What is turing_AgentMemory_MCP AGENTS.md?

Repository instructions for the Turing AgentMemory MCP project, including its code layout, development commands, style rules, and testing requirements. MCP is a standard way for an AI agent to call tools provided by another program.

Use them when changing the Python server, storage and retrieval modules, tests, scripts, documentation, frontend, or container configuration.

They provide the project-specific rules needed to edit the code consistently and validate changes before delivery.

How chetto1983/turing_AgentMemory_MCP configures Codex and OpenCode

Reuse

Borrowing it

Nothing to install: this file belongs to chetto1983/turing_AgentMemory_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/chetto1983/turing_AgentMemory_MCP/master/AGENTS.md

Clone the repo

git clone --depth 1 https://github.com/chetto1983/turing_AgentMemory_MCP

Made for: Codex, OpenCode.

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.

README.md

[![agentmods](https://agentmods.dev/badge/instructions/chetto1983/turing_agentmemory_mcp/agents-md/github.svg)](https://agentmods.dev/instructions/chetto1983/turing_agentmemory_mcp/agents-md)

Your own site

<a href="https://agentmods.dev/instructions/chetto1983/turing_agentmemory_mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/chetto1983/turing_agentmemory_mcp/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.

Your own site · 80×15

<a href="https://agentmods.dev/instructions/chetto1983/turing_agentmemory_mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/chetto1983/turing_agentmemory_mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 687 This file is loaded in full into every session.

When invoked 687 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.

Model	Per session	Once invoked
Fable 5.1	$0.00687	$0.00687
Opus 5.5	$0.00275	$0.00275
Sonnet 5.5	$0.00137	$0.00137
Haiku 4.5	$0.00069	$0.00069

Measured 2mo ago against content hash 7daf76c6b876, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

turing_AgentMemory_MCP 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 · 60 lines

How it starts

The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository Guidelines

Read CLAUDE.md and CONTRIBUTING.md before editing; they define the architecture, security invariants, and validation gates.

Project Structure & Module Organization

Python code lives in src/turing_agentmemory_mcp/. Keep the FastMCP boundary in server.py; separate persistence and retrieval in the existing store_*.py modules. Tests belong in tests/. Scripts and benchmarks live in scripts/, public guidance in docs/, and container files in the root and docker/. Lab web assets are under src/turing_agentmemory_mcp/frontend/.

Build, Test, and Development Commands

python -m venv .venv and .venv\Scripts\python -m pip install -e ".[dev]" create the supported Windows development environment.
python -m pytest tests/test_hybrid_search.py -q runs a focused test file; make test runs the suite.
python -m ruff format --check src tests scripts checks formatting, while make lint checks Ruff rules.
docker compose config --quiet validates Compose; make e2e runs the deterministic end-to-end score gate.
turing-agentmemory-mcp serve --transport stdio starts the local MCP server.

Coding Style & Naming Conventions

Target Python 3.11 or newer. Use four-space indentation, snake_case for functions and modules, and PascalCase for classes. Ruff selects E, F, I, B, and UP, with a 100-character target (E501 is ignored). Keep tracked Python files below 600 lines. Prefer focused helpers over duplication. Comment only when a constraint or workaround is not obvious from the code.

Testing Guidelines

Use pytest and name files test_<behavior>.py and tests test_<outcome>. Add or adjust tests with behavior changes. Run the narrowest test first, then the full gate: python -m pytest -p no:cacheprovider -q, Ruff format/check, and Compose validation. CI enforces at least 78% coverage and treats skipped integration or gpu tests as failures when those tiers are collected.

Commit & Pull Request Guidelines

Read the full file on GitHub · 60 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.

2mo ago First seen · 60 lines · 687 tokens per session scan A 7daf76c6b876

Subscribe to this mod's changes

turing_AgentMemory_MCP AGENTS.md is an instructions file published in the GitHub repository chetto1983/turing_AgentMemory_MCP (0 stars, last pushed 2mo ago), licensed MIT. It adds 687 tokens to every session, about $0.0027 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 2026-09-01.

turing_AgentMemory_MCP AGENTS.md next to 6 instructions from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
turing_AgentMemory_MCP AGENTS.mdchetto1983/turing_AgentMemory_MCP	Instructions file	0	2mo ago	MIT	A	687	Codex, OpenCode
vscode buildNext.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	9,719	GitHub Copilot
next.js AGENTS.mdvercel/next.js	Instructions file	143k	yesterday	MIT	A	7,461	Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchain	Instructions file	149k	yesterday	MIT	A	4,680	Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	5,516	GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	3,093	GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness	Instructions file	274k	2d ago	MIT	A	4,313	Codex, OpenCode

turing_AgentMemory_MCP: Instructions file for Codex