Comparison

gpters-ai-toolkit vs Opik

gpters-ai-toolkit is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑18.

gpters-ai-toolkit is a plugin bundle for AI coding tools published by GPTers. No marketplace we read lists it any more. Opik is an MCP server published by comet-ml. Marketplaces we read that list it: 2 (Official MCP Registry, Docker MCP Catalog). As of our marketplace pass on 2026-10-19. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplace	gpters-ai-toolkit	Opik
Community marketplace chat-prompt/gpters-ai-toolkit	Removed on 2026-10-18 Version: 0.1.29 Forks (GitHub): 0 Stars (GitHub): 3 Not marked · First seen 2026-10-15	Not listed
Official MCP Registry	Not listed	Listed Version: 3.0.6 Downloads/month (PyPI): 3 591 Downloads/week (PyPI): 1 906 Forks (GitHub): 41 Stars (GitHub): 223 Not marked · First seen 2026-10-11
Docker MCP Catalog	Not listed	Listed Version: sha256:0e0d7d33d5eb Forks (GitHub): 41 Pulls (Docker Hub): 17 026 Stars (Docker Hub): 1 Stars (GitHub): 223 Not marked · First seen 2026-10-11

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

gpters-ai-toolkit vs Opik
Fact	gpters-ai-toolkitno longer listed · 2026-10-18	Opik
Marketplaces that list it (differs)	0	2
Stars (GitHub) (differs)	3	223
Pulls (Docker Hub) (differs)	No figure on Docker Hub	17 026
Forks (GitHub) (differs)	0	41
Last release (differs)	Not published	2026-10-19
Where it runs (differs)	Remote server (ai-toolkit.gpters.org/api/mcp)	Remote server or your machine
Transport (differs)	Streamable HTTP	Streamable HTTP, stdio
Tools it declares (differs)	Not published	13
Environment variables it asks for (differs)	Not published	4, secrets among them: 1
Hooks it runs (differs)	3	Not published
Parts of the bundle (differs)	6	Not a bundle
Licence (differs)	Not stated	Apache-2.0
Repository (differs)	github.com/chat-prompt/gpters-ai-toolkit	github.com/comet-ml/opik-mcp
Changes in the last 7 days (differs)	4	1
First seen (differs)	2026-10-15	2026-10-11
Endpoint at the last check (differs)	no remote endpoint we check	Responded 4 days ago, requires a key

Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.

What to use instead of gpters-ai-toolkit

Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.

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Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job
skill-up

Track skill usage, tokens, and test coverage monthly

by BumgeunSong · Plugin bundle

Listed on: Community GitHub marketplaces · Describes nearly the same job
skills

Skill management: stocktake audit, compliance visualization, rules distillation

by Yifan · Plugin bundle

Listed on: Community GitHub marketplaces · Describes nearly the same job
team-analyst

Install the full TeamAnalyst bundle, including all skills under skills/ and selector references under agents/.

by CAS TeamAnalyst Research Team · Plugin bundle

Listed on: Community GitHub marketplaces · Describes nearly the same job
team-assessment

Assess your product team's AI autonomy maturity across 6 dimensions. Generates team-assessment.md and radar-chart.svg.

by Bayram Annakov · Plugin bundle

Listed on: Community GitHub marketplaces · Describes nearly the same job
skillers

Learn from your workflow patterns and suggest skills, hooks, and agents to automate the repetitive work. Skillers reads your AI conversation transcripts (Claude Code, Codex CLI…

by agent-sh · Plugin bundle

Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

Its card, with similar plugins by marketplace

What each says it does

gpters-ai-toolkit

In its own words, on Community GitHub marketplaces:

GPTers AI Toolkit - 팀 스킬 검색, 세션 집계 및 MCP 연동

Opik

In its own words, on Official MCP Registry:

Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

How to run each

gpters-ai-toolkit

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Opik As a remote MCP server

Claude Code

claude mcp add --transport http opik-mcp https://www.comet.com/opik/api/v1/mcp

Requires: OPIK_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only Opik has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of gpters-ai-toolkit publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of gpters-ai-toolkit publish no settings it asks for, so we do not compare settings.

What it can do: gpters-ai-toolkit · What it can do: Opik · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Figures come from our own regular passes over the marketplaces, last read on 2026-10-19. We publish no contact details for plugin publishers.