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/comet-ml/opik-mcpWrote 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/plugins/comet-ml/opik-mcp/opik)<a href="https://agentmods.dev/plugins/comet-ml/opik-mcp/opik"><img src="https://agentmods.dev/badge/plugins/comet-ml/opik-mcp/opik/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/plugins/comet-ml/opik-mcp/opik"><img src="https://agentmods.dev/badge/plugins/comet-ml/opik-mcp/opik.svg" alt="Reviewed on agentmods" width="80" height="20"></a>Grade A, and why
opik 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.
What it actually says
{
"name": "opik",
"version": "3.0.8",
"description": "Opik agent skills and the hosted Opik MCP server: instrument, trace, evaluate and debug LLM applications with Opik.",
"author": {
"name": "Comet ML",
"url": "https://www.comet.com"
},
"homepage": "https://www.comet.com/docs/opik/",
"repository": "https://github.com/comet-ml/opik-mcp",
"license": "Apache-2.0",
"keywords": ["opik", "comet", "llm", "observability", "tracing", "evaluation", "mcp", "skills"],
"documentationUrl": "https://www.comet.com/docs/opik/mcp-server",
"supportUrl": "https://github.com/comet-ml/opik-mcp/issues",
"userConfig": {
"opik_mcp_url": {
"type": "string",
"title": "Opik MCP server URL",
"description": "Keep the default for Opik Cloud. For a self-hosted Opik that serves the MCP server, enter its URL, such as https://<host>/opik/api/v1/mcp.",
"default": "https://www.comet.com/opik/api/v1/mcp"
}
}
}
What it installs
The manifest is a name and a version. 10 skills, 1 MCP server travel with it, and installing the plugin installs all of them — 1,404 tokens a session between them. Each is measured on its own page, and each can be installed alone.
- Skill opik-compare A 156 tokens
- Skill opik-diagnose A 187 tokens
- Skill opik-explain A 113 tokens
- Skill opik-online-eval A 146 tokens
- Skill opik-test A 141 tokens
- Skill opik A 80 tokens
- Skill opik-evaluate A 192 tokens
- Skill opik-instrument A 101 tokens
- Skill opik-optimize A 143 tokens
- Skill opik-verify A 145 tokens
- MCP server opik-mcp A not measured
What ships with it
1 file beside plugin.json 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.
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 Changed · +19 lines 0fc3d95ef7c9
- 1mo ago First seen · 5 lines scan A b726f67d7f39
opik is a plugin published in the GitHub repository comet-ml/opik-mcp (225 stars, last pushed today), licensed Apache-2.0. Its token cost is not measured: this kind of file is read by the harness, not the model. 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 2026-09-03.
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