LLM Text vs llm-observability
LLM Text is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). llm-observability is a plugin bundle for AI coding tools published by ContextJet.ai. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-17. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace | ||
|---|---|---|
| Docker MCP Catalog | Listed Version: not stated No figure published Not marked · First seen |
Not listed |
| Community marketplace contextjet-ai/awesome-llm-observability | Not listed | Listed Version: 1.1.0 Forks (GitHub): 29 Stars (GitHub): 41 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | LLM Text | llm-observability |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | No figure on GitHub | 41 |
| Forks (GitHub) (differs) | No figure on GitHub | 29 |
| Last release (differs) | Not published | 2026-10-16 |
| Where it runs (differs) | Remote server (mcp.llmtxt.dev/sse) | Installs as a plugin bundle |
| Transport (differs) | SSE | Not stated |
| Tools it declares (differs) | 2 | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | Not a bundle | 26 |
| Licence (differs) | Apache-2.0 | CC0-1.0 |
| Repository (differs) | Not stated | github.com/contextjet-ai/awesome-llm-observability |
| Changes in the last 7 days (differs) | 0 | 3 |
| First seen (differs) | 2026-10-11 | 2026-10-15 |
| Endpoint at the last check (differs) | Not responding since 2026-10-13 | no remote endpoint we check |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
LLM Text
Discovers and retrieves llms.txt from websites.
llm-observability
26 ready-to-use skills for LLM observability, several shipping runnable unit-tested scripts (cost calculator, OTel span validator, PII scrubber, hallucination consistency check) plus workflows for instrumenting, evaluating, debugging, securing, and monitoring LLM apps.
How to run each
LLM Text As a remote MCP server
claude mcp add --transport sse llmtxt https://mcp.llmtxt.dev/ssellm-observability As a Claude Code plugin
/plugin marketplace add contextjet-ai/awesome-llm-observability
/plugin install llm-observability@contextjetCommands built only from what the marketplaces declare; the full set for every client is on each card.
Only LLM Text has a remote endpoint we check. How we check endpoints
Tools each declares
The marketplaces of llm-observability publish no list of tools, so we do not compare tools.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: LLM Text · What it can do: llm-observability · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.