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Market around env_doctor

GPU environment diagnostic tool that detects and fixes CUDA/driver/library mismatches for Python AI developers. Exposes diagnostics via MCP server for AI assistants like Claude.

Visit mitulgarg.github.io ↗Pricing page ↗
Pricing (0 buyer tiers · 1 plan)
Free plan available Free
As parsed from mitulgarg.github.io/env-doctor/ on 2026-08-24.

Explore the market

Prices and medians update for the tier you select.

Compare at
Env Doctor · Pro
No Pro plan
—
Pro-MCP server median
$44
across 4 priced MCP servers
vs Pro MCP servers
No comparison
Env Doctor doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
24th pctile
17 strong substitutes
Price momentum · 30d
Flat
Agents · Pro median
$9.9/mo
1 priced · $9.9–$9.9 mid 50%
MCP servers · Pro median
$44/mo
4 priced · $26.5–$68.5 mid 50%
APIs · Pro median
$9/mo
1 priced · $9–$9 mid 50%

Agents cost 0.2× MCP servers at the Pro tier.

Price spectrum · Pro plans · 5 of 8 providers priced · log scale · $9 → $97/mo
Agents MCP servers APIs◻ shaded = middle 50% · line = median (all types)Env Doctor has no comparable Pro price — not plotted

Products in this market

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

MMCP servers28Ranked by relevance
env_doctorthis listing
● MCP · relevance 100%
no public price
Botoi MCP
● MCP · relevance 73%
no public price
mcp_perplexity_server
● MCP · relevance 71%
no public price
evalgate_mcp
● MCP · relevance 69%
no public price
openclaw_direct_openclaw
● MCP · relevance 69%
$29/mo Pro
-34% vs Pro median
mcp_tools_py
● MCP · relevance 69%
no public price
wifi_security_mcp_server
● MCP · relevance 68%
no public price
Oi Ai
● MCP · relevance 68%
$19/mo Pro
-57% vs Pro median
omni_image_tools_mcp
● MCP · relevance 68%
no public price
fitness_coach
● MCP · relevance 68%
no public price
kaggle_mcp_2
● MCP · relevance 68%
no public price
autodesk_mcp_servers
● MCP · relevance 68%
no public price
Wolfram
● MCP · relevance 68%
no public price
mcpd
● MCP · relevance 67%
no public price
rigor
● MCP · relevance 67%
no public price
mcp_bundler
● MCP · relevance 67%
no public price
Senzing
● MCP · relevance 67%
no public price
checklist
● MCP · relevance 67%
no public price
FU
fusional
● MCP · relevance 67%
$97/mo Pro
+120% vs Pro median
ncp
● MCP · relevance 67%
no public price
AP
apix420mcp1
● MCP · relevance 67%
no Pro plan
entry $10/mo
NVIDIA MCP
● MCP · relevance 67%
no public price
kudosity_mcp_server
● MCP · relevance 67%
no public price
jkanselaar_python_code_validat
● MCP · relevance 67%
no public price
fathom
● MCP · relevance 67%
no public price
supermcp
● MCP · relevance 67%
no public price
upscayl_docker_worker
● MCP · relevance 66%
no public price
mcpmate
● MCP · relevance 66%
no public price
FFrameworks10Ranked by relevance
booklib
● FRAMEWORK · relevance 70%
no public price
concierge
● FRAMEWORK · relevance 68%
no public price
toolnexus
● FRAMEWORK · relevance 68%
no public price
agentor
● FRAMEWORK · relevance 68%
no public price
factorly
● FRAMEWORK · relevance 68%
no public price
stirrup
● FRAMEWORK · relevance 67%
no public price
vhk
● FRAMEWORK · relevance 67%
no public price
AgenticDome Python SDK
● FRAMEWORK · relevance 67%
no public price
MCP Model Context Protocol From Scratch
● FRAMEWORK · relevance 67%
no public price
metacoder
● FRAMEWORK · relevance 66%
no public price
PPlatforms5Ranked by relevance
Fast Agent
● PLATFORM · relevance 69%
no public price
artemis_ide
● PLATFORM · relevance 69%
no public price
mcpjam
● PLATFORM · relevance 68%
no Pro plan
entry $38/mo
givemeanode
● PLATFORM · relevance 67%
no public price
kayba
● PLATFORM · relevance 66%
no public price
AAPIs1Ranked by relevance
utilix
● API · relevance 69%
$9/mo Pro
OOther3Ranked by relevance
anthropiccom
● OTHER · relevance 68%
no public price
mcp_defender
● OTHER · relevance 68%
no Pro plan
entry $30/mo
mcpilot_2
● OTHER · relevance 67%
no public price
AAgents3Ranked by relevance
uneven_agent
● AGENT · relevance 68%
$9.9/mo Pro
Keen Code
● AGENT · relevance 67%
no public price
zap_coding_agent
● AGENT · relevance 66%
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.