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Market around Ars Umbris

An early-alpha macOS workspace and framework for building domain-specific systems for agentic knowledge work. It combines typed knowledge graphs, reusable tools and skills, extensible views, and MCP connectivity.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Ars Umbris · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Ars Umbris doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
62nd pctile
273 competing vendors
Comparable listings · 30d
—
Price spectrum · Pro plans · 3 of 8 providers priced · log scale · $30 → $50/mo
MCP servers Platforms Frameworks◻ shaded = middle 50% · line = median (all types)Ars Umbris has no comparable Pro price — not plotted

Products in this market

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

FFrameworks11Ranked by similarity
Ars Umbristhis listing
● FRAMEWORK
no public price
Janux
● FRAMEWORK76% similar
no public price
ExpertPack
● FRAMEWORK74% similar
no public price
Architect Agent Framework
● FRAMEWORK73% similar
no public price
Nitrostack
● FRAMEWORK73% similar
$30/mo Pro
AI Tools for Developers
● FRAMEWORK72% similar
no public price
Forwardcodesolutions
● FRAMEWORK72% similar
no public price
Agent
● FRAMEWORK72% similar
no public price
AgentScope
● FRAMEWORK72% similar
no public price
AgentCulture
● FRAMEWORK71% similar
no public price
AutoGen
● FRAMEWORK71% similar
no public price
PPlatforms19Ranked by similarity
BoltAI
● PLATFORM77% similar
no public price
Akyn Ai
● PLATFORM76% similar
no public price
Cowork Z
● PLATFORM74% similar
no public price
AgentXM
● PLATFORM74% similar
no public price
Fast Agent
● PLATFORM73% similar
no public price
Oynix
● PLATFORM73% similar
no public price
Metabind
● PLATFORM73% similar
no Pro plan
entry $49/mo
Worktable
● PLATFORM72% similar
no public price
CCHarness
● PLATFORM72% similar
no public price
Radix
● PLATFORM72% similar
no public price
OpenIndex Wiki
● PLATFORM72% similar
no public price
MCP Studio by Nexla
● PLATFORM72% similar
$50/mo Pro
Ellelion
● PLATFORM72% similar
no public price
Chamber
● PLATFORM72% similar
no public price
OpenKnowledge
● PLATFORM71% similar
no public price
Weave
● PLATFORM71% similar
no public price
DeepSeek Harness Desktop
● PLATFORM71% similar
no public price
HexaHQ
● PLATFORM71% similar
no public price
CerebrumKit
● PLATFORM71% similar
no public price
MMCP servers19Ranked by similarity
Clear Thought 1.5
● MCP76% similar
no public price
11agents Cloud MCP
● MCP75% similar
no public price
Sb
● MCP75% similar
$39/mo Pro
Loomkeep
● MCP73% similar
no public price
MCAI Knowledge
● MCP73% similar
no public price
Memsprout
● MCP73% similar
no Pro plan
entry $10/mo
EdgeEver
● MCP73% similar
no public price
Orbitapps Builder
● MCP72% similar
$25 usage Pro
not monthly-comparable
GetPaper
● MCP72% similar
no public price
Agentic-KB
● MCP72% similar
no public price
twinlens
● MCP72% similar
no public price
Santismm Knowledge MCP
● MCP71% similar
no public price
InkGraph
● MCP71% similar
no public price
AD
ADAS
● MCP71% similar
no public price
Aurelius
● MCP71% similar
no public price
Mecum
● MCP71% similar
no public price
Braus
● MCP71% similar
no public price
Kythene
● MCP71% similar
no Pro plan
entry $13/mo
khive
● MCP71% similar
no Pro plan
entry $8/mo
OOther1Ranked by similarity
ontology-plus
● OTHER74% 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.