us-census-bureau-data-api-mcp: Instructions file for GitHub Copilot

.github/copilot-instructions.md

us-census-bureau-data-api-mcp copilot-instructions.md is an instructions file for GitHub Copilot from uscensusbureau/us-census-bureau-data-api-mcp. It costs 2,107 tokens per session, scanned A, original, CC0-1.0.

Project-specific instructions for a service that connects AI assistants to official US Census Bureau statistics through the Census API.

In plain words
What is it for?
Use them when developing, testing, linting, or running the TypeScript Census data service and its Docker-based environment.
Why use it?
They explain the project’s technology, local setup, database services, and validation commands so development work follows the repository’s conventions.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

This is uscensusbureau/us-census-bureau-data-api-mcp's own configuration. It tells GitHub Copilot how to work on us-census-bureau-data-api-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 us-census-bureau-data-api-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to uscensusbureau/us-census-bureau-data-api-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/uscensusbureau/us-census-bureau-data-api-mcp/main/.github/copilot-instructions.md
Clone the repo
git clone --depth 1 https://github.com/uscensusbureau/us-census-bureau-data-api-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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README.md
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Your own site
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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.

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Per session 2,107 This file is loaded in full into every session.
When invoked 2,107 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found 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 $0.02107 $0.02107
Opus 5.5 $0.00843 $0.00843
Sonnet 5.5 $0.00421 $0.00421
Haiku 4.5 $0.00211 $0.00211

Measured 2mo ago against content hash 8b248f9c4a02, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

us-census-bureau-data-api-mcp copilot-instructions.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.

.github/copilot-instructions.md · 204 lines

How it starts

The opening of the file, as written. The whole thing — 204 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Technology Stack:

  • Language: TypeScript (Node.js runtime)
  • API: U.S. Census Bureau API
  • Database: PostgreSQL (for caching dataset metadata)
  • Validation: Zod schemas
  • Testing: Vitest
  • Build: TypeScript compiler (tsc)
  • Package Manager: npm
  • Containerization: Docker & Docker Compose

Repository Size: Medium-sized TypeScript project with:

  • MCP server application (mcp-server/)
  • Database ETL service (mcp-db/)
  • Multi-profile Docker Compose setup (dev/test/prod)
  • Comprehensive test suite with unit and integration tests

Project Purpose: To enable use of official Census Bureau statistics with AI assistants, leveraging the Model Context Protocol to provide token-optimized data that reduces hallucinations.

Local Development Setup:

The project uses Docker Compose with multiple profiles (dev, test, prod).

Start Development Environment:

docker compose --profile dev up

This starts:

  • PostgreSQL database on port 5433
  • Runs migrations automatically
  • Leaves the dev container running for interactive commands

Run Tests in Development:

docker compose --profile dev exec census-mcp-db-dev-init npm run test

Run Linter in Development:

docker compose --profile dev exec census-mcp-db-dev-init npm run lint

Run Tests (Standalone):

docker compose --profile test up census-mcp-db-test-init

Starts test database and runs the test suite, then exits.

Production Deployment:

docker compose --profile prod up

Starts production services with MCP server on standard PostgreSQL port 5432.

Validation: All validation (build, lint, tests) is handled by CI/GitHub Actions on pull requests.

Important Notes:

  • The project is containerized - all services run in Docker
  • Development uses port 5433, test uses 5434, prod uses 5432
  • Database migrations run automatically on container startup
  • The MCP server runs as a containerized service, not standalone
  • Focus on writing correct code - let CI handle validation
  • If modifying database schema, migrations will auto-run on next startup

Read the full file on GitHub · 204 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 · 204 lines · 2,107 tokens per session scan A 8b248f9c4a02

Subscribe to this mod's changes

us-census-bureau-data-api-mcp copilot-instructions.md is an instructions file published in the GitHub repository uscensusbureau/us-census-bureau-data-api-mcp (106 stars, last pushed 7mo ago), licensed CC0-1.0. It adds 2,107 tokens to every session, about $0.0084 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.

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