Confident Trace vs honeycomb
Confident Trace is a plugin bundle for AI coding tools published by Confident AI. Marketplaces we read that list it: 1 (Community GitHub marketplaces). honeycomb is a plugin bundle for AI coding tools published by honeycombio. Marketplaces we read that list it: 3 (Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, 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 |  honeycomb | |
|---|---|---|
| Community marketplace confident-ai/confident-trace | Listed Version: 1.0.0 Forks (GitHub): 2 Stars (GitHub): 15 Not marked · First seen |
Not listed |
| Claude Code: claude-plugins-official | Not listed | Listed Version: 1.2.3 Forks (GitHub): 7 Stars (GitHub): 27 Not marked · First seen |
| Claude: knowledge-work-plugins | Not listed | Listed Version: 1.2.3 Forks (GitHub): 7 Stars (GitHub): 27 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 | Confident Trace | honeycomb |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 3 (better) |
| Stars (GitHub) (differs) | 15 (worse) | 27 (better) |
| Forks (GitHub) (differs) | 2 (worse) | 7 (better) |
| Last release (differs) | Not published | 2026-10-16 |
| Where it runs (differs) | Installs as a plugin bundle | Remote server (mcp.honeycomb.io/mcp) |
| Transport (differs) | Not stated | Streamable HTTP |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Hooks it runs (differs) | Not published | 2 |
| Parts of the bundle (differs) | 2 | 17 |
| Licence (differs) | Apache-2.0 | MIT |
| Repository (differs) | github.com/confident-ai/confident-trace | github.com/honeycombio/agent-skill |
| Changes in the last 7 days (differs) | 2 | 6 |
| First seen (differs) | 2026-10-15 | 2026-10-11 |
| Endpoint at the last check (differs) | no remote endpoint we check | Responded 24 h ago |
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
Confident Trace
Skills for instrumenting AI applications with the confident-trace SDK and exporting raw OpenTelemetry traces to Confident AI.
honeycomb
Skills, agents, and workflows for Honeycomb observability — query patterns, production investigations, SLOs, OpenTelemetry instrumentation, and Beeline migration. Designed to complement the Honeycomb MCP server.
How to run each
Confident Trace As a Claude Code plugin
/plugin marketplace add confident-ai/confident-trace
/plugin install confident-trace@confident-trace-pluginshoneycomb As a Claude Code plugin
/plugin install honeycomb@claude-plugins-officialCommands built only from what the marketplaces declare; the full set for every client is on each card.
Only honeycomb has a remote endpoint we check. How we check endpoints
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: Confident Trace · What it can do: honeycomb · Compare two other plugins
Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-official/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the public marketplace file https://github.com/anthropics/knowledge-work-plugins/blob/HEAD/.claude-plugin/marketplace.json. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.