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Market around opscat

Open-source, single-binary software catalog for platform engineering that discovers services, visualizes dependencies, calculates compliance scorecards, and exposes architecture data through a native MCP server for AI coding agents.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
opscat · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
opscat doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
99th pctile
1357 strong substitutes
Price momentum · 31d
+40.0%
Platforms · Pro median
$59/mo
3 priced · $42–$119 mid 50%
Price spectrum · Pro plans · 2 of 8 providers priced · log scale · $25 → $59/mo
Platforms◻ shaded = middle 50% · line = median (all types)opscat has no comparable Pro price — not plotted

Products in this market

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

MMCP servers29Ranked by relevance
opscatthis listing
● MCP · relevance 100%
no public price
freya_mcp_server
● MCP · relevance 83%
no public price
mk_family
● MCP · relevance 82%
no public price
roam_code
● MCP · relevance 81%
no Pro plan
entry $99/mo
codescout
● MCP · relevance 81%
no public price
sprintra
● MCP · relevance 80%
no Pro plan
entry $5/mo
Euthynos
● MCP · relevance 79%
no public price
remembrallmcp
● MCP · relevance 79%
no public price
sync
● MCP · relevance 79%
no public price
Santismm Knowledge MCP
● MCP · relevance 79%
no public price
FlowCraft
● MCP · relevance 79%
no public price
guide
● MCP · relevance 79%
no public price
xrm_mcp
● MCP · relevance 78%
no public price
pi-mcp
● MCP · relevance 78%
no public price
mcp_adr_analysis_server
● MCP · relevance 78%
no public price
opentrace
● MCP · relevance 78%
no public price
opentester
● MCP · relevance 78%
no public price
local_coding_agent
● MCP · relevance 78%
no public price
cursor_buddy_mcp
● MCP · relevance 78%
no public price
coding_tools_mcp
● MCP · relevance 78%
no public price
byteaskai
● MCP · relevance 78%
no public price
Sophia Architecture
● MCP · relevance 78%
$49 one-time Pro
not monthly-comparable
world_model_mcp
● MCP · relevance 77%
no public price
agents_remember
● MCP · relevance 77%
no public price
AI
ai-scout
● MCP · relevance 77%
no Pro plan
entry $10/mo
revula
● MCP · relevance 77%
no public price
context_sherpa
● MCP · relevance 77%
no public price
mithril
● MCP · relevance 77%
no public price
metatron
● MCP · relevance 77%
no public price
FFrameworks4Ranked by relevance
acs
● FRAMEWORK · relevance 81%
no public price
codemium
● FRAMEWORK · relevance 79%
no public price
bitloops
● FRAMEWORK · relevance 79%
no public price
sp_context
● FRAMEWORK · relevance 78%
no public price
PPlatforms9Ranked by relevance
workermill
● PLATFORM · relevance 81%
no public price
memcode
● PLATFORM · relevance 80%
no Pro plan
entry $25/mo
7AI
● PLATFORM · relevance 79%
$25/mo Pro
-58% vs Pro median
Verdent AI
● PLATFORM · relevance 78%
$59/mo Pro
0% vs Pro median
Codegen.com
● PLATFORM · relevance 78%
no public price
dexto
● PLATFORM · relevance 78%
no public price
Codacy
● PLATFORM · relevance 77%
no Pro plan
entry $18/mo
wuphf_by_nex
● PLATFORM · relevance 77%
no public price
mainframe
● PLATFORM · relevance 77%
no public price
AAgents3Ranked by relevance
lunax
● AGENT · relevance 79%
no public price
Keen Code
● AGENT · relevance 79%
no public price
squadcoder
● AGENT · relevance 77%
no public price
OOther5Ranked by relevance
agent_skills_4
● OTHER · relevance 78%
no public price
update_helper_skills
● OTHER · relevance 78%
no public price
rolecraft_skills
● OTHER · relevance 78%
no public price
TechSkills-Lib
● OTHER · relevance 77%
no public price
codealmanac
● 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.