The request names no specific product, so these are the candidates that run or analyze code for review and quality. Codacy 5 and CodeRabbit 8 review code for quality and security, while Fallow 10 analyzes a repository's complexity, duplication and dead code. For running AI-generated code in isolation, Daytona 7 and Docker 4 offer sandboxes.
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Dockerdocker.comverified and signed
Provides MicroVM sandboxes that isolate AI agent sessions, with a lifecycle skill for creating and removing them 414.
official:SDK · dockerCLI · dockerskill · dsql+166 community tools built for it
for agents: docker-sandboxes-lifecycle · sagemaker-ai · docker-sandboxes-env
Sources
- 4Docker | Secure Sandboxes for AI Agentsdocker.com · read 2026-10-29
- 5Codacy | Code Quality & Security for AI-Assisted Engineeringcodacy.com · read 2026-10-29
- 7Daytona - Secure Infrastructure for Running AI-Generated Codedaytona.io · read 2026-10-29
- 8CodeRabbit | Governance & Control for Agentic Developmentcoderabbit.ai · read 2026-10-30
- 10Fallow: codebase intelligence for TypeScript and JavaScriptfallow.tools · read 2026-10-29
- 14docker-sandboxes-lifecycle: declares "docker-sandboxes-lifecycle" (the record we read and signed)unfragile.ai · read 2026-10-24
- 15Codacy Analysis CLI: declares "codacy/codacy-analysis-cli-action" (the record we read and signed)unfragile.ai · read 2026-10-24
- 17daytona: declares "daytona" (the record we read and signed)unfragile.ai · read 2026-10-24
- 18coderabbit: declares "coderabbit" (the record we read and signed)unfragile.ai · read 2026-10-24
- 20fallow-skills: declares "fallow_analyze" (the record we read)github.com · read 2026-10-24
For agents: the 10 actions behind this answer
analyzing-dotnet-performance · analyzing-dotnet-performance verified and signed
Scans .NET code for ~50 performance anti-patterns across async, memory, strings, collections, LINQ, regex, serialization, and I/O with tiered severity classification. Use when analyzing .NET code for optimization opportunities, reviewing hot paths, or auditing allocation-heavy patterns.
security-review · security-review verified and signed
AI-powered codebase security scanner that reasons about code like a security researcher — tracing data flows, understanding component interactions, and catching vulnerabilities that pattern-matching tools miss. Use this skill when asked to scan code for security vulnerabilities, find bugs, check for
sandbox-sdk · sandbox-sdk verified and signed
Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or executing untrusted code. Covers Sandbox SDK lifecycle, commands, files, code interpreter, and preview URLs. Biases towards retrieval from
docker-sandboxes-lifecycle · docker-sandboxes-lifecycle verified and signed
Use this skill when creating, running, reattaching to, listing, stopping, or removing Docker Sandboxes (the standalone `sbx` CLI that runs AI coding agents in isolated microVMs), even if the user just says they want to "run claude in a sandbox", "isolate an agent from my repo", "give an agent its ow
codacy/codacy-analysis-cli-action · Codacy Analysis CLI verified and signed
Execute Codacy code analysis using your remote Codacy configuration
attack-path-analysis · attack-path-analysis verified and signed
Use when Codex is already in the attack-path-analysis phase of a security scan or the user explicitly asks to trace a security finding from source to sink and calibrate severity. Do not use as the primary trigger for full PR, commit, branch, patch, or repository scans.
daytona · daytona verified and signed
Creates and manages isolated cloud sandboxes (secure code execution environments with dedicated runtimes) on the Daytona platform. Use when a task needs an isolated runtime, sandbox, secure compute, or Daytona SDK/API/CLI operations. Covers Python, TypeScript, Java, Go, and Ruby SDKs.
coderabbit · coderabbit verified and signed
Your code review partner. CodeRabbit provides external validation using a specialized AI architecture and 40+ integrated static analyzers—offering a different perspective that catches bugs, security vulnerabilities, logic errors, and edge cases. Context-aware analysis via AST parsing and codegraph r
· Vibgrate website read, tools not yet checked
Vibgrate scans your repository on your machine. It shows how far your stack has fallen behind, finds dependencies with known vulnerabilities, and gives your coding agent focused context from the code you actually run. Free, no account, raw source is not uploaded.
fallow_analyze · fallow-skills found in code, not yet checked
Run Fallow on the project: dead code, unused dependencies, duplication, complexity, circular dependencies and boundaries. Shows a dashboard to the user and returns the score and the top findings, each with a command that verifies it. Use it before cleanup or refactoring work, and to answer questions
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.