go-calque: Instructions file for Codex

AGENTS.md

go-calque AGENTS.md is an instructions file for Codex, OpenCode from calque-ai/go-calque. It costs 876 tokens per session, scanned A, original, MPL-2.0.

A set of development instructions for Go-Calque, a Go framework for processing AI data through chains of streaming middleware. Middleware is code that receives data, processes it, and passes it to the next step.

In plain words
What is it for?
Use it when developing Go-Calque middleware, running its tests and examples, checking race conditions, formatting code, or performing quality and vulnerability checks.
Why use it?
It collects the setup, build, test, formatting, linting, benchmark, and security-scan commands needed to validate changes across the framework.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions AGENTS.md.

This is calque-ai/go-calque's own configuration. It tells Codex and OpenCode how to work on go-calque 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 go-calque configures →

Reuse

Borrowing it

Nothing to install: this file belongs to calque-ai/go-calque. 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/calque-ai/go-calque/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/calque-ai/go-calque

Made for: Codex, OpenCode.

Wrote this? Show the measurements

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README.md
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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 876 This file is loaded in full into every session.
When invoked 876 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 $0.00876 $0.00876
Opus 5.5 $0.00350 $0.00350
Sonnet 5.5 $0.00175 $0.00175
Haiku 4.5 $0.00088 $0.00088

Measured 2mo ago against content hash 7c8e9ad0f338, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

go-calque 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 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.

AGENTS.md · 106 lines

How it starts

The opening of the file, as written. The whole thing — 106 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md

Go-Calque is a streaming multi-agent AI framework implementing HTTP middleware patterns for AI data processing. The core pattern chains middleware through io.Pipe connections where each middleware runs in its own goroutine.

Setup commands

Development Environment

go mod download                      # Download dependencies
go build -v ./...                   # Build all packages
go build -v -o /dev/null ./...      # Build without output (validation)

Running Tests

go test -v ./...                                          # Unit tests
go test -v -race -coverprofile=coverage.out -covermode=atomic ./...  # With coverage
go test -bench=. -benchmem ./...                         # Benchmarks
examples/run_integration_tests.sh                        # Integration tests

Code Quality

go vet ./...                        # Vet analysis
golangci-lint run                   # Linter (uses .golangci.yml config)
gofmt -s -w .                      # Format code
govulncheck ./...                  # Security scan

Complete Development Workflow

scripts/local.sh                   # Run build, lint, test, benchmarks

Project structure

Core Framework:

  • pkg/calque/flow.go - Main orchestration engine using streaming pipelines
  • pkg/convert/ - Transform structured data at flow boundaries (JSON, YAML, JSONSchema, Protobuf)
  • pkg/calque/ - HTTP-like request/response abstraction for middleware

Middleware Packages:

  • pkg/middleware/ai/ - AI client implementations (OpenAI, Ollama, Gemini)
  • pkg/middleware/ctrl/ - Flow control (chain, batch, fallback, ratelimit)
  • pkg/middleware/memory/ - Memory management (conversation, context, store)
  • pkg/middleware/tools/ - Tool integration (registry, execute, detect)
  • pkg/middleware/text/ - Text processing and transformations
  • pkg/middleware/inspect/ - Data flow inspection with multiple adapter support
  • pkg/middleware/multiagent/ - Multi-agent routing and consensus
  • pkg/middleware/mcp/ - Model Context Protocol implementation
  • pkg/middleware/remote/grpc - Remote gRPC Transport implementation

Read the full file on GitHub · 106 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 · 106 lines · 876 tokens per session scan A 7c8e9ad0f338

Subscribe to this mod's changes

go-calque AGENTS.md is an instructions file published in the GitHub repository calque-ai/go-calque (9 stars, last pushed 1mo ago), licensed MPL-2.0. It adds 876 tokens to every session, about $0.0035 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 2026-08-31.

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