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Market around ken-rank

A local context-ranking index for coding agents such as Claude Code and Codex CLI. It combines AST, semantic, project-history, and relationship signals to provide relevant files through an MCP server.

Visit pypi.org ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
ken-rank · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
ken-rank doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
68th pctile
19 competing vendors
Comparable listings · 30d
Flat
limited data · 2 priced comparables
Price spectrum · Pro plans · 1 of 3 providers priced · log scale · $12 → $12/mo
Agents◻ shaded = middle 50% · line = median (all types)ken-rank has no comparable Pro price — not plotted

Products in this market

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

MMCP servers40Ranked by similarity
ken-rankthis listing
● MCP
no public price
MIMRY
● MCP81% similar
no public price
Outsrc
● MCP81% similar
no public price
Codebase Copilot
● MCP80% similar
no public price
CO
Context Packer
● MCP80% similar
no public price
SyntaxRAG
● MCP79% similar
no public price
Agentmako
● MCP78% similar
no public price
Effort
● MCP78% similar
no public price
Bridger
● MCP78% similar
no public price
Lybrary
● MCP78% similar
no public price
ripwire
● MCP78% similar
no public price
agentRamen
● MCP77% similar
no public price
Code Context Engine
● MCP77% similar
no public price
chat-recall
● MCP77% similar
no Pro plan
entry $15/mo
skimsearch
● MCP77% similar
no public price
Vera
● MCP77% similar
no public price
Codegraff
● MCP76% similar
no Pro plan
entry $8/mo
Contextflux
● MCP76% similar
no public price
code-rag-mcp
● MCP76% similar
no public price
Slimdex
● MCP76% similar
no public price
Amdb
● MCP76% similar
no public price
Roam Code
● MCP76% similar
no public price
LayerMap
● MCP76% similar
no public price
Toke
● MCP76% similar
no public price
Cortex
● MCP76% similar
no public price
Claude Context
● MCP76% similar
no public price
Axelera Voyager Assistant
● MCP75% similar
no public price
Cartog
● MCP75% similar
no public price
CodeBudget
● MCP75% similar
no public price
AAS Core
● MCP75% similar
no public price
FileSift
● MCP75% similar
no public price
memlab
● MCP75% similar
no public price
RagPilot
● MCP75% similar
no public price
Context Engine
● MCP75% similar
no public price
subtask
● MCP75% similar
no public price
Clangaroo
● MCP75% similar
no public price
CodeMemory
● MCP75% similar
no public price
Speclaw
● MCP75% similar
no public price
Sverklo
● MCP75% similar
no public price
Rtfm
● MCP75% similar
no public price
AAgents3Ranked by similarity
mainai
● AGENT78% similar
no public price
Notion AI Hub
● AGENT77% similar
no public price
BuildGist
● AGENT76% similar
$12/mo Pro
FFrameworks1Ranked by similarity
Graphicle
● FRAMEWORK78% similar
no public price
OOther4Ranked by similarity
Explore Index
● OTHER77% similar
no public price
tokenix
● OTHER77% similar
no public price
OpenContextually
● OTHER75% similar
no public price
Graph Skill
● OTHER75% similar
no public price
PPlatforms2Ranked by similarity
Nga Wolf Watcher
● PLATFORM76% similar
no public price
Claudexor
● PLATFORM76% 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.