SIE, or Superlinked Inference Engine, is a self-hosted inference server that runs the language, embedding, retrieval, and other models used by AI agents through one API. It is for teams deploying agent workloads in their own cloud and managing many models in a shared production cluster.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/superlinked/sie/agents-mdgit clone --depth 1 https://github.com/superlinked/sieWrote 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/superlinked/sie/agents-md)<a href="https://agentmods.dev/instructions/superlinked/sie/agents-md"><img src="https://agentmods.dev/badge/instructions/superlinked/sie/agents-md.svg" alt="Measured on agentmods" 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 | $0.00646 | $0.00646 |
| Opus 5 | $0.00323 | $0.00323 |
| Sonnet 5 | $0.00129 | $0.00129 |
| Haiku 4.5 | $0.00065 | $0.00065 |
Grade A, and why
sie 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 today.
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 — 61 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — Public SIE contributor guide
Scope
This repository is the source of truth for the open-source SIE server, SDKs, gateway, sidecar, configuration service, MCP service, Helm chart, and public release automation. Keep changes self-contained: a clean clone must build and test without access to another repository, private registry, or secret.
Commands
- Use ordinary shell tools for read-only inspection.
- Run project tasks with
mise run <task>and pass task arguments after--. - Run version-managed executables that are not tasks with
mise exec --. - Bootstrap a clean checkout with
./tools/init.sh. - Run
mise tasksbefore assuming a task exists.
Every pull request runs the public lint, typecheck, unit, integration, and package/container checks; these are not selected by changed paths. Benchmark and quality-evaluation jobs are not part of this CI.
The main tasks are mise run lint, mise run typecheck, mise run test,
mise run test-integrations, mise run ts -- build, mise run ts -- lint,
mise run rust-check, mise run rust-test, and mise run helm -- lint.
Build the TypeScript workspace before checking dependent packages in isolation.
The standalone Candle worker uses
mise exec -- cargo <command> --manifest-path packages/sie_server_rust/Cargo.toml --locked.
Development boundaries
- Keep the root Python and pnpm locks authoritative; standalone Rust crates keep their checked-in locks.
- Use
sie_sdk.SIEClientfor SIE API examples. Use currentgatewayterminology; legacy wire names remain only where compatibility requires it. - Keep
__init__.pyfiles empty and imports at module scope except for optional dependencies. - Do not commit secrets, credentials, generated Helm dependencies, staged chart model/bundle files, build output, or package archives.
- Trust-boundary changes to ingress, authentication, identity handling, billing, or wire protocols require an adversarial security review.
- Use Conventional Commits.
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.
- today First seen · 61 lines · 646 tokens per session scan A 206854f7b5ac
sie AGENTS.md is an instructions file published in the GitHub repository superlinked/sie (3,209 stars, last pushed today), licensed Apache-2.0. It adds 646 tokens to every session, about $0.0032 per session on Opus 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 2026-09-05.
Other instructions, from other repositories
RE-call CLAUDE.md
Claude Code instructions for GiulioDER/RE-call, covering recall: working rules, one session, one workspace, open a session, close a session and close the mcp servers this session opened.
zer0dex AGENTS.md
AGENTS.md instructions for hermes-labs-ai/zer0dex, covering agents.md, use it for, do not use it for, minimal commands and output shape.
OpenNotebookLM AGENTS.md
AGENTS.md instructions for tom1030507/OpenNotebookLM, covering repository guidelines, project structure & module organization, build, test, and development commands, coding style & naming conventions and testing guidelines.
VLA-Handbook AGENTS.md
AGENTS.md instructions for sou350121/VLA-Handbook, covering agents.md, 目标, 仓库快速导航, moltbot 写入协议 and 写入权限矩阵.
VLA-Handbook CLAUDE.md
Claude Code instructions for sou350121/VLA-Handbook, covering claude.md — vla 研究系统 v3, 0. 身份：不是赌注管理者，是你的对手, 1. 核心引擎：三视角对抗思辩（adversarial triad）, 1.1 为什么是三个视角 and 1.2 三视角定义.
minimind-notes CLAUDE.md
Instructions for joyehuang/minimind-notes, covering claude.md, repository structure, modules/ - public teaching modules, docs/ - personal learning track and learning notes maintenance.