Borrowing it
Nothing to install: this file belongs to rezaho/MARSYS. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/rezaho/MARSYS/main/.github/instructions/Framework_Development_Guide.instructions.mdgit clone --depth 1 https://github.com/rezaho/MARSYSWrote 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.
[](https://agentmods.dev/instructions/rezaho/marsys/framework_development_guide)<a href="https://agentmods.dev/instructions/rezaho/marsys/framework_development_guide"><img src="https://agentmods.dev/badge/instructions/rezaho/marsys/framework_development_guide/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.
<a href="https://agentmods.dev/instructions/rezaho/marsys/framework_development_guide"><img src="https://agentmods.dev/badge/instructions/rezaho/marsys/framework_development_guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.02483 | $0.02483 |
| Opus 5.5 | $0.00993 | $0.00993 |
| Sonnet 5.5 | $0.00497 | $0.00497 |
| Haiku 4.5 | $0.00248 | $0.00248 |
Grade A, and why
MARSYS Framework_Development_Guide.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.
How it starts
The opening of the file, as written. The whole thing — 251 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Multi-Agent Reasoning Systems (MARSYS) – Framework Development Guide (AI Instruction Set)
This file provides domain knowledge, coding standards, and project preferences that every AI agent / Copilot must always follow when editing this repository.
0. Golden Principle
Do not break invariants (message format, registry, memory order, JSON contracts, async rules).
1. Layered Architecture (mental model)
Application ─┐
Agents ─┤ (BaseAgent → Agent/BrowseAgent/LearnableAgent/…)
Model Abstr. ─┤ (BaseLLM | BaseVLM | BaseAPIModel)
Infra ─┘ (Registry, Memory, Utils, Monitoring)
• NEVER leak implementation details across layers.
• Agents interact with models only through model.run(...).
2. Core Classes & Responsibilities
| Class / Module | Purpose | Key Methods |
|---|---|---|
BaseAgent |
Abstract foundation for all agents | _run(), auto_run(), invoke_agent(), progress logging, tool schema generation |
Agent |
Standard agent implementation | _run(), auto_run(), OpenAI JSON mode responses, tool/peer invocation |
BrowserAgent |
Web automation specialist | Playwright integration, page navigation, element interaction |
BaseLearnableAgent |
Learning-enabled agent base | Reward tracking, experience replay, RL integration |
LearnableAgent |
Concrete learnable agent | Policy updates, learning from interactions |
MemoryManager |
Central memory coordinator | update_memory(), retrieve_*(), to_llm_format(), update_from_response() |
Message |
OpenAI-compatible message | .to_llm_dict(), .from_response_dict(), role validation |
ModelConfig |
Model configuration (Pydantic) | Provider setup, parameter validation, environment integration |
BaseAPIModel |
HTTP-based model wrapper | API calls, retry logic, rate limiting, streaming |
BaseLLM |
Local transformer models | GPU acceleration, tokenization, generation |
BaseVLM |
Vision-language models | Image preprocessing, multimodal input handling |
AgentRegistry |
Global agent lifecycle manager | Registration, weak references, thread-safe operations |
RequestContext |
Async context propagation | Depth tracking, interaction counting, progress monitoring |
BaseCrew |
Multi-agent orchestration | Task distribution, result aggregation, resource cleanup |
GRPOTrainer |
Reinforcement learning trainer | Policy optimization, TRL integration, reward processing |
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 · 251 lines · 2,483 tokens per session scan A 230b1468650d
MARSYS Framework_Development_Guide.instructions.md is an instructions file published in the GitHub repository rezaho/MARSYS (25 stars, last pushed 14d ago), licensed Apache-2.0. It adds 2,483 tokens to every session, about $0.0099 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.
MARSYS Framework_Development_Guide.instructions.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| MARSYS Framework_Development_Guide.instructions.mdrezaho/MARSYS | Instructions file | 25 | 14d ago | Apache-2.0 | A | 2,483 | GitHub Copilot |
| agentforge-py copilot-instructions.mdScaffoldic/agentforge-py | Instructions file | 10 | 1mo ago | Apache-2.0 | A | 101 | GitHub Copilot |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
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| 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 |