Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | Unranked | ollama-mcp-hostmcp · back-end | Hosts local MCP servers on Windows, enabling connection of local AI models (like Gemma) to external tools without cloud dependency. | No signals yet | No commit datelisted | No one-command install · Source |
| 702 | Unranked | ollama-web-search-mcpmcp · back-end | Exposes Ollama's web search API as a web_search tool for Claude Code, enabling web searches (including sites other backends miss) with query and… | No signals yet | No commit datelisted | No one-command install · Source |
| 703 | Unranked | ollama-web-tools-mcpmcp · back-end | MCP server exposing web_search, web_fetch, and cluesift_domain_fetch tools with configurable Ollama API keys and HTTP or stdio transport. | No signals yet | No commit datelisted | No one-command install · Source |
| 704 | Unranked | patronus-mcp-servermcp · back-end | Enables running LLM evaluations, experiments, and custom evaluators through a standardized MCP interface. | No signals yet | No commit datelisted | No one-command install · Source |
| 705 | Unranked | podmastermcp · back-end | Local podcast transcription, embedding, and semantic search with an MCP server for AI assistant integration. All processing runs on your machine. | No signals yet | No commit datelisted | No one-command install · Source |
| 706 | Unranked | product-search-mcp-servermcp · back-end | An MCP server that exposes SF Supplies product search API to LLM tools. Supports free-text search, autocomplete suggestions, and retrieving filterable… | No signals yet | No commit datelisted | No one-command install · Source |
| 707 | Unranked | ragjson-zvecmcp · back-end | 基于zvec向量数据库的RAG MCP Server，通过消费.mushroom变更文件提供语义检索服务。 | No signals yet | No commit datelisted | No one-command install · Source |
| 708 | Unranked | researcher-mcp-servermcp · back-end | Enables LLMs to research answers using DuckDuckGo web and news search plus Wikipedia, providing up-to-date information and current events. | No signals yet | No commit datelisted | No one-command install · Source |
| 709 | Unranked | runpodinfra · back-end | GPU cloud for AI inference and training. Provides serverless endpoints for running heavy agent models. | No signals yet | No commit datelisted | No one-command install · Source |
| 710 | Unranked | start-infinity-mcp-servermcp · back-end | Enables LLMs to manage StartInfinity boards using natural language by translating human-readable names into internal identifiers. | No signals yet | No commit datelisted | No one-command install · Source |
| 711 | Unranked | superglue-ai-supergluemcp · back-end | Drop-in proxy between applications and REST/GraphQL/SQL/file endpoints that automatically handles schema drift detection, data transformation, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 712 | Unranked | t-ndem-mcp-servermcp · back-end | Enables cross-refinement between two LLMs with automated critique, revision, and convergence, providing tools for managing tandem sessions. | No signals yet | No commit datelisted | No one-command install · Source |
| 713 | 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 |
| 714 | Unranked | verl-rl-trainingskill · back-end | Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL… | No signals yet | No commit datelisted | armory install verl-rl-training --cli claude |
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.