Astron Agent is an agentic workflow platform for building AI applications with workflow orchestration, model management, tool integration, RPA automation, and team collaboration. Organizations use it to create and operate scalable agent applications that connect AI systems with business processes. The catalogue contains instructions for working with Astron Agent.
Borrowing it
Nothing to install: this file belongs to iflytek/astron-agent. 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/iflytek/astron-agent/main/AGENTS.mdgit clone --depth 1 https://github.com/iflytek/astron-agentWrote 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/iflytek/astron-agent/agents-md)<a href="https://agentmods.dev/instructions/iflytek/astron-agent/agents-md"><img src="https://agentmods.dev/badge/instructions/iflytek/astron-agent/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.
<a href="https://agentmods.dev/instructions/iflytek/astron-agent/agents-md"><img src="https://agentmods.dev/badge/instructions/iflytek/astron-agent/agents-md.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 | $0.01093 | $0.01093 |
| Opus 5.5 | $0.00437 | $0.00437 |
| Sonnet 5.5 | $0.00219 | $0.00219 |
| Haiku 4.5 | $0.00109 | $0.00109 |
Grade A, and why
astron-agent 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 28d 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.
Copies of this mod
1 near-identical copy found in the catalogue:
- astron-agent CLAUDE.md — 95% identical, 7 lines differ
How it starts
The opening of the file, as written. The whole thing — 86 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Project Overview
Astron Agent is an enterprise-grade Agentic Workflow development platform. It includes the console frontend and backend, multiple core microservices, a plugin system, and deployment and infrastructure configuration. The repository uses a multi-language, multi-module structure. The primary languages are TypeScript, Java, Python, and Go.
Repository Structure
Console
console/frontend- React 18 + TypeScript + Vite frontend application
- Responsible for the console UI, agent creation, chat interface, workflow visualization, model management, plugin marketplace, and related features
console/backend- Java Spring Boot backend
- Responsible for console REST APIs, SSE, authentication, management capabilities, and business aggregation
- Main submodules:
hubtoolkitcommons
Core Microservices
core/agent- Python FastAPI service
- Responsible for the agent execution engine, Chat/CoT/CoT Process Agent, plugin invocation, and session context handling
core/workflow- Python FastAPI service
- Responsible for workflow orchestration, execution, debugging, versioning, and event handling
core/knowledge- Python FastAPI service
- Responsible for the knowledge base, document processing, vectorization, retrieval, and RAG integration
core/memory- Python module
- Responsible for conversation history, short-term and long-term memory, and session persistence
core/tenant- Go service
- Responsible for multi-tenancy, space isolation, organization management, and resource quota management
core/plugin- Plugin capability directory
- Includes plugin services such as
aitools,rpa, andlink
core/common- Python shared capability module
- Responsible for abstractions around authentication, logging, observability, databases, cache, message queues, object storage, and other infrastructure concerns
Other Directories
docs- Project documentation, deployment, configuration, and module descriptions
- For architectural understanding, refer first to
docs/zh/PROJECT_MODULES.md
docker- Docker Compose and related infrastructure configuration
helm- Helm Charts and Kubernetes deployment configuration
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.
- 28d ago Changed · -14 lines · -698 tokens per session 2a483b2f3aae
- 2mo ago First seen · 100 lines · 1,791 tokens per session scan A 19e532ca1aa3
astron-agent AGENTS.md is an instructions file published in the GitHub repository iflytek/astron-agent (8,918 stars, last pushed yesterday), licensed Apache-2.0. It adds 1,093 tokens to every session, about $0.0044 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.
astron-agent AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| astron-agent AGENTS.mdiflytek/astron-agent | Instructions file | 8.9k | yesterday | Apache-2.0 | A | 1,093 | 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 | today | 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 |