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Market around vinvai

A developer tool that traces, benchmarks, tests, and optimizes agent-written Python code. It builds a runtime context graph and serves code behavior data to Claude Code, Cursor, and other editors over MCP.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
vinvai · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
vinvai doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
53rd pctile
81 strong substitutes
Price momentum · 30d
Flat
MCP servers · Pro median
$29/mo
1 priced · $29–$29 mid 50%
Platforms · Pro median
$90/mo
3 priced · $47–$145 mid 50%
Frameworks · Pro median
$19/mo
1 priced · $19–$19 mid 50%
Price spectrum · Pro plans · 5 of 8 providers priced · log scale · $4 → $199/mo
MCP servers Platforms Frameworks◻ shaded = middle 50% · line = median (all types)vinvai has no comparable Pro price — not plotted

Products in this market

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

MMCP servers15Ranked by relevance
vinvaithis listing
● MCP · relevance 100%
no public price
Registree
● MCP · relevance 75%
no public price
Codeinterpreter
● MCP · relevance 73%
no Pro plan
entry $10/mo
agentpulse_2
● MCP · relevance 71%
no public price
agentmako
● MCP · relevance 71%
no public price
claude_code_mcp
● MCP · relevance 71%
no public price
flowlens_mcp_server
● MCP · relevance 71%
no public price
buggazi
● MCP · relevance 71%
no Pro plan
entry $10/mo
code-intel
● MCP · relevance 71%
no public price
kaimon_jl
● MCP · relevance 70%
no public price
processhacker_mcp
● MCP · relevance 70%
no public price
whats_running_mcp
● MCP · relevance 69%
$29/mo Pro
pi-mcp
● MCP · relevance 69%
no public price
Norma MCP Server
● MCP · relevance 69%
no public price
mcp_claude_code
● MCP · relevance 69%
no public price
OOther10Ranked by relevance
Agent Harness
● OTHER · relevance 75%
no public price
DevContext
● OTHER · relevance 74%
no public price
codebase_knowledge_builder
● OTHER · relevance 73%
no public price
rungraph
● OTHER · relevance 72%
no public price
harness_handbook
● OTHER · relevance 71%
no public price
django_performance_optimizer
● OTHER · relevance 70%
no public price
appleboy_skills
● OTHER · relevance 70%
no public price
mindwalk
● OTHER · relevance 70%
no public price
agent-trajectory
● OTHER · relevance 70%
no public price
graph_skill
● OTHER · relevance 69%
no public price
PPlatforms6Ranked by relevance
morph
● PLATFORM · relevance 74%
no Pro plan
entry $20/mo
fiveonefour
● PLATFORM · relevance 73%
no public price
agentcat
● PLATFORM · relevance 70%
$90/mo Pro
0% vs Pro median
agentic_ai_2
● PLATFORM · relevance 70%
no public price
litefuse
● PLATFORM · relevance 70%
$199/mo Pro
+121% vs Pro median
yume
● PLATFORM · relevance 70%
$4/mo Pro
-96% vs Pro median
FFrameworks14Ranked by relevance
ecc
● FRAMEWORK · relevance 72%
$19/mo Pro
causal_continuity_engine
● FRAMEWORK · relevance 72%
no public price
my_own_coding_agent
● FRAMEWORK · relevance 71%
no public price
detrix
● FRAMEWORK · relevance 71%
no public price
ultracodex
● FRAMEWORK · relevance 71%
no public price
Tau
● FRAMEWORK · relevance 70%
no public price
claw_orchestrator
● FRAMEWORK · relevance 70%
no public price
h5i_python
● FRAMEWORK · relevance 70%
no public price
ScaffoldScope
● FRAMEWORK · relevance 70%
no public price
skillgarden
● FRAMEWORK · relevance 70%
no public price
master_orchestrator
● FRAMEWORK · relevance 70%
no public price
h5i
● FRAMEWORK · relevance 70%
no public price
harness_2
● FRAMEWORK · relevance 69%
no public price
orcheo
● FRAMEWORK · relevance 69%
no public price
AAgents5Ranked by relevance
minicode_agent
● AGENT · relevance 71%
no public price
gitwhy_2
● AGENT · relevance 71%
no public price
Ember CLI
● AGENT · relevance 70%
no public price
mangopi_cli
● AGENT · relevance 70%
no public price
benzi
● AGENT · relevance 70%
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.