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Market around Observability-Demo

An open-source observability demo for GROMACS simulations and scikit-learn training runs, with MLflow tracking, Grafana monitoring, and an MCP interface for Claude and ChatGPT to query runs, inspect logs, compare results, and start jobs.

Visit sim.oliverkoehn.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Observability-Demo · Pro
No Pro plan
—
Pro-MCP server median
$34.5
across 5 priced MCP servers
vs Pro MCP servers
No comparison
Observability-Demo doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
78th pctile
525 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$34.5/mo
5 priced · $20–$86.8 mid 50%
Price spectrum · Pro plans · 9 of 12 providers priced · log scale · $9 → $99/mo
MCP servers Platforms◻ shaded = middle 50% · line = median (all types)Observability-Demo has no comparable Pro price — not plotted

Products in this market

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

MMCP servers35Ranked by similarity
Observability-Demothis listing
● MCP
no public price
Claude Codex MCP
● MCP78% similar
no public price
Claude Eval MCP
● MCP78% similar
no public price
SentinelX
● MCP77% similar
$9/mo Pro
-74% vs Pro median
YU
Yury AI Gateway
● MCP77% similar
no public price
Agent MCP
● MCP77% similar
no public price
SellerForge MCP Connector
● MCP77% similar
$40.83/mo Pro
+18% vs Pro median
Singchat
● MCP76% similar
$20/mo Pro
-42% vs Pro median
GigHQ.ai Agent Skill
● MCP76% similar
no public price
Eden MCP
● MCP76% similar
$12.5/mo Pro
-64% vs Pro median
Get It Done
● MCP75% similar
$12/mo Pro
-65% vs Pro median
Clevera MCP Server
● MCP75% similar
$86.8/mo Pro
+152% vs Pro median
AI Workers
● MCP75% similar
no public price
local-llm-worker
● MCP75% similar
no public price
Multi-Provider MCP Server
● MCP75% similar
no public price
WebChatMCP.js
● MCP75% similar
no public price
DiscordMCP
● MCP74% similar
no Pro plan
entry $4/mo
Tablero MCP
● MCP74% similar
no public price
AgentDock MCP Harness
● MCP74% similar
no public price
Zerouter MCP
● MCP74% similar
no public price
MCP K8s Observability
● MCP74% similar
no public price
Langfuse
● MCP74% similar
no public price
ChatGPT Desktop MCP
● MCP74% similar
no public price
Cascabel Ship-it
● MCP74% similar
no public price
Mcp Server Chatgpt Mac
● MCP74% similar
no public price
Hometown Discount
● MCP74% similar
no public price
pasear
● MCP74% similar
no public price
Sasuke Works AI Connector
● MCP74% similar
no Pro plan
entry $32/mo
ADS MCP
● MCP74% similar
no Pro plan
entry $10/mo
Fellow Aiden Connector
● MCP73% similar
no public price
Spillway MCP
● MCP73% similar
no public price
Sim Lab
● MCP73% similar
no public price
AssetLab MCP Server
● MCP73% similar
no public price
Grok Media MCP
● MCP73% similar
no public price
coding-agents-mcp
● MCP73% similar
no public price
PPlatforms10Ranked by similarity
AI Office
● PLATFORM78% similar
no public price
Agentcat
● PLATFORM77% similar
$90/mo Pro
Yavio
● PLATFORM76% similar
no public price
Sorcerer
● PLATFORM75% similar
no public price
Promptmate
● PLATFORM75% similar
$99/mo Pro
KI
KinetAios
● PLATFORM74% similar
no public price
Agentsocial
● PLATFORM74% similar
no public price
Agent Toolbox
● PLATFORM74% similar
no public price
Open Cowork
● PLATFORM74% similar
no public price
Apex
● PLATFORM73% similar
$29.99/mo Pro
FFrameworks2Ranked by similarity
Animus
● FRAMEWORK76% similar
no public price
Moto
● FRAMEWORK75% similar
no public price
OOther1Ranked by similarity
Colab Studio
● OTHER75% similar
no public price
AAgents1Ranked by similarity
Claude Sidecar
● AGENT74% similar
no public price
AAPIs1Ranked by similarity
Ai Bridge
● API74% 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.