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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 wulun811.github.io ↗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
$22
across 4 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
78th pctile
28 competing vendors
Comparable listings · 30d
Flat
limited data · 1 priced comparable
MCP servers · Pro median
$22/mo
4 priced · —–— mid 50%
Price spectrum · Pro plans · 4 of 4 providers priced · log scale · $5 → $199/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 servers43Ranked by similarity
MA
Malong LiuHethis listing
● MCP
no public price
Qodo Agentic Toolbox
● MCP89% similar
no public price
SP
SpecLock - AI Constraint Engine
● MCP85% similar
no public price
Verinoda Symbiosis
● MCP83% similar
no public price
sem
● MCP83% similar
no public price
AS
Astra + Fable Style Constitution
● MCP82% similar
no public price
Throughline
● MCP82% similar
no public price
crt
● MCP81% similar
no public price
X402 Tools
● MCP81% similar
no public price
Arbor
● MCP81% similar
no public price
ia-qa.com/mcp llm and RAG testing - Dev/QA toolbox
● MCP81% similar
no public price
Toke
● MCP81% similar
no public price
Uiverify
● MCP81% similar
$199/mo Pro
+805% vs Pro median
Serena
● MCP81% similar
no public price
SM
Smart Terminal
● MCP81% similar
no public price
X402 Suite
● MCP81% similar
no public price
Capability Gateway
● MCP80% similar
no public price
HEIDES
● MCP80% similar
no public price
OpenCode MCP Orchestrator
● MCP80% similar
no public price
Aipaygen
● MCP80% similar
no public price
Zambo AI Tools
● MCP80% similar
$29/mo Pro
+32% vs Pro median
Kanto Labs MCP Server
● MCP80% similar
no public price
Code Interpreter Agent by Nova
● MCP79% similar
no public price
TokRepo MCP Server
● MCP79% similar
no public price
Girder
● MCP79% similar
no public price
Codegraff
● MCP79% similar
no public price
ToolRush-MCP
● MCP79% similar
no public price
code-intel
● MCP79% similar
no public price
memlab
● MCP79% similar
no public price
Arcjet
● MCP79% similar
no public price
zcode-mcp
● MCP79% similar
no public price
toolJev
● MCP79% similar
no public price
Agent Tool
● MCP79% similar
no public price
MCP Node Zig
● MCP79% similar
no public price
GA
GadgetHumans API Hub
● MCP79% similar
$5/mo Pro
-77% vs Pro median
ContrastAPI
● MCP78% similar
$15/mo Pro
-32% vs Pro median
Proactive Agent MCP Server
● MCP78% similar
no public price
Truecanvas
● MCP78% similar
no public price
Codacy MCP Server
● MCP78% similar
no public price
TO
Toolkit
● MCP78% similar
no public price
coding-agents-mcp
● MCP78% similar
no public price
Hānihi MCP Server
● MCP78% similar
no public price
MCP Pill
● MCP78% similar
no public price
AAgents2Ranked by similarity
CodeAgent
● AGENT82% similar
no public price
AgentScore
● AGENT78% similar
no public price
FFrameworks2Ranked by similarity
Graft
● FRAMEWORK81% similar
no public price
NaviForge
● FRAMEWORK78% similar
no public price
OOther3Ranked by similarity
Tanod
● OTHER81% similar
no public price
Tollgate
● OTHER79% similar
no public price
Maintainer Skills Lab
● OTHER78% similar
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.