SKILLS & AGENTS/Skill 与 Agent·MCP-SERVER

jcodemunch-mcp

jgravelle/jcodemunch-mcp

Cut AI token costs 95%+ on code exploration.

打开仓库Open repository 官网Homepage

怎么装：Install: uv tool install jcodemunch-mcp

02 / 现在的位置02 / Why now

它现在处在什么位置Where it stands right now

首次发现FIRST SEEN

03 OCT 202603 OCT 2026

增长GROWTH

+0.1%+0.1%

2.7k → 2.7k stars · 3 个快照2.7k → 2.7k stars · 3 snapshots

状态STATUS

持续活跃Active

03 / 它能帮你做什么03 / What it helps you do

它能帮你做成什么What it helps you do

04 / 安装04 / Install

怎么装How to install

$

Python 用户的完整版安装，包含命令行工具。The full install for Python users, including the command-line tool.

CLAUDE-MCP

$

README 里给出的安装方式。The installation method given in the README.

两种装法选一个即可 —— 上面那条给命令行用户，下面那条给写代码的用户。Pick one of the two — the first is for command-line users, the second for people writing code.

05 / 限制与风险05 / Limits and risk

限制与风险Limits and risk

风险不是警告，是可信度的一部分。以下结论只基于文档静态扫描，我们不会执行项目里的任何代码。Risk here is evidence, not an alarm. These findings come from static scanning of the docs; we never execute a project’s code.

限制LIMITS

未知Unknown

01需要 API KeyREQUIRES API KEY: 是Yes
02需要本地环境NEEDS LOCAL RUNTIME: 是Yes
03需要 DockerNEEDS DOCKER: 未在文档中发现Not found in the docs
04难度DIFFICULTY: 需要本地环境Needs a local runtime

PROVENANCE · 这些结论的依据是什么Where these conclusions come from

来源 URLSource URL: https://github.com/jgravelle/jcodemunch-mcp
原始数据哈希Raw data hash: abce52dd7b1f05fd6881fa6cf403bbd7
解析时间Parsed at: 2026-10-05T15:03:25.045Z
最后一次验证Last verified: 2026-10-05T13:45:39.240Z
增长测量时间Growth measured: —
发现查询Discovery queries: focus:token:repo:topic-token-optimization
分类来源Category source: rules
焦点Focus: token (10)

完整解析证据 JSONFull parse evidence JSON

{
  "agents": [
    {
      "agent": "claude-code",
      "evidence": "tree: .claude/"
    },
    {
      "agent": "claude-desktop",
      "evidence": "readme: …our MCP clients (Claude Code, Claude Desktop, Cursor, Windsurf, Continue),…"
    },
    {
      "agent": "codex",
      "evidence": "readme: …*, **Cursor**, **VS Code**, **Codex CLI**, **Windsurf**, **Continue**…"
    },
    {
      "agent": "cursor",
      "evidence": "readme: …unch-mcp%22%5D%7D) [![Install in Cursor](https://img.shields.io/badge…"
    },
    {
      "agent": "windsurf",
      "evidence": "readme: …**VS Code**, **Codex CLI**, **Windsurf**, **Continue**, and [any MCP…"
    },
    {
      "agent": "cline",
      "evidence": "readme: …Gemini CLI, Qwen Code, Kiro, Cline, Zed, Goose, Hermes, Odysseus…"
    },
    {
      "agent": "gemini-cli",
      "evidence": "readme: …surf, Codex CLI, Antigravity, Gemini CLI, Qwen Code, Kiro, Cline, Zed,…"
    },
    {
      "agent": "vscode",
      "evidence": "readme: …*Claude Code**, **Cursor**, **VS Code**, **Codex CLI**, **Windsurf*…"
    }
  ],
  "apiKey": "`PYTHONPATH=src python ...`, `GITHUB_TOKEN=\"\" gh ...`, `BR=$(...)`. **Inline env-v",
  "docker": null,
  "taxonomy": {
    "scores": {
      "design": 0,
      "ai-tools": 3,
      "dev-tools": 4,
      "indie-web": 0,
      "skill-agent": 12,
      "productivity": 4
    },
    "primary": "skill-agent",
    "secondary": "mcp-server"
  },
  "localRuntime": "treamlit` (`<25`), `inference-gpu` (`~=24.0`). Upgrading breaks three wor",
  "skillMdTotal": 10,
  "skillMdErrors": [],
  "treeTruncated": false,
  "categoryScores": {
    "data": 0,
    "agent": 0,
    "media": 0,
    "design": 0,
    "browser": 0,
    "devtool": 1,
    "security": 0,
    "marketing": 0,
    "productivity": 0
  },
  "classification": [
    {
      "signal": "10 SKILL.md with name + description",
      "weight": 0.95
    },
    {
      "signal": "server.json (MCP registry manifest)",
      "weight": 0.85
    },
    {
      "signal": "python dependency on mcp / fastmcp + MCP framing",
      "weight": 0.8
    },
    {
      "signal": "skills/ directory with 10 markdown files",
      "weight": 0.75
    },
    {
      "signal": "Claude Code plugin manifest",
      "weight": 0.7
    },
    {
      "signal": "MCP topic + README",
      "weight": 0.6
    },
    {
      "signal": "description mentions AI",
      "weight": 0.2
    }
  ],
  "scannedSources": [
    "readme",
    ".claude/skills/benchmark-methodology/SKILL.md",
    ".claude/skills/changelog-format/SKILL.md",
    ".claude/skills/claude-md-budget/SKILL.md",
    ".claude/skills/mechanism-not-instance/SKILL.md",
    ".claude/skills/observatory/SKILL.md",
    ".claude/skills/pr-description/SKILL.md",
    ".claude/skills/release/SKILL.md",
    ".claude/skills/standard-axes/SKILL.md",
    ".claude/skills/tool-surface-discipline/SKILL.md",
    ".claude/skills/version-scheme/SKILL.md"
  ],
  "skillMdFetched": 10
}