Measured data: Claude Code and the coding-agent market
Measured weekly data on Claude Code and coding agents: costs, plugins, MCP registry, npm, HN, issues
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质量与安全性
发现（3）
- HIGHTool poisoning patterns detected
- LOWTool 'mcp_registry_census' description lacks action verb在 mcp_registry_census 中
- INFOTool description contains placeholder or incomplete text在 score_idea 中
基于对工具定义和协议合规性的自动分析。
上下文开销
这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高，可用于其他任务的注意力就越少。
安装
一键安装
将以下内容添加到你的 `claude_desktop_config.json` 文件中：
{
"mcpServers": {
"measured-data": {
"url": "https://agentexchange.work/data/mcp"
}
}
}远程端点
https://agentexchange.work/data/mcpstreamable-http它能做什么
工具清单
工具（8）
🟢list_datasets
List the measured datasets on agentexchange.work/data (Claude Code cost anatomy, tokens per day, plugin marketplace star sample, MCP registry census, npm MCP-server download sample, Show HN outcomes, issue gap maps, token-reduction tools) with pull dates.
输入模式
{
"type": "object",
"properties": {},
"additionalProperties": false
}🟢get_dataset(name)
Return one dataset as JSON. Names: cost-anatomy, tokens-per-day, plugins-marketplace, mcp-registry, npm-mcp-servers, show-hn-claude-code, issues-gap-map, token-reduction-tools.
输入模式
{
"type": "object",
"properties": {
"name": {
"type": "string"
}
},
"required": [
"name"
],
"additionalProperties": false
}⚪issue_gap_map(repo, limit)
Top open issues by thumbs-up for anthropics/claude-code, openai/codex or google-gemini/gemini-cli: what users ask for loudest that is still open.
输入模式
{
"type": "object",
"properties": {
"repo": {
"type": "string",
"enum": [
"anthropics/claude-code",
"openai/codex",
"google-gemini/gemini-cli"
]
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 40
}
},
"required": [
"repo"
],
"additionalProperties": false
}🟢show_hn_claude_code_stats
Points distribution of every Show HN launch with 'Claude Code' in the title over the last 90 days (count, median, p75, p90, share reaching 50 points, top posts).
输入模式
{
"type": "object",
"properties": {},
"additionalProperties": false
}⚪mcp_registry_census
Full-crawl census of the official MCP registry: unique servers, new servers per day, remote share, share of remote servers with no auth.
输入模式
{
"type": "object",
"properties": {},
"additionalProperties": false
}🟡score_idea(idea)
Score a product idea against LIVE market data: the idea in plain words is turned into a market lookup, comparables are pulled from the directory where it would ship (npm, VS Code, WordPress.org, GitHub, Hacker News, Apify, Hugging Face, MCP registry), newcomers (<=24 months) set the reach, sourced priors give conversion and retention. Returns KILL / PASS / UNKNOWN with the deciding number, month-12 revenue ceiling, months to first dollar, and the comparables with links. Takes ~20 s.
输入模式
{
"type": "object",
"properties": {
"idea": {
"type": "string",
"description": "the product idea, price and whether it has a free tier, in plain words (8-300 chars)"
}
},
"required": [
"idea"
],
"additionalProperties": false
}⚪github_trending(since, language, date, limit)
GitHub Trending (which has no official API or history): today's list, this week, this month, or a language's daily list; or a past day's snapshot by date. Scraped daily and archived.
输入模式
{
"type": "object",
"properties": {
"since": {
"type": "string",
"enum": [
"daily",
"weekly",
"monthly"
]
},
"language": {
"type": "string",
"enum": [
"python",
"typescript",
"javascript",
"go",
"rust",
"java",
"c++",
"shell"
]
},
"date": {
"type": "string",
"description": "YYYY-MM-DD of an archived snapshot"
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 50
}
},
"additionalProperties": false
}🟢claude_code_cost_anatomy
Measured anatomy of 160 real Claude Code sessions: cache-read share of billed context, oversized tool-output share, and the replay effect of capping tool results at 8,000 characters.
输入模式
{
"type": "object",
"properties": {},
"additionalProperties": false
}社区
证据