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Market around Malong LiuHe

An LLM-native code operations toolkit with 44 MCP tools for symbol editing, indexing, impact analysis, reference tracing, code review, security scanning, testing, and deterministic quality gates.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Malong LiuHe · Pro
No Pro plan
—
Pro-MCP server median
$49
across 7 priced MCP servers
vs Pro MCP servers
No comparison
Malong LiuHe doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
96th pctile
872 strong substitutes
Price momentum · 31d
+81.8%
MCP servers · Pro median
$49/mo
7 priced · $27–$69 mid 50%
Price spectrum · Pro plans · 6 of 14 providers priced · log scale · $5 → $124/mo
MCP servers◻ shaded = middle 50% · line = median (all types)Malong LiuHe has no comparable Pro price — not plotted

Products in this market

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

MMCP servers44Ranked by relevance
Malong LiuHethis listing
● MCP · relevance 100%
no public price
SP
SpecLock - AI Constraint Engine
● MCP · relevance 85%
no Pro plan
entry $10/mo
throughline
● MCP · relevance 82%
no public price
x402_tools
● MCP · relevance 81%
no public price
arbor
● MCP · relevance 81%
no public price
ia-qa.com/mcp llm and RAG testing - Dev/QA toolbox
● MCP · relevance 81%
no public price
toke_local
● MCP · relevance 81%
no public price
SM
smart_terminal
● MCP · relevance 81%
no Pro plan
entry $10/mo
project_mapper
● MCP · relevance 80%
no public price
Aipaygen
● MCP · relevance 80%
no public price
Zambo AI Tools
● MCP · relevance 80%
$49/mo Pro
0% vs Pro median
TokRepo MCP Server
● MCP · relevance 79%
no public price
codegraff
● MCP · relevance 79%
no Pro plan
entry $8/mo
code-intel
● MCP · relevance 79%
no public price
arcjet_mcp
● MCP · relevance 79%
no public price
agent_tool
● MCP · relevance 79%
no public price
GA
GadgetHumans API Hub — 24 Free MCP Tools
● MCP · relevance 79%
$5/mo Pro
-90% vs Pro median
ContrastAPI
● MCP · relevance 78%
$15/mo Pro
-69% vs Pro median
WorkerLane
● MCP · relevance 78%
no public price
HexWitness
● MCP · relevance 78%
no public price
mcp_ethical_hacking
● MCP · relevance 78%
no public price
nuphus_mcp
● MCP · relevance 78%
no public price
agent_security_scanner
● MCP · relevance 78%
no public price
context_studios_mcp
● MCP · relevance 78%
no Pro plan
entry $2336/mo
MC
mcpindex
● MCP · relevance 77%
no Pro plan
entry $10/mo
anylens
● MCP · relevance 77%
no public price
MCPHero Meta-MCP Generator
● MCP · relevance 77%
$59/mo Pro
+20% vs Pro median
Dumpling AI MCP Server
● MCP · relevance 77%
$124/mo Pro
+153% vs Pro median
mcp_debugger_2
● MCP · relevance 77%
no public price
LXAgents Shared Instruction
● MCP · relevance 77%
no public price
SaSame Research
● MCP · relevance 77%
no Pro plan
entry $11/mo
serena
● MCP · relevance 77%
no public price
toolsnap_mcp
● MCP · relevance 77%
no Pro plan
entry $5/mo
patchloom
● MCP · relevance 77%
no public price
tools
● MCP · relevance 77%
$39/mo Pro
-20% vs Pro median
argus_mcp
● MCP · relevance 77%
no public price
CC Code MCP
● MCP · relevance 77%
no public price
AG
agentwings_exa_mcp_server
● MCP · relevance 77%
no Pro plan
entry $10/mo
pare
● MCP · relevance 77%
no public price
wondersuite
● MCP · relevance 76%
no public price
Prior
● MCP · relevance 76%
no public price
Gread
● MCP · relevance 76%
no public price
codeclone
● MCP · relevance 76%
no public price
pi-mcp
● MCP · relevance 76%
no public price
PPlatforms2Ranked by relevance
spring_ai_playground
● PLATFORM · relevance 78%
no public price
toolmetry
● PLATFORM · relevance 77%
no public price
AAgents3Ranked by relevance
pikoclaw
● AGENT · relevance 77%
no public price
dirge
● AGENT · relevance 77%
no public price
fx
● AGENT · relevance 77%
no public price
OOther1Ranked by relevance
mcp_observatory
● OTHER · relevance 77%
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.