Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | Unranked | fireflymcp · ai-agents | Connect to Firefly AI services for advanced AI-powered development assistance, code analysis, and intelligent suggestions directly in your Claude Code… | No signals yet | No commit datelisted | No one-command install · Source |
| 202 | Unranked | flutter-reviewersubagent · ai-agents | Flutter and Dart code reviewer. Reviews Flutter code for widget best practices, state management patterns, Dart idioms, performance pitfalls… | No signals yet | No commit datelisted | armory install flutter-reviewer --cli claude |
| 203 | Unranked | full-stack-orchestration-test-automatorsubagent · ai-agents | Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies… | No signals yet | No commit datelisted | armory install full-stack-orchestration-test-automator --cli claude |
| 204 | Unranked | genkit-coder-agentmcp · ai-agents | Code generation agent built with Genkit (demonstrates developer tools) | No signals yet | No commit datelisted | No one-command install · Source |
| 205 | Unranked | gilfoylesubagent · ai-agents | Code review and analysis with the sardonic wit and technical elitism of Bertram Gilfoyle from Silicon Valley. Prepare for brutal honesty about your… | No signals yet | No commit datelisted | armory install gilfoyle --cli claude |
| 206 | Unranked | git-workflowworkflow · ai-agents | Orchestrate git workflow from code review through PR creation with quality gates | No signals yet | No commit datelisted | armory install git-workflow --cli claude |
| 207 | Unranked | go-buildworkflow · ai-agents | Fix Go build errors, go vet warnings, and linter issues incrementally. Invokes the go-build-resolver agent for minimal, surgical fixes. | No signals yet | No commit datelisted | armory install go-build --cli claude |
| 208 | Unranked | go-build-resolversubagent · ai-agents | Go build, vet, and compilation error resolution specialist. Fixes build errors, go vet issues, and linter warnings with minimal changes. Use when Go… | No signals yet | No commit datelisted | armory install go-build-resolver --cli claude |
| 209 | Unranked | go-reviewersubagent · ai-agents | Expert Go code reviewer specializing in idiomatic Go, concurrency patterns, error handling, and performance. Use for all Go code changes. MUST BE USED… | No signals yet | No commit datelisted | armory install go-reviewer --cli claude |
| 210 | Unranked | graphite-climcp · ai-agents | Tool for managing code reviews in the age of AI: enable developers (and agents) to work with multiple dependent changes efficiently. | No signals yet | No commit datelisted | No one-command install · Source |
| 211 | Unranked | hyperdbg-mcpmcp · ai-agents | Exposes the HyperDbg hypervisor-assisted, ring-0 debugger to LLM agents, enabling low-level debugging operations with safety features like read-only… | No signals yet | No commit datelisted | No one-command install · Source |
| 212 | Unranked | implementation-plansubagent · ai-agents | Generate an implementation plan for new features or refactoring existing code. | No signals yet | No commit datelisted | armory install implementation-plan --cli claude |
| 213 | Unranked | incident-response-debuggersubagent · ai-agents | Performs deep root cause analysis through code path tracing, git bisect automation, dependency analysis, and systematic hypothesis testing for… | No signals yet | No commit datelisted | armory install incident-response-debugger --cli claude |
| 214 | Unranked | java-build-resolversubagent · ai-agents | Java/Maven/Gradle build, compilation, and dependency error resolution specialist. Automatically detects Spring Boot or Quarkus and applies… | No signals yet | No commit datelisted | armory install java-build-resolver --cli claude |
| 215 | Unranked | just-mcpmcp · ai-agents | Execute Just commands and task runners seamlessly from Claude Code. Manage project tasks, run build scripts, and automate development workflows with… | No signals yet | No commit datelisted | No one-command install · Source |
| 216 | Unranked | kotlin-buildworkflow · ai-agents | Fix Kotlin/Gradle build errors, compiler warnings, and dependency issues incrementally. Invokes the kotlin-build-resolver agent for minimal, surgical… | No signals yet | No commit datelisted | armory install kotlin-build --cli claude |
