Ziran MCP Server
by taoq-aiZIRAN finds the vulnerabilities in AI agents that come from tools combining, not from any single prompt. Graph-based tool chain discovery, execution-level side-effect detection, multi-phase campaigns.
Ziran is an open-source mcp server by taoq-ai, written mainly in Python, with 12 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 29, 2026. The latest PyPI release is ziran 0.42.0, published Oct 4, 2026, with 142 downloads last week.
Scan summary: scanned Nov 5, 2026 at commit 32281c7. Seen able to read environment and secrets, connect to the internet. Scan policy
What Ziran can touch
- Our checks did not find this. The tool may still do it.Run shell commandsNot seen in this scan
- Our checks did not find this. The tool may still do it.Run dynamic codeNot seen in this scan
- Our checks did not find this. The tool may still do it.Read or write filesNot seen in this scan
- Seen in this scan, either in the code or while it ran.Read environment and secretsFound in the code by our scan
- Our checks did not find this. The tool may still do it.Control a web browserNot seen in this scan
- Our checks did not find this. The tool may still do it.Connect to databasesNot seen in this scan
- Our checks did not find this. The tool may still do it.Read or send messagesNot seen in this scan
- Our checks did not find this. The tool may still do it.Touch money or tradingNot seen in this scan
- Seen in this scan, either in the code or while it ran.Connect to the internetFound in the code by our scan
"Not seen" means our checks did not find it, and the tool may still do it. Covers commit 32281c7, Nov 5, 2026. See the scan policy.
Before you install Ziran
AgenticMart scanned Ziran on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.
What it can access
- An MCP server is a program your AI app starts and talks to. A local one runs with your user's permissions: it can see the files, environment variables and network your account can.
- Based on its description and topics, it likely needs to run shell commands.
Before you install
- Keep tool-call approval on, and run it in a container if you can.
- Pin the version you reviewed instead of always installing the latest release.
- Read the tool list or scripts before the first run, and keep approval prompts on for actions that write, send or delete.
- Maintained by taoq-ai on GitHub, 12 stars and 3 forks. Popularity is not proof of safety.
- Last code change: Oct 29, 2026.
- Open-source license: Apache-2.0.
Ziran is an open-source mcp server by taoq-ai, written mainly in Python. ZIRAN finds the vulnerabilities in AI agents that come from tools combining, not from any single prompt. Graph-based tool chain discovery, execution-level side-effect detection, multi-phase campaigns.
At a glance
- Stars
- 12
- Forks
- 3
- Language
- Python
- License
- Apache-2.0
- Created
- Feb 2026
- Last update
- Oct 29, 2026
- Type
- MCP Server
- Price
- Free
Topics
Questions about Ziran
What is Ziran?
ZIRAN finds the vulnerabilities in AI agents that come from tools combining, not from any single prompt. Graph-based tool chain discovery, execution-level side-effect detection, multi-phase campaigns.
Who maintains Ziran?
Ziran is maintained by taoq-ai on GitHub (taoq-ai/ziran). AgenticMart lists it from public repository data.
Is Ziran safe to use?
AgenticMart scanned Ziran on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.
What license does Ziran use?
It is published under the Apache-2.0 license.
Ziran alternatives
View more →Similar mcp servers in Security & Testing, ranked by GitHub stars. Compare licence, recent activity and scan status before you choose.
| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| Ziran (this page) taoq-ai | 12 | Apache-2.0 | Oct 29, 2026 | Scanned, no flagged issues |
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