Ext Ops Panel
Open dashboard
Comparison

ai-toolkit vs AIRAS

ai-toolkit is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑26.

ai-toolkit is a plugin bundle for AI coding tools published by Antony Zaki. No marketplace we read lists it any more. AIRAS is an MCP server published by airas-org. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). As of our marketplace pass on 2026-10-29. 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
Marketplaceai-toolkitAIRAS
Community marketplace aznatkoiny/zai-skills Removed on 2026-10-26
Version: 2.4.0
Forks (GitHub): 1
Stars (GitHub): 10
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.4.1
Downloads/month (PyPI): 426
Downloads/week (PyPI): 48
Forks (GitHub): 2
Stars (GitHub): 38
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

ai-toolkit vs AIRAS
Factai-toolkitno longer listed · AIRAS
Marketplaces that list it (differs)02
Stars (GitHub) (differs)1038
Forks (GitHub) (differs)12
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleOn your machine (airas)
Transport (differs)Not statedstdio
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Hooks it runs (differs)Not published4
Parts of the bundle (differs)1213
LicenceMITMIT
Repository (differs)github.com/aznatkoiny/zai-skillsgithub.com/airas-org/airas
Changes in the last 7 days (differs)20
First seen (differs)2026-10-152026-10-11

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 ai-toolkit

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

  • ai-architect

    Practical AI/ML implementation, LLM integration, and intelligent automation for production applications

    by DevsForge Community · Plugin bundle

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

  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • NVIDIA Skills

    Find the right NVIDIA skill for GPU acceleration, CUDA, AI agents, data loading, training, inference, robotics, Physical AI, Omniverse, simulation, and other NVIDIA-powered…

    by NVIDIA · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • Future AGI

    Build, test, monitor & improve AI with Future AGI via Claude, Cursor, Windsurf & more.

    by futureagi.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ai-agents-hardened-skills

    AI model SDKs, agent infrastructure, MCP tooling, memory, OCR, and image/audio/video generation skills.

    by faberlens · Plugin bundle

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

  • together-ai-skills

    A collection of skills that teach coding agents how to use the Together AI platform, including chat completions, image generation, video, audio, embeddings, fine-tuning, batch…

    by togethercomputer · 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

ai-toolkit

In its own words, on Community GitHub marketplaces:

Deep Learning, Reinforcement Learning, Prompt Optimization, x402 Web3 Payments, and OpenClaw Setup skills, plus 4 workflow commands and RL-debugger/prompt-rewriter agents

AIRAS

In its own words, on Official MCP Registry:

Automated AI research toolkit: hypothesis generation, experiments, and paper writing

How to run each

ai-toolkit

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

AIRAS As a local MCP server: PyPI package

Claude Code
claude mcp add --transport stdio airas -- uvx airas

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

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: ai-toolkit · What it can do: AIRAS · 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. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built