| 217 | Unranked | kotlin-build-resolversubagent · ai-agents | Kotlin/Gradle build, compilation, and dependency error resolution specialist. Fixes build errors, Kotlin compiler errors, and Gradle issues with… | No signals yet | No commit datelisted | armory install kotlin-build-resolver --cli claude |
| 218 | Unranked | kotlin-reviewersubagent · ai-agents | Kotlin and Android/KMP code reviewer. Reviews Kotlin code for idiomatic patterns, coroutine safety, Compose best practices, clean architecture… | No signals yet | No commit datelisted | armory install kotlin-reviewer --cli claude |
| 219 | Unranked | memlume-mcp-servermcp · ai-agents | Memlume is a local, structured-memory MCP server that records immutable events, stores scoped memories, enables full-text search, and resolves context… | No signals yet | No commit datelisted | No one-command install · Source |
| 220 | Unranked | multi-agent-reviewworkflow · ai-agents | Multi-Agent Code Review Orchestration Tool | No signals yet | No commit datelisted | armory install multi-agent-review --cli claude |
| 221 | Unranked | multi-agent-review-2workflow · ai-agents | Multi-Agent Code Review Orchestration Tool | No signals yet | No commit datelisted | armory install multi-agent-review-2 --cli claude |
| 222 | Unranked | multi-agent-review-3workflow · ai-agents | Perform comprehensive multi-agent code review with specialized reviewers: | No signals yet | No commit datelisted | armory install multi-agent-review-3 --cli claude |
| 223 | Unranked | plannersubagent · ai-agents | Expert planning specialist for complex features and refactoring. Use PROACTIVELY when users request feature implementation, architectural changes, or… | No signals yet | No commit datelisted | armory install planner --cli claude |
| 224 | Unranked | postman-api-http-servermcp · ai-agents | Postman's MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman. Use natural language to prompt AI to automate work… | No signals yet | No commit datelisted | No one-command install · Source |
| 225 | Unranked | pre-config-protectionhook · ai-agents | PreToolUse hook: Block modifications to linter/formatter config files. Steers agent to fix code instead of weakening configs. (matcher… | No signals yet | No commit datelisted | armory install pre-config-protection --cli claude |
| 226 | Unranked | python-scaffoldworkflow · ai-agents | Python Project Scaffolding | No signals yet | No commit datelisted | armory install python-scaffold --cli claude |
| 227 | Unranked | re-llm-decompilemcp · ai-agents | MCP server that exposes an AI decompiler via an OpenAI-compatible API, enabling decompilation, explanation, and variable renaming of disassembly for… | No signals yet | No commit datelisted | No one-command install · Source |
| 228 | Unranked | refactor-cleanersubagent · ai-agents | Dead code cleanup and consolidation specialist. Use PROACTIVELY for removing unused code, duplicates, and refactoring. Runs analysis tools (knip… | No signals yet | No commit datelisted | armory install refactor-cleaner --cli claude |
| 229 | Unranked | refactoring-specialistsubagent · ai-agents | Use when you need to transform poorly structured, complex, or duplicated code into clean, maintainable systems while preserving all existing behavior. | No signals yet | No commit datelisted | armory install refactoring-specialist --cli claude |
| 230 | Unranked | review-dcell-modelworkflow · ai-agents | Reviews old Dcell implementation files, comparing with newer Dango model, noting changes over time, and analyzing refactoring approaches for better… | No signals yet | No commit datelisted | armory install review-dcell-model --cli claude |
| 231 | Unranked | ruby-prosubagent · ai-agents | Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and… | No signals yet | No commit datelisted | armory install ruby-pro --cli claude |
| 232 | Unranked | rust-projectworkflow · ai-agents | Rust Project Scaffolding | No signals yet | No commit datelisted | armory install rust-project --cli claude |
