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.
npx skills add melandlabs/openloomi --skill composiogit 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/skills/melandlabs/openloomi/composio)<a href="https://agentmods.dev/skills/melandlabs/openloomi/composio"><img src="https://agentmods.dev/badge/skills/melandlabs/openloomi/composio/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/skills/melandlabs/openloomi/composio"><img src="https://agentmods.dev/badge/skills/melandlabs/openloomi/composio.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Supply Chain · line 18 Remote code is downloaded and executed. This bypasses code review and could introduce malicious code.Fix: Avoid downloading and executing remote scripts. Use trusted packages from PyPI/npm. If remote fetch is required, verify checksums and use HTTPS.
- high Tool Misuse · line 18 Tool calls are chained to bypass individual safety checks or escalate capabilities beyond what any single tool call would allow.Fix: Limit tool chaining depth and validate the output of each tool before passing it to the next. Require explicit user approval for multi-step chains.
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 | $0.00031 | $0.00553 |
| Opus 5 | $0.00015 | $0.00277 |
| Sonnet 5 | $0.00006 | $0.00111 |
| Haiku 4.5 | $0.00003 | $0.00055 |
Grade C, and why
composio 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 9d 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.
curl -fsSL https://composio.dev/install | bash Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -fsSL https://composio.dev/install | bash Copies of this mod
1 near-identical copy found in the catalogue:
- composio — 100% identical, 0 lines differ
What it actually says
When to Apply
- User wants to access or interact with external apps (Gmail, Slack, GitHub, Notion, etc.)
- User wants to automate a task using an external service (send email, create issue, post message)
- Building an AI agent or app that integrates with external tools
- Multi-user apps that need per-user connections to external services
Setup
Check if the CLI is installed; if not, install it:
curl -fsSL https://composio.dev/install | bash
After installation, restart your terminal or source your shell config, then authenticate:
composio login # OAuth; interactive org/project picker (use -y to skip)
composio whoami # verify org_id, project_id, user_id
For agents without direct browser access: composio login --no-wait | jq to get URL/key, share URL with user, then composio login --key <cli_key> --no-wait once they complete login.
1. Use Apps via Composio CLI
Use this when: The user wants to take action on an external app directly — no code writing needed. The agent uses the CLI to search, connect, and execute tools on behalf of the user.
Key commands (new top-level aliases):
composio search "<query>"— find tools by use casecomposio execute "<TOOL_SLUG>" -d '{...<input params>}'— execute a toolcomposio link [toolkit]— connect a user account to an app (agents: always use--no-waitfor non-interactive mode)composio listen— listen for real-time trigger events
Typical workflow: search → link (if needed) → execute
Full reference: Composio CLI Guide
2. Building Apps and Agents with Composio
Use this when: Writing code — an AI agent, app, or backend service that integrates with external tools via the Composio SDK.
Run this first inside the project directory to set up the API key:
composio init
Full reference: Building with Composio
What ships with it
32 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- AGENTS.md 14 KB
- rules/_template.md 620 B
- rules/app-auth-configs.md 5.7 KB
- rules/app-auth-popup-ui.md 4.1 KB
- rules/app-connected-accounts.md 6.9 KB
- rules/app-custom-tools.md 5.4 KB
- rules/app-execute-tools.md 6.4 KB
- rules/app-fetch-tools.md 9.5 KB
- rules/app-modifiers.md 3.3 KB
- rules/app-tool-versions.md 10 KB
- rules/app-toolkits.md 5.0 KB
- rules/app-user-context.md 5.6 KB
- rules/building-with-composio.md 5.2 KB
- rules/composio-cli.md 8.1 KB
- rules/setup-api-keys.md 5.5 KB
- rules/tr-auth-auto.md 2.9 KB
- rules/tr-auth-connections.md 5.0 KB
- rules/tr-auth-manual.md 4.8 KB
- rules/tr-building-chat-ui.md 9.5 KB
- rules/tr-framework-ai-sdk.md 6.2 KB
- rules/tr-framework-integration.md 21 KB
- rules/tr-framework-mastra.md 5.2 KB
- rules/tr-mcp-vs-native.md 7.5 KB
- rules/tr-session-basic.md 2.4 KB
- rules/tr-session-config.md 4.5 KB
- rules/tr-session-lifecycle.md 10 KB
- rules/tr-toolkit-query.md 4.3 KB
- rules/tr-userid-best-practices.md 12 KB
- rules/triggers-create.md 6.1 KB
- rules/triggers-manage.md 6.8 KB
- rules/triggers-subscribe.md 4.1 KB
- rules/triggers-webhook.md 5.3 KB
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.
- 9d ago First seen · 56 lines · 31 tokens per session scan C 0c2ca6f7c035
composio is a skill published in the GitHub repository melandlabs/openloomi (1,023 stars, last pushed 8d ago), licensed Apache-2.0. It adds 31 tokens to every session and 553 once invoked, about $0.0002 per session on Opus 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.
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