AgentScope is a framework for building and running language-model agents, including systems with tools, multiple agents, multimodal input, and communication channels. Developers use it to create, test, debug, and deploy agent applications. The catalogue instruction supports working with AgentScope.
Borrowing it
Nothing to install: this file belongs to agentscope-ai/agentscope. 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/agentscope-ai/agentscope/main/.github/copilot-instructions.mdgit clone --depth 1 https://github.com/agentscope-ai/agentscopeWrote 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/agentscope-ai/agentscope/copilot-instructions)<a href="https://agentmods.dev/instructions/agentscope-ai/agentscope/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/agentscope-ai/agentscope/copilot-instructions/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/agentscope-ai/agentscope/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/agentscope-ai/agentscope/copilot-instructions.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 | $0.00741 | $0.00741 |
| Opus 5.5 | $0.00296 | $0.00296 |
| Sonnet 5.5 | $0.00148 | $0.00148 |
| Haiku 4.5 | $0.00074 | $0.00074 |
Grade A, and why
agentscope 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 1mo 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 — 97 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AgentScope Code Review Guide
You should conduct a strict code review. Each requirement is labeled with priority:
- [MUST] must be satisfied or PR will be rejected
- [SHOULD] strongly recommended
- [MAY] optional suggestion
1. Code Quality
[MUST] Lazy Loading
- Third-party library dependencies should be imported at the point of use, avoid centralized imports at file top
- The
Third-party libraryrefers to libraries not included in thedependenciesvariable inpyproject.toml.
- The
- For base class imports, use factory pattern:
def get_xxx_cls() -> "MyClass":
from xxx import BaseClass
class MyClass(BaseClass): ...
return MyClass
[SHOULD] Code Conciseness
After understanding the code intent, check if it can be optimized:
- Avoid unnecessary temporary variables
- Merge duplicate code blocks
- Prioritize reusing existing utility functions
[MUST] Encapsulation Standards
- All Python files under
src/agentscopeshould be named with_prefix, and exposure controlled through__init__.py - Classes and functions used internally by the framework that don't need to be exposed to users must be named with
_prefix
2. [MUST] Code Security
- Prohibit hardcoding API keys/tokens/passwords
- Use environment variables or configuration files for management
- Check for debug information and temporary credentials
- Check for injection attack risks (SQL/command/code injection, etc.)
3. [MUST] Testing & Dependencies
- New features must include unit tests
- New dependencies need to be added to the corresponding section in
pyproject.toml - Dependencies for non-core scenarios should not be added to the minimal dependency list
- Test assertions MUST compare the entire data structure rather than asserting individual fields, so reviewers can quickly understand the test intent. For random or non-deterministic fields, use
AnyStringandAnyValuefromtests/utils.pyfor matching
4. Code Standards
[MUST] Comment Standards
- Use English
- All classes/methods must have complete docstrings, strictly following the template:
def func(a: str, b: int | None = None) -> str:
"""{description}
Args:
a (`str`):
The argument a
b (`int | None`, optional):
The argument b
Returns:
`str`:
The return str
"""
- Use reStructuredText syntax for special content:
class MyClass:
"""xxx
`Example link <https://xxx>`_
.. note:: Example note
.. tip:: Example tip
.. important:: Example important info
.. code-block:: python
def hello_world():
print("Hello world!")
"""
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.
- 1mo ago First seen · 97 lines · 741 tokens per session scan A 85ea67ad5802
agentscope copilot-instructions.md is an instructions file published in the GitHub repository agentscope-ai/agentscope (34,228 stars, last pushed yesterday), licensed Apache-2.0. It adds 741 tokens to every session, about $0.0030 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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Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.