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Market around autokernel

Open-source autonomous agent that profiles PyTorch models, identifies GPU kernel bottlenecks, and iteratively optimizes Triton or CUDA C++ kernels with correctness and performance verification.

Visit rywalker.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
autokernel · Pro
No Pro plan
—
Pro-agent median
—
insufficient comparable pricing
vs Pro agents
No comparison
autokernel doesn't sell Pro
ⓘ Comparisons are same provider type (agent) and same buyer tier (Pro). Never across tiers.
Market density
0th pctile
0 strong substitutes
Price momentum · 31d
Flat
Agents · Pro median
$50/mo
1 priced · $50–$50 mid 50%
Platforms · Pro median
$90/mo
1 priced · $90–$90 mid 50%
Price spectrum · Pro plans · 2 of 4 providers priced · log scale · $50 → $90/mo
Agents Platforms◻ shaded = middle 50% · line = median (all types)autokernel has no comparable Pro price — not plotted

Products in this market

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

AAgents11Ranked by relevance
autokernelthis listing
● AGENT · relevance 100%
no public price
alchemize
● AGENT · relevance 61%
no public price
AutoResearch
● AGENT · relevance 60%
no public price
ml_intern
● AGENT · relevance 57%
$50/mo Pro
zap_coding_agent
● AGENT · relevance 56%
no public price
devduck
● AGENT · relevance 56%
no public price
gemini_autoresearch
● AGENT · relevance 56%
no public price
fix_agent
● AGENT · relevance 56%
no public price
tianshu_tui
● AGENT · relevance 56%
no public price
noteweave
● AGENT · relevance 56%
no public price
zerostack
● AGENT · relevance 56%
no public price
MMCP servers13Ranked by relevance
Octomil
● MCP · relevance 65%
no Pro plan
entry $1200/mo
WA
WarpGBM
● MCP · relevance 62%
no public price
auxen
● MCP · relevance 61%
no public price
upscayl_docker_worker
● MCP · relevance 60%
no public price
terradev_cli
● MCP · relevance 59%
no public price
Novita AI
● MCP · relevance 59%
no public price
env_doctor
● MCP · relevance 59%
no public price
axon
● MCP · relevance 58%
no public price
instruments_mcp_server
● MCP · relevance 57%
no public price
vinvai
● MCP · relevance 57%
no public price
optuna_mcp
● MCP · relevance 57%
no public price
processhacker_mcp
● MCP · relevance 57%
no public price
NVIDIA MCP
● MCP · relevance 56%
no public price
OOther5Ranked by relevance
autoresearch_ai_plugin
● OTHER · relevance 64%
no public price
paradox_engine
● OTHER · relevance 60%
no public price
ST
stellon_labs
● OTHER · relevance 58%
no public price
reprospan
● OTHER · relevance 58%
no public price
DSpark
● OTHER · relevance 57%
no public price
PPlatforms11Ranked by relevance
ratel
● PLATFORM · relevance 64%
no public price
lucidic_ai
● PLATFORM · relevance 62%
no public price
superopx
● PLATFORM · relevance 61%
no public price
agent_eval_harness
● PLATFORM · relevance 61%
no public price
givemeanode
● PLATFORM · relevance 60%
no public price
tura
● PLATFORM · relevance 57%
no public price
cedana
● PLATFORM · relevance 56%
no public price
Hola AI Agent
● PLATFORM · relevance 56%
no public price
skill_optimizer
● PLATFORM · relevance 56%
no public price
clawtrace
● PLATFORM · relevance 56%
$90 one-time Pro
not monthly-comparable
agentcat
● PLATFORM · relevance 56%
$90/mo Pro
FFrameworks10Ranked by relevance
ctx_2
● FRAMEWORK · relevance 60%
no public price
aima
● FRAMEWORK · relevance 59%
no public price
bonsai_memory
● FRAMEWORK · relevance 58%
no public price
opencode_raven
● FRAMEWORK · relevance 57%
no public price
AVO
● FRAMEWORK · relevance 57%
no public price
ArchForge
● FRAMEWORK · relevance 57%
no public price
manus_power_tools
● FRAMEWORK · relevance 56%
no public price
rara
● FRAMEWORK · relevance 56%
no public price
behest
● FRAMEWORK · relevance 56%
no public price
autodidact
● FRAMEWORK · relevance 56%
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.