An MCP server that provides visual feedback for AI coding agents through Agentation. MCP is a way for an agent to connect to tools offered by another program.

Use it to configure Agentation as a local MCP service with npm and connect it to a coding agent. Further uses depend on the tools exposed by the running server.

It gives a coding agent a local service for receiving visual feedback while it works on an interface. The description does not specify the exact feedback features.

agentation — MCP server by latitude-dev/latitude-llm

About the project

Latitude is an open-source platform for monitoring AI agents by collecting execution traces, grouping failures, dispatching coding agents to make fixes, and replaying failures to verify them. Teams use it to observe agent behavior, investigate errors, and monitor whether fixes prevent regressions. The catalogue entries include skills, instructions, and an MCP server for working with Latitude.

latitude-dev/latitude-llm · 4,729 stars · on GitHub · latitude.so

Install

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.

Clone the repo

git clone --depth 1 https://github.com/latitude-dev/latitude-llm

Made for: Claude Code, Codex, Cursor, Gemini CLI, OpenCode.

Wrote 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.

README.md

[![agentmods](https://agentmods.dev/badge/mcp/latitude-dev/latitude-llm/agentation/github.svg)](https://agentmods.dev/mcp/latitude-dev/latitude-llm/agentation)

Your own site

<a href="https://agentmods.dev/mcp/latitude-dev/latitude-llm/agentation"><img src="https://agentmods.dev/badge/mcp/latitude-dev/latitude-llm/agentation/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.

Your own site · 80×15

<a href="https://agentmods.dev/mcp/latitude-dev/latitude-llm/agentation"><img src="https://agentmods.dev/badge/mcp/latitude-dev/latitude-llm/agentation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

Socket warn 7 Oct 2026

How audits are shown

Origin original No closer match found in the catalogue.

Security

Grade A, and why

agentation 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 1mo 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.

.mcp.json · 10 lines

What it actually says

{
  "agentation": {
    "command": "npx",
    "args": [
      "-y",
      "agentation-mcp",
      "server"
    ]
  }
}

Changes

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.

1mo ago First seen · 10 lines scan A 412156410430

Subscribe to this mod's changes

agentation is an MCP server published in the GitHub repository latitude-dev/latitude-llm (4,729 stars, last pushed today), licensed MIT. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. 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.

Design and UX agent-monitoring agent-observability ai-error-monitor ai-monitoring ai-observability llm-observability

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