Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | Unranked | tool-scoutmcp · ai-agents | MCP proxy server with semantic tool search for LLM coding agents. It reduces context window usage by activating only relevant tools based on user… | No signals yet | No commit datelisted | No one-command install · Source |
| 3402 | Unranked | tot-enginemcp · ai-agents | MCP server for Tree-of-Thoughts search engine enabling deliberate problem solving with LLM agents via BFS, DFS, and beam search policies. | No signals yet | No commit datelisted | No one-command install · Source |
| 3403 | Unranked | tsforge-mcpmcp · ai-agents | A zero-dependency MCP server exposing 15 timestamp tools that LLMs compute unreliably, including cron edge cases, the Excel 1900 leap-year bug… | No signals yet | No commit datelisted | No one-command install · Source |
| 3404 | Unranked | twig-rag-agentsmcp · search | Production grade RAG agents for enterprise knowledge management and document retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 3405 | Unranked | universalbenchmcp · database | Cloud workbench for executing Python and bash code, performing web searches, and integrating with Supabase, WordPress, GitHub, and LLMs through a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3406 | Unranked | uvxwebsearchmcpmcp · ai-agents | A zero-config web search and fetch MCP server for LLM agents, featuring multi-backend metasearch, persistent rolling cache, and structured error… | No signals yet | No commit datelisted | No one-command install · Source |
| 3407 | Unranked | vantage-code-mode-mcp-servermcp · back-end | Enables LLM clients to work with Vantage to inspect and modify scene state, open/save files, probe object properties, and run VScript payloads. | No signals yet | No commit datelisted | No one-command install · Source |
| 3408 | Unranked | wireshark-mcpmcp · ai-agents | Enables LLMs to perform automated network forensics, threat hunting, and traffic analysis using Wireshark/TShark. | No signals yet | No commit datelisted | No one-command install · Source |
| 3409 | Unranked | wolframalpha-llm-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3410 | Unranked | zahabpricemcp · other | Live gold and silver prices for 37 countries with installment calculators for Saudi Arabia. | 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.