OpenLoomi is an open-source desktop AI coworker that connects work tools, gathers context, and highlights decisions or actions needing attention. It is for people managing work across multiple apps, and its catalogue add-ons extend the resident desktop for agent frameworks such as Claude Code, Codex, OpenCode, Hermes, and OpenClaw.
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.
git clone --depth 1 https://github.com/melandlabs/openloomiWrote 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/commands/melandlabs/openloomi/agents)<a href="https://agentmods.dev/commands/melandlabs/openloomi/agents"><img src="https://agentmods.dev/badge/commands/melandlabs/openloomi/agents/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/commands/melandlabs/openloomi/agents"><img src="https://agentmods.dev/badge/commands/melandlabs/openloomi/agents.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 | $0.00000 | $0.00096 |
| Opus 5.5 | $0.00000 | $0.00038 |
| Sonnet 5.5 | $0.00000 | $0.00019 |
| Haiku 4.5 | $0.00000 | $0.00010 |
Grade A, and why
AGENTS 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 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.
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.
What it actually says
AGENTS.md
CLI subcommands live here.
- Keep argument parsing, config normalization, scaffolding, setup, validation, and friendly error reporting at this boundary.
- Preserve argparse contracts, exit behavior, and user-facing error text unless a behavior change is approved.
- Keep templates aligned with
src/interface.pyandsrc/registry.py. - Do not move benchmark execution logic into commands; delegate to
runtime/,runs/, tasks, and systems.
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 · 9 lines · 0 tokens per session scan A bccf9f0ea417
AGENTS is a command published in the GitHub repository melandlabs/openloomi (1,040 stars, last pushed 1mo ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 96 tokens. 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.
AGENTS compared with commands from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| AGENTSmelandlabs/openloomi | Command | 1.0k | 1mo ago | Apache-2.0 | A | 0 | Claude Code |
| awesome-chatgpttaishi-i/awesome-ChatGPT-repositories | Command | 3.4k | yesterday | CC0-1.0 | A | 0 | Claude Code |
| AGENTSlanggenius/dify | Command | 160k | yesterday | none | A | 0 | Claude Code |
| rem_helpopenonion/connectonion | Command | 1.5k | yesterday | Apache-2.0 | B | 0 | Claude Code |
| commitechoVic/blade-code | Command | 181 | 24d ago | MIT | A | 8 | Claude Code |
| speckit.archiveopsmill/infrahub-mcp | Command | 10 | yesterday | Apache-2.0 | A | 15 | Claude Code |
| propsmill/infrahub-mcp | Command | 10 | yesterday | Apache-2.0 | A | 18 | Claude Code |