Borrowing it
Nothing to install: this file belongs to tensorlakeai/tensorlake-skills. 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/tensorlakeai/tensorlake-skills/main/AGENTS.mdgit clone --depth 1 https://github.com/tensorlakeai/tensorlake-skillsWrote 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/tensorlakeai/tensorlake-skills/agents-md)<a href="https://agentmods.dev/instructions/tensorlakeai/tensorlake-skills/agents-md"><img src="https://agentmods.dev/badge/instructions/tensorlakeai/tensorlake-skills/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/tensorlakeai/tensorlake-skills/agents-md"><img src="https://agentmods.dev/badge/instructions/tensorlakeai/tensorlake-skills/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 | $0.00851 | $0.00851 |
| Opus 5.5 | $0.00340 | $0.00340 |
| Sonnet 5.5 | $0.00170 | $0.00170 |
| Haiku 4.5 | $0.00085 | $0.00085 |
Grade C, and why
tensorlake-skills AGENTS.md scanned grade C with 2 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.
Downloads and executes remote codehighSupply chain
curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.
**CLI:** `curl -fsSL https://tensorlake.ai/install | sh` Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
**CLI:** `curl -fsSL https://tensorlake.ai/install | sh` How it starts
The opening of the file, as written. The whole thing — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Tensorlake SDK
Tensorlake SDK — sandboxes, Cloud Volumes, and Git repos for AI agents. Use when the user mentions tensorlake or sandboxes, or asks about Tensorlake APIs/docs/capabilities. Also use when building an application, coding agent, or agentic system that needs a sandbox to run code — e.g., executing LLM-generated or untrusted code, suspend/resume, snapshots for forking parallel workers, pre-warmed sandbox pools, custom or OCI images, exposed ports, egress allowlists, PTY shells, process logs, computer-use / desktop automation, browser automation (Chrome CDP, Playwright), tunnels for non-HTTP protocols, async parallel sandboxes, Harbor evals or RL rollouts, SSH access, remote-dev, or agent integrations (Claude managed agents, OpenCode, Crabbox, Devin Outposts). Also covers versioned Cloud Volumes and managed Git repositories mounted into sandboxes, sandbox-native durable orchestration, and public application endpoints. When this skill applies, ALWAYS WebFetch https://docs.tensorlake.ai/llms.txt first.
What can you do with Tensorlake SDK
Tensorlake provides three APIs:
- Sandbox — stateful execution environments for AI agents and isolated tool calls, with suspend/resume, snapshots, copy, and pre-warmed pools for persistence between tasks.
- Orchestration — sandbox-native durable workflow orchestration for AI agents.
- Storage — versioned Cloud Volumes (
tl fs) and managed Git repositories (tl git) that mount into a sandbox as an ordinary directory and outlive it.
Available in Python, TypeScript, and CLI. Use standalone or as infrastructure alongside any LLM provider, agent framework, database, or API.
Before you start
Verify setup:
- SDK installed? If not, install by:
Python:
pip install tensorlakeTypeScript:npm install tensorlakeCLI:curl -fsSL https://tensorlake.ai/install | sh - API key set?
For using CLI only, run
tl login. For using SDKs, get a key at cloud.tensorlake.ai andexport TENSORLAKE_API_KEY=your-api-key-here.
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 · 44 lines · 851 tokens per session scan C ead8b1ce992b
tensorlake-skills AGENTS.md is an instructions file published in the GitHub repository tensorlakeai/tensorlake-skills (172 stars, last pushed 28d ago), licensed MIT. It adds 851 tokens to every session, about $0.0034 per session on Opus 5.5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
tensorlake-skills AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| tensorlake-skills AGENTS.mdtensorlakeai/tensorlake-skills | Instructions file | 172 | 28d ago | MIT | C | 851 | 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 |