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MCP Server

Measured data: Claude Code and the coding-agent market

work.agentexchange/measured-data
Data & Analytics Search & Research Public & reachable MCP 2026-07-28

What this MCP does

Provides measured datasets and research tools covering coding agents, MCP registries, developer markets, GitHub trends, and product-idea comparables.

Capabilities

Tools

8 tools
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.
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
get_dataset
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.
Input schema 
{'type': 'object', 'required': ['name'], 'properties': {'name': {'type': 'string'}}, 'additionalProperties': False}
github_trending
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.
Input schema 
{'type': 'object', 'properties': {'date': {'type': 'string', 'description': 'YYYY-MM-DD of an archived snapshot'}, 'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1}, 'since': {'enum': ['daily', 'weekly', 'monthly'], 'type': 'string'}, 'language': {'enum': ['python', 'typescript', 'javascript', 'go', 'rust', 'java', 'c++', 'shell'], 'type': 'string'}}, 'additionalProperties': False}
issue_gap_map
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.
Input schema 
{'type': 'object', 'required': ['repo'], 'properties': {'repo': {'enum': ['anthropics/claude-code', 'openai/codex', 'google-gemini/gemini-cli'], 'type': 'string'}, 'limit': {'type': 'integer', 'maximum': 40, 'minimum': 1}}, 'additionalProperties': False}
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.
Input schema 
{'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.
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
score_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.
Input schema 
{'type': 'object', 'required': ['idea'], 'properties': {'idea': {'type': 'string', 'description': 'the product idea, price and whether it has a free tier, in plain words (8-300 chars)'}}, '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).
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
History

Recent tool changes

Added
claude_code_cost_anatomy
Sept. 25, 2026, 2:40 a.m.
Added
github_trending
Sept. 25, 2026, 2:40 a.m.
Added
score_idea
Sept. 25, 2026, 2:40 a.m.
Added
mcp_registry_census
Sept. 25, 2026, 2:40 a.m.
Added
show_hn_claude_code_stats
Sept. 25, 2026, 2:40 a.m.
Added
issue_gap_map
Sept. 25, 2026, 2:40 a.m.
Added
get_dataset
Sept. 25, 2026, 2:40 a.m.
Added
list_datasets
Sept. 25, 2026, 2:40 a.m.
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