082 tokens per session, scanned B, a copy of stac-mcp copilot-instructions.md, Apache-2.0.

Repository instructions for developing a Python MCP server that searches STAC catalogs, which are indexes of time-and-place tagged data such as satellite images and weather datasets.

In plain words
What is it for?
Installing development dependencies, running tests, formatting and linting code, and running the STAC MCP server.
Why use it?
They give developers the repository's setup, testing, formatting, and linting rules, including checks to repeat after code changes.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file. Also seen: mentions AGENTS.md.

This is BnJam/eo-processor-mcp's own configuration. It tells GitHub Copilot how to work on eo-processor-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything eo-processor-mcp configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python scripts/version.py current.

Reuse

Borrowing it

Nothing to install: this file belongs to BnJam/eo-processor-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.

Copy the file
curl -O https://raw.githubusercontent.com/BnJam/eo-processor-mcp/main/.github/copilot-instructions.md
Clone the repo
git clone --depth 1 https://github.com/BnJam/eo-processor-mcp

Made for: GitHub Copilot.

Wrote 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.

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Per session 3,082 This file is loaded in full into every session.
When invoked 3,082 The same file — it is already loaded in full.
Security scan B 2 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.03082 $0.03082
Opus 5.5 $0.01233 $0.01233
Sonnet 5.5 $0.00616 $0.00616
Haiku 4.5 $0.00308 $0.00308

Measured 2mo ago against content hash c31038b83a5e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade B, and why

eo-processor-mcp copilot-instructions.md scanned grade B 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 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.

Sends data to an external URLmediumData exfiltration

A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.

resp = requests.post( "https://example.com/stac/search",

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

resp = requests.post(
Origin

This is a copy

100% identical to stac-mcp copilot-instructions.md — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.github/copilot-instructions.md · 302 lines

How it starts

The opening of the file, as written. The whole thing — 302 lines — stays where its author put it; the contents beside it link to each section on GitHub.

STAC MCP Server Development Guide

STAC MCP Server is a Python-based Model Context Protocol (MCP) server that provides access to STAC (SpatioTemporal Asset Catalog) APIs for geospatial data discovery and access. It enables AI assistants to search for satellite imagery, weather data, and other geospatial datasets.

Always reference these instructions first and fallback to search or bash commands only when you encounter unexpected information that does not match the info here.

Working Effectively

Bootstrap, Build, and Test Repository

Run these commands in order to set up a working development environment:

# Install dependencies (takes ~15 seconds, NEVER CANCEL, set timeout to 120+ seconds)
# May fail due to network timeouts in sandbox environments
pip install -e ".[dev]"

# Run tests (takes ~1 second, NEVER CANCEL, set timeout to 30+ seconds)
pytest

# Run formatting and linting (takes ~0.2 seconds total)
ruff format stac_mcp/ tests/
ruff check stac_mcp/ tests/ --fix
  • After ANY code edit (even small), re-run ruff format and ruff check --fix locally before committing to keep diffs clean and surface issues early.

Run the MCP Server

# Run as MCP server (stdin/stdout transport, waits for MCP protocol messages)
stac-mcp

# Test server functionality with example script (takes ~1 second)
python examples/example_usage.py

Key Timing Expectations

  • NEVER CANCEL: Set timeout to 120+ seconds for pip install (may timeout due to network issues)
  • NEVER CANCEL: Set timeout to 30+ seconds for pytest (runs in ~1 second)
  • Ruff formatting: ~0.2 seconds
  • Ruff linting: ~0.02 seconds
  • Example script: ~0.6 seconds
  • MCP server timeout test: 5 seconds (expected timeout with exit code 124)

Validation

Always Run These Validation Steps After Making Changes

MUST run these commands and ensure they pass before every git commit and git push.

  1. Format Code:
    uv run ruff format stac_mcp/ tests/
    
  2. Lint and Auto-Fix:
    uv run ruff check stac_mcp/ tests/ --fix --no-cache
    
  3. Run Tests:
    uv run pytest -q
    
  4. Verify Test Coverage:
    uv run coverage run -m pytest -v
    uv run coverage report --fail-under=85
    

Read the full file on GitHub · 302 lines

Changes

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.

  1. 2mo ago First seen · 302 lines · 3,082 tokens per session scan B c31038b83a5e

Subscribe to this mod's changes

eo-processor-mcp copilot-instructions.md is an instructions file published in the GitHub repository BnJam/eo-processor-mcp (0 stars, last pushed 3mo ago), licensed Apache-2.0. It adds 3,082 tokens to every session, about $0.0123 per session on Opus 5.5. A static security scan graded it B with 2 findings (sends data to an external url, makes network calls). It is 100% identical to stac-mcp copilot-instructions.md, differing in 0 lines, and is treated as a copy.

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