| 233 | Unranked | rust-reviewworkflow · ai-agents | Comprehensive Rust code review for ownership, lifetimes, error handling, unsafe usage, and idiomatic patterns. Invokes the rust-reviewer agent. | No signals yet | No commit datelisted | armory install rust-review --cli claude |
| 234 | Unranked | rust-reviewersubagent · ai-agents | Expert Rust code reviewer specializing in ownership, lifetimes, error handling, unsafe usage, and idiomatic patterns. Use for all Rust code changes… | No signals yet | No commit datelisted | armory install rust-reviewer --cli claude |
| 235 | Unranked | swift-reviewersubagent · ai-agents | Expert Swift code reviewer specializing in protocol-oriented design, value semantics, ARC memory management, Swift Concurrency, and idiomatic… | No signals yet | No commit datelisted | armory install swift-reviewer --cli claude |
| 236 | Unranked | tdd-guidesubagent · ai-agents | Test-Driven Development specialist enforcing write-tests-first methodology. Use PROACTIVELY when writing new features, fixing bugs, or refactoring… | No signals yet | No commit datelisted | armory install tdd-guide --cli claude |
| 237 | Unranked | team-debuggersubagent · ai-agents | Hypothesis-driven debugging investigator that investigates one assigned hypothesis, gathering evidence to confirm or falsify it with file:line… | No signals yet | No commit datelisted | armory install team-debugger --cli claude |
| 238 | Unranked | team-reviewworkflow · ai-agents | Launch a multi-reviewer parallel code review with specialized review dimensions | No signals yet | No commit datelisted | armory install team-review --cli claude |
| 239 | Unranked | technical-debt-managersubagent · ai-agents | Expert technical debt analyst for code health, maintainability, and strategic refactoring planning. Use PROACTIVELY when codebase shows complexity… | No signals yet | No commit datelisted | armory install technical-debt-manager --cli claude |
| 240 | Unranked | tooling-engineersubagent · ai-agents | Use this agent when you need to build or enhance developer tools including CLIs, code generators, build tools, and IDE extensions. | No signals yet | No commit datelisted | armory install tooling-engineer --cli claude |
| 241 | Unranked | typescript-scaffoldworkflow · ai-agents | TypeScript Project Scaffolding | No signals yet | No commit datelisted | armory install typescript-scaffold --cli claude |
| 242 | Unranked | unit-testing-debuggersubagent · ai-agents | Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues. | No signals yet | No commit datelisted | armory install unit-testing-debugger --cli claude |
| 243 | Unranked | useful-helpers-suitemcp · ai-agents | An MCP server that exposes a suite of developer tools and apps via a shared tool registry, enabling agents to list and call tools through the MCP… | No signals yet | No commit datelisted | No one-command install · Source |
| 244 | Unranked | vrittimcp · ai-agents | Enables AI agents to act as graphic designers by generating images and social-ready visuals, with brand DNA memory, genre-aware styles, 35+ platform… | No signals yet | No commit datelisted | No one-command install · Source |
| 245 | Unranked | vyuhamcp · ai-agents | Vyuha is an MCP server that enables coding agents to collaborate on a repository by providing tools for ticket creation, worktree management, code… | No signals yet | No commit datelisted | No one-command install · Source |
| 246 | Unranked | workflow-optimizersubagent · ai-agents | PROACTIVELY USE this agent when development workflows feel inefficient, repetitive tasks are consuming too much time, or when seeking to optimize… | No signals yet | No commit datelisted | armory install workflow-optimizer --cli claude |
| 247 | Unranked | xule-mcpmcp · ai-agents | Provides reference and pre-flight linting for XBRL Query and Rules Language (XULE), helping LLMs write syntactically sound rules with tools for object… | No signals yet | No commit datelisted | No one-command install · Source |
| 248 | Unranked | zai-mcp-servermcp · ai-agents | Vision MCP Server - Z.AI capability implementation based on the Model Context Protocol (MCP), providing powerful Z.AI GLM-4.6V capabilities for… | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.