Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 94.528 | repomappermcp · github-vcs | Generates intelligent repository maps and code navigation by analyzing source code definitions, references, and relationships using Tree-sitter… | 200 stars · 40 forks | No one-command install · Source | |
| 2 | 61.934 | countbeanmcp · github-vcs | MCP server for Beancount plain-text accounting: turns plain English into double-entry transactions, runs bean-check, and commits each change to git so… | 17 stars | No one-command install · Source | |
| 3 | 38.412 | gitopia-gitopia-mcp-servermcp · github-vcs | Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals… | 3 stars | No one-command install · Source | |
| 4 | 37.823 | gitdealflow-signalmcp · github-vcs | GitHub-derived engineering acceleration signals for VC deal flow — surface stealth startups before TechCrunch covers them. Weekly-refreshed dataset of… | 2,207 installs | No commit datelisted | No one-command install · Source |
| 5 | Unranked | aedificium-templatemcp · github-vcs | Enables a personal learning notebook and lexicon with Claude-native chat, supporting markdown notes, definitions, PDFs, math rendering, wiki-links… | No signals yet | No one-command install · Source | |
| 6 | Unranked | heroui-v2-mcpmcp · github-vcs | A standalone local MCP server that serves HeroUI v2 component documentation, source code, style definitions, and theme tokens by fetching directly… | No signals yet | No one-command install · Source | |
| 7 | Unranked | statefinance-mcpmcp · github-vcs | Enables querying state-level campaign finance data, including donors, expenditures, committees, and candidates, from multiple state disclosure systems… | No signals yet | No one-command install · Source | |
| 8 | Unranked | io-github-kcw2034-toss-invest-mcpmcp · github-vcs | Enables trading and market data access for Toss Securities through natural language, with built-in trading guardrails to prevent errors. | No signals yet | No one-command install · Source | |
| 9 | Unranked | io-github-onetrueclaude-creator-mcp-knowledge-gapsmcp · github-vcs | Scans markdown vaults to identify concepts mentioned but not defined, ranks gaps by priority, and generates research questions or random long-tail… | No signals yet | No one-command install · Source | |
| 10 | Unranked | jan-mcpmcp · github-vcs | Converts raw GitHub notes into polished Polish release notes, PR descriptions, and changelogs using predefined workflows. | No signals yet | 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.