Market around ContribScout

An MCP server, CLI, and local dashboard that scores GitHub repository health and ranks good first issues using maintainer responsiveness, PR merge rate, commit recency, contributor activity, and issue freshness.

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Explore the market

Prices and medians update for the tier you select.

Compare at

ContribScout · Pro

No Pro plan

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Pro-MCP server median

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insufficient comparable pricing

vs Pro MCP servers

No comparison

ContribScout doesn't sell Pro

ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.

Market density

11th pctile

5 competing vendors

Comparable listings · 30d

Flat

limited data · 0 priced comparables

Price spectrum · Pro plans · 2 of 3 providers priced · log scale · $19 → $79/mo

Agents Platforms◻ shaded = middle 50% · line = median (all types)ContribScout has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches ContribScout's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

MMCP servers6Ranked by similarity

ContribScoutthis listing

Coding Agent GitHub Repo Security Auditor

● MCP72% similar

no public price

GitHub Repo Change Intelligence

● MCP71% similar

no public price

AAPIs2Ranked by similarity

AAgents3Ranked by similarity

Express Issue Triage Agent

PPlatforms1Ranked by similarity

wrokin

● PLATFORM72% similar

$19/mo Pro

OOther1Ranked by similarity

Github Explorer Skill

● OTHER70% similar

no public price

Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.