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Market around PETSc AI

A research project developing AI agents and MCP tools for PETSc scientific computing, including agent-based workflows, scientific code generation, knowledge-base assistance, and benchmark evaluation.

Visit petsc-ai.org ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
PETSc AI · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
PETSc AI doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
57th pctile
213 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$47.5/mo
4 priced · —–— mid 50%
Price spectrum · Pro plans · 5 of 7 providers priced · log scale · $5 → $49.99/mo
MCP servers Other◻ shaded = middle 50% · line = median (all types)PETSc AI has no comparable Pro price — not plotted

Products in this market

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

FFrameworks13Ranked by similarity
PETSc AIthis listing
● FRAMEWORK
no public price
Deep Research
● FRAMEWORK76% similar
no public price
KYVAutoResearch v2
● FRAMEWORK76% similar
no public price
Qiongli
● FRAMEWORK74% similar
no public price
faultbench
● FRAMEWORK73% similar
no public price
trusty-tools
● FRAMEWORK72% similar
no public price
Minicode
● FRAMEWORK72% similar
no public price
Thclaws
● FRAMEWORK71% similar
no public price
Agent
● FRAMEWORK71% similar
no public price
BindAI
● FRAMEWORK71% similar
no public price
Chelis
● FRAMEWORK71% similar
no public price
Aai Gateway
● FRAMEWORK71% similar
no public price
Agentman
● FRAMEWORK71% similar
no public price
MMCP servers31Ranked by similarity
PETSc MCP Servers
● MCP81% similar
no public price
Ai Netcafe
● MCP74% similar
no public price
datarust
● MCP73% similar
no public price
Tanod
● MCP73% similar
no public price
OSINT MCP
● MCP73% similar
$49.99/mo Pro
+5% vs Pro median
Wolfram
● MCP73% similar
no public price
PaperVizAgent
● MCP73% similar
no public price
Toolbox MCP
● MCP73% similar
no public price
Rogue PAL MCP
● MCP73% similar
no public price
STEM Agent
● MCP72% similar
$19/mo Pro
-60% vs Pro median
Giljo HQ
● MCP72% similar
no Pro plan
entry $10/mo
Frenchie
● MCP72% similar
no public price
Forage
● MCP72% similar
no public price
Jetty
● MCP72% similar
no public price
Andromeda Agent Lab
● MCP72% similar
no public price
Awareness Kaas
● MCP72% similar
$45/mo Pro
-5% vs Pro median
Aipaygen
● MCP72% similar
no public price
Helio Commons
● MCP72% similar
no public price
OpenCat Embodied Robot Evaluation MCP
● MCP72% similar
no public price
MCP Machine Learning Agent
● MCP72% similar
no public price
Agent Tool MCP Server
● MCP72% similar
no public price
coding-agents-mcp
● MCP72% similar
no public price
Fincraftly
● MCP72% similar
no Pro plan
entry $199/mo
PraisonAI MCP Server
● MCP71% similar
no public price
DE
Dev-Artifacts
● MCP71% similar
no public price
Agentic-KB
● MCP71% similar
no public price
mcdx-toolbox
● MCP71% similar
no public price
Pactlio Contracts
● MCP71% similar
no public price
Knowledge Base Server
● MCP71% similar
no public price
Arithym
● MCP71% similar
$5/mo Pro
-89% vs Pro median
Transform
● MCP71% similar
no public price
PPlatforms3Ranked by similarity
Fast Agent
● PLATFORM76% similar
no public price
CLIO Kit
● PLATFORM75% similar
no public price
Codebrain
● PLATFORM73% similar
no public price
OOther3Ranked by similarity
MCP Servers
● OTHER72% similar
no public price
Hoofy
● OTHER71% similar
no public price
Anthropiccom
● OTHER71% similar
$20/mo Pro

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.