What is EasySourceFlow AGENTS.md?

A set of repository instructions for EasySourceFlow, a Python service that summarizes content locally through HTTP, a web interface, and an MCP entry point. It documents the project layout, commands, coding conventions, and tests.

Use it when developing EasySourceFlow, running its tests or health checks, starting the local service, or deciding where core, extractor, MCP, documentation, and runtime files belong.

It gives contributors the project-specific information needed to work consistently. This reduces uncertainty about where code belongs and how to build, test, run, and maintain the service.

How john-ops-lab/EasySourceFlow configures Codex and OpenCode

Reuse

Borrowing it

Nothing to install: this file belongs to john-ops-lab/EasySourceFlow. 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/john-ops-lab/EasySourceFlow/main/AGENTS.md

Clone the repo

git clone --depth 1 https://github.com/john-ops-lab/EasySourceFlow

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/john-ops-lab/easysourceflow/agents-md/github.svg)](https://agentmods.dev/instructions/john-ops-lab/easysourceflow/agents-md)

Your own site

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

Per session 827 This file is loaded in full into every session.

When invoked 827 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	$0.00827	$0.00827
Opus 5.5	$0.00331	$0.00331
Sonnet 5.5	$0.00165	$0.00165
Haiku 4.5	$0.00083	$0.00083

Measured 2mo ago against content hash cdf45f34f41a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

EasySourceFlow 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 · 58 lines

How it starts

The opening of the file, as written. The whole thing — 58 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository Guidelines

Project Structure & Module Organization

EasySourceFlow is a Python 3.10+ local content summarization service with HTTP, Web UI, and MCP entry points.

src/easysourceflow_core/: core daemon, HTTP API, Web UI, extractors, digest generation, SQLite store, output writing, backup, cleanup, and maintenance logic.
src/easysourceflow_core/extractors/: source-specific extraction for web pages, WeChat articles, and video platforms.
src/easysourceflow_mcp/: stdio MCP adapter used by agents.
tests/: unittest coverage for core behavior, HTTP API, and MCP formatting.
docs/: requirements, architecture, operations, deployment, test plan, security notes, and ADRs.
scripts/easysourceflow: local service, launchd, backup, cleanup, and regression helper commands.
var/ and backup/: local runtime artifacts; avoid committing generated logs or sensitive outputs.

Build, Test, and Development Commands

cp .env.example .env
PYTHONPATH=src python3 -m compileall -q src tests
PYTHONPATH=src python3 -m unittest discover -s tests -v
scripts/easysourceflow start
scripts/easysourceflow open
scripts/easysourceflow health
scripts/easysourceflow regression
scripts/easysourceflow install-launchd

Use compileall for syntax checks, unittest for the main test suite, start/open for local Web UI testing, health for dependency checks, and regression for smoke validation.

Coding Style & Naming Conventions

Use 4-space indentation and standard Python naming: snake_case for functions and modules, PascalCase for classes, and uppercase constants. Keep changes surgical and match nearby style. Prefer structured helpers over ad hoc string parsing when handling JSON, URLs, Markdown, or paths. Do not log API keys, cookies, full .env contents, or sensitive source text.

Testing Guidelines

Tests use Python unittest. Add focused tests near related coverage in tests/test_core.py or tests/test_http_and_mcp.py. Test names should describe behavior, for example test_list_outputs_hides_resource_timeline. Run the full suite before handing off changes:

Read the full file on GitHub · 58 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 · 58 lines · 827 tokens per session scan A cdf45f34f41a

Subscribe to this mod's changes

EasySourceFlow AGENTS.md is an instructions file published in the GitHub repository john-ops-lab/EasySourceFlow (2 stars, last pushed 3mo ago), licensed MIT. It adds 827 tokens to every session, about $0.0033 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.

EasySourceFlow AGENTS.md next to 6 instructions from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
EasySourceFlow AGENTS.mdjohn-ops-lab/EasySourceFlow	Instructions file	2	3mo ago	MIT	A	827	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

EasySourceFlow: Instructions file for Codex