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Market around marble

A model-agnostic agent harness for life sciences that connects data, tools, compute, clusters, clouds, pipelines, and bioinformatics systems.

Visit marble.glass.bio ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
marble · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
marble doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
64th pctile
144 strong substitutes
Price momentum · 31d
+200.0%
Platforms · Pro median
$100/mo
9 priced · $25–$150 mid 50%
Price spectrum · Pro plans · 7 of 14 providers priced · log scale · $4.17 → $999/mo
Platforms◻ shaded = middle 50% · line = median (all types)marble has no comparable Pro price — not plotted

Products in this market

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

FFrameworks8Ranked by relevance
marblethis listing
● FRAMEWORK · relevance 100%
no public price
CrewAI Platform
● FRAMEWORK · relevance 73%
no public price
DE
DeerFlow
● FRAMEWORK · relevance 73%
no public price
sgmap
● FRAMEWORK · relevance 72%
no public price
open_agent_builder
● FRAMEWORK · relevance 71%
no public price
harness_all
● FRAMEWORK · relevance 71%
no public price
lotus
● FRAMEWORK · relevance 71%
no public price
access_github
● FRAMEWORK · relevance 71%
no public price
PPlatforms37Ranked by relevance
manifold_ai
● PLATFORM · relevance 79%
no public price
lemonlime
● PLATFORM · relevance 74%
no Pro plan
entry $999/mo
opensteer
● PLATFORM · relevance 74%
no Pro plan
entry $50/mo
Launch Agents
● PLATFORM · relevance 74%
no public price
agent_mill
● PLATFORM · relevance 73%
no public price
reina_agent
● PLATFORM · relevance 73%
no public price
Caregence
● PLATFORM · relevance 73%
no public price
agentswarms
● PLATFORM · relevance 73%
no public price
kmatrix
● PLATFORM · relevance 73%
no public price
ATLAS AI Agent Catalog
● PLATFORM · relevance 73%
no public price
workflux
● PLATFORM · relevance 73%
$999/mo Pro
+899% vs Pro median
sim_ai
● PLATFORM · relevance 72%
$25/mo Pro
-75% vs Pro median
Agent Studio
● PLATFORM · relevance 72%
no public price
Glean AI Agent Library
● PLATFORM · relevance 72%
no public price
agenticempireai_agentasaservic
● PLATFORM · relevance 71%
no public price
workflow
● PLATFORM · relevance 71%
no public price
morphmind
● PLATFORM · relevance 71%
no public price
enhans_agentos
● PLATFORM · relevance 71%
no public price
build_custom_ai_agents_with_lo
● PLATFORM · relevance 71%
$4.17/mo Pro
-96% vs Pro median
brightwave
● PLATFORM · relevance 71%
no public price
IBM AI Productivity Software
● PLATFORM · relevance 71%
no public price
avasis
● PLATFORM · relevance 71%
no public price
skypoint_ai
● PLATFORM · relevance 71%
no public price
elixirclaw
● PLATFORM · relevance 71%
no Pro plan
entry $15/mo
Dust
● PLATFORM · relevance 71%
$24/mo Pro
-76% vs Pro median
datalayer
● PLATFORM · relevance 71%
no Pro plan
entry $49/mo
prescient_ai
● PLATFORM · relevance 71%
no public price
abundly
● PLATFORM · relevance 71%
no Pro plan
entry $240/mo
Claygent
● PLATFORM · relevance 71%
no Pro plan
entry $167/mo
hapax
● PLATFORM · relevance 71%
$150/mo Pro
+50% vs Pro median
blue_ai
● PLATFORM · relevance 70%
no public price
caibots_platform
● PLATFORM · relevance 70%
no public price
Substructure
● PLATFORM · relevance 70%
no public price
OpenMesha
● PLATFORM · relevance 70%
no public price
tensoropera_ai
● PLATFORM · relevance 70%
$199/mo Pro
+99% vs Pro median
autonoly
● PLATFORM · relevance 70%
$99/mo Pro
-1% vs Pro median
teamai
● PLATFORM · relevance 70%
no Pro plan
entry $2750/mo
MMCP servers1Ranked by relevance
openpharma
● MCP · relevance 76%
no public price
OOther3Ranked by relevance
ClawBio
● OTHER · relevance 72%
no public price
google_cloud_agent
● OTHER · relevance 72%
no public price
bitontree_ai_agent_development
● OTHER · relevance 71%
no public price
AAgents1Ranked by relevance
biomni_stanford_edu
● AGENT · relevance 71%
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.