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Market around whichtool

Open-source CLI and GitHub Action that benchmarks MCP tool selection by presenting a model with prepared intents, recording chosen tools, and reporting confusion rates. It also inspects tool descriptions and schemas without executing tools.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
whichtool · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
whichtool doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
54th pctile
90 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$49/mo
3 priced · $39–$49 mid 50%
Price spectrum · Pro plans · 3 of 6 providers priced · log scale · $29 → $49/mo
MCP servers◻ shaded = middle 50% · line = median (all types)whichtool has no comparable Pro price — not plotted

Products in this market

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

OOther13Ranked by relevance
whichtoolthis listing
● OTHER · relevance 100%
no public price
maverik
● OTHER · relevance 83%
no public price
sabrix-bench
● OTHER · relevance 78%
no public price
mcp_tester
● OTHER · relevance 74%
no public price
mcp-flightcheck
● OTHER · relevance 72%
no public price
mcp-proof
● OTHER · relevance 72%
no public price
mcp_observatory
● OTHER · relevance 72%
no public price
MCP Behavior
● OTHER · relevance 72%
no public price
bad_mcp
● OTHER · relevance 71%
no public price
mcp_anything
● OTHER · relevance 71%
no public price
SayDo
● OTHER · relevance 71%
no public price
Dev-Artifacts
● OTHER · relevance 71%
no public price
mcp-probe
● OTHER · relevance 70%
no public price
MMCP servers25Ranked by relevance
Toolrank
● MCP · relevance 77%
$29/mo Pro
-41% vs Pro median
evalgate_mcp
● MCP · relevance 75%
no public price
mcpspend
● MCP · relevance 75%
no public price
Zambo AI Tools
● MCP · relevance 74%
no public price
MCP GitHub Tool Eval
● MCP · relevance 74%
no public price
MC
mcpindex
● MCP · relevance 74%
no Pro plan
entry $10/mo
MI
mimirs402_bountyverdict
● MCP · relevance 74%
no public price
aio_geo
● MCP · relevance 73%
$49/mo Pro
0% vs Pro median
SP
SpecLock - AI Constraint Engine
● MCP · relevance 72%
no Pro plan
entry $10/mo
joshua_wkl4_bristlecone_logic
● MCP · relevance 72%
no Pro plan
entry $10/mo
gtmtools
● MCP · relevance 72%
no public price
mcp_retrieval_probe
● MCP · relevance 71%
no public price
mcp-lens
● MCP · relevance 71%
no public price
pare
● MCP · relevance 71%
no public price
ia-qa.com/mcp llm and RAG testing - Dev/QA toolbox
● MCP · relevance 71%
no public price
CU
curatedmcp
● MCP · relevance 71%
no public price
JohnKenley
● MCP · relevance 71%
no public price
nvm
● MCP · relevance 70%
no public price
AURORA Agent
● MCP · relevance 70%
no public price
mcp_server_node
● MCP · relevance 70%
no public price
hoot_mcp
● MCP · relevance 70%
no public price
SI
Signal Desk by LarryBuildsAI
● MCP · relevance 70%
no public price
X4
x402_checker
● MCP · relevance 70%
no public price
ai_netcafe
● MCP · relevance 70%
no public price
toolsforagents
● MCP · relevance 70%
$49/mo Pro
0% vs Pro median
PPlatforms3Ranked by relevance
toolmetry
● PLATFORM · relevance 76%
no public price
spring_ai_playground
● PLATFORM · relevance 74%
no public price
mcp_playground_2
● PLATFORM · relevance 70%
no public price
FFrameworks2Ranked by relevance
checkmcp
● FRAMEWORK · relevance 75%
no public price
capa
● FRAMEWORK · relevance 71%
no public price
AAgents7Ranked by relevance
MCP Schema Sentinel
● AGENT · relevance 74%
no public price
discomcp
● AGENT · relevance 71%
no public price
authprobe
● AGENT · relevance 71%
no public price
lyra_tool_discovery
● AGENT · relevance 70%
no public price
mcp_spec_audit
● AGENT · relevance 70%
no public price
ls_mcp
● AGENT · relevance 70%
no public price
mcpscore
● 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.