look vs io.github.airblackbox/air-blackbox-mcp
look is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑25.
look is a plugin bundle for AI coding tools published by HartBrook. No marketplace we read lists it any more. io.github.airblackbox/air-blackbox-mcp is an MCP server published by airblackbox. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). As of our marketplace pass on 2026-10-25. 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
| Marketplace |  io.github.airblackbox/air-blackbox-mcp | |
|---|---|---|
| Community marketplace hartbrook/lookagain | Removed on 2026-10-25 Version: 0.5.1 Forks (GitHub): 2 Stars (GitHub): 10 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.2.0 Downloads/month (PyPI): 230 Downloads/week (PyPI): 154 Forks (GitHub): 2 Stars (GitHub): 3 Not marked · First seen |
| PyPI (MCP servers) | Not listed | Listed Version: 0.4.0 Downloads/month (PyPI): 230 Downloads/week (PyPI): 154 Forks (GitHub): 2 Stars (GitHub): 3 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 | lookno longer listed · | io.github.airblackbox/air-blackbox-mcp |
|---|---|---|
| Marketplaces that list it (differs) | 0 | 2 |
| Stars (GitHub) (differs) | 10 | 3 |
| Forks (GitHub) | 2 | 2 |
| Last release (differs) | Not published | 2026-10-16 |
| Where it runs (differs) | Installs as a plugin bundle | On your machine (air-blackbox-mcp) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | 4 | Not a bundle |
| Licence (differs) | MIT | Apache-2.0 |
| Repository (differs) | github.com/hartbrook/lookagain | github.com/airblackbox/air-blackbox-mcp |
| Changes in the last 7 days (differs) | 4 | 0 |
| First seen (differs) | 2026-10-20 | 2026-10-11 |
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 look
Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.
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Automated code review for codebase using multiple specialized agents.
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Pre-PR review with severity grading and tiered model routing. Detects TOCTOU races, accessibility gaps, hardcoded secrets, silent-blinding sensors (swallowed errors, negative…
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Multi-perspective code analysis covering architecture, security, and best practices
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Comprehensive, project-agnostic, multi-agent code review for Claude Code with verification to eliminate false positives.
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Perform a comprehensive code review of recent changes
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Expert code review specialist. Proactively reviews code for quality, security, and maintainability. Use immediately after writing or modifying code.
What each says it does
look
Sequential code review with fresh agent contexts. Runs multiple independent review passes to catch more issues.
io.github.airblackbox/air-blackbox-mcp
EU AI Act compliance scanner for Python AI agents. 14 tools across 6 articles.
How to run each
look
No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.
io.github.airblackbox/air-blackbox-mcp As a local MCP server: PyPI package
claude mcp add --transport stdio air-blackbox-mcp -- uvx air-blackbox-mcpCommands 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: look · What it can do: io.github.airblackbox/air-blackbox-mcp · 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. Package data comes from the Python Package Index (pypi.org). Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.