Nicheloom visitors: 14,341 all-time · 8,740 in the last 7 days

The opportunity tracker for new startups.

Today: 1,383 launchs · Niche of the day: document and PDF processing tools · See full report →

model context protocol tools

Recent window: last 5.4 months (2026-05-01 → 2026-10-11), compared with the prior 5.4 months.

horizontal · 330 members · Data as of 2026-10-14

Model context protocol tools enable developers and AI teams to build, manage, and connect standardized MCP servers that link language models directly to external software and local data. They are primarily used by AI engineers and software builders seeking to equip autonomous agents and coding assistants with secure, real-time context. Unlike custom API integrations or proprietary agent plugins, these tools follow a unified open protocol that ensures seamless interoperability across diverse AI clients.

This theme's recent-window count is below the current min-count filter, so it does not appear in the opportunity scorecard.

Pulled from real Hacker News comment threads on this niche's launches.

Most asked for

Concerns raised

Compared to

Members

Name Source Upvotes ▼ Launched
I just built a MCP Server that connects Claude to all your wearables HN 20 2026-04-06
1c-testpilot GITHUB 20 2026-09-12
Apple-Docs-2.0-MCP GITHUB 19 2026-10-11
skipper GITHUB 19 2026-09-22
vscode-mcp-api GITHUB 19 2026-09-15
shopping-cart-webmcp GITHUB 19 2026-09-19
BlockBenchMCP GITHUB 18 2026-10-09
miband-mcp GITHUB 18 2026-09-20
mcd-cart-optimizer GITHUB 17 2026-10-10
mcd-save-master GITHUB 17 2026-10-09
shipstores GITHUB 16 2026-10-01
Godot-MCP GITHUB 16 2026-09-17
MCPShark adds config.toml support for Codex HN 16 2025-12-23
mcd-merch-intel GITHUB 16 2026-10-09
sonic-match-mcp GITHUB 16 2026-09-10
super-mcd-benefits-radar GITHUB 16 2026-10-09
multi-database-mcp-server GITHUB 16 2026-10-07
divar-mcp GITHUB 16 2026-09-18
SharkClean MCP HN 16 2026-06-12
mcd-party-scout GITHUB 16 2026-10-10
I built my first MCP to manage Google Ads HN 15 2026-09-03
Scispot MCP 🧠 Run Claude inside your governed lifescience lab data YC 15 2026-05-26
mcd-cn-assistant GITHUB 15 2026-10-09
Deepseek-DSH-MCP GITHUB 15 2026-09-29
mcd-activity-intel GITHUB 15 2026-10-10
calculate-mcp GITHUB 15 2026-09-14
mcd-omni-assistant GITHUB 15 2026-10-09
Turn APIs into MCP servers without code HN 15 2025-12-04
mcd-budget-bite GITHUB 15 2026-10-10
agentdock-mcp-harness GITHUB 15 2026-09-21
trendtrack-mcp.github.io GITHUB 15 2026-09-21
mcd-tablemate GITHUB 14 2026-10-13
Almanac MCP, turn Claude Code into a Deep Research agent HN 14 2026-04-21
Truelist MCP PH 14 2026-09-10
SAP-MCP-Bridge GITHUB 14 2026-09-20
jev-ultrafast-mcp GITHUB 14 2026-09-19
jev-mcp GITHUB 14 2026-09-16
mac-shortcuts-mcp GITHUB 13 2026-09-19
Godzilla-MCP-Headless GITHUB 13 2026-10-08
MCP Server for OpenTelemetry HN 13 2025-11-18
NewsMCP PH 13 2026-09-11
mcd-easy-order GITHUB 13 2026-10-09
codepier GITHUB 13 2026-09-20
MCPShark now supports Codex's config.toml HN 12 2026-01-05
mcp GITHUB 12 2026-10-01
bevy_manual_mcp GITHUB 12 2026-10-09
a-share-level2-mcp GITHUB 12 2026-09-30
mcd-budget-skill GITHUB 12 2026-10-10
powerbi-mcp-gateway GITHUB 12 2026-09-12
Creature HN 11 2026-02-10