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.

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

Most asked for

Ability to handle SPICE convergence failures gracefully (1)
Raised on SPICE simulation → oscilloscope → verification with Claude Code
Ability to select specific HTML elements by ID (1)
Raised on tomcp.org
Actual token counting instead of byte-based estimation (1)
Raised on Context Mode
Add diagram showing data flow and implementation architecture (1)
Raised on Context Mode
Agent skill functionality (1)
Raised on Mcp2cli
Aggregate logs from processes on different machines (1)
Raised on Teemux
Apple Watch integration (1)
Raised on I just built a MCP Server that connects Claude to all your wearables
Audit logs and correlation IDs for tool execution (1)
Raised on Polymcp

Concerns raised

20+ hour crawl time was friction point (1)
Raised on Cupertino
Adoption barrier - getting coding agents to use !mtpcli by default (1)
Raised on Model Tools Protocol (MTP)
Agent execution boundaries for write operations unclear (1)
Raised on I built my first MCP to manage Google Ads
Agents don't react to flowing logs in real-time, only query historical logs (1)
Raised on Teemux
Aggressive compression may be too lossy (1)
Raised on Mcptoon
AI 3D outputs not production-ready for games (1)
Raised on Blender for AI Agents
Analysis not deeper than what existing apps provide (1)
Raised on Fitness MCP
API design philosophy and usability (1)
Raised on MCP Isn't Dead. You're Just Using It Wrong

Compared to

Context7 (2)
Raised on Context Mode, tomcp.org
Google Maps API (2)
Raised on Google Maps Scraper MCP, MCP Isn't Dead. You're Just Using It Wrong
AdLoop MCP server (open-source alternative) (1)
Raised on I built my first MCP to manage Google Ads
Aegis (pre-execution firewall with audit trail) (1)
Raised on Mcpsnoop
Apollo (1)
Raised on I threw away my analytics dashboard and replaced it with 42 MCP tools
Battle.net API for WoW data (1)
Raised on I built an open-source MCP server that parses game save files
Beads (Steve Yegge's multi-agent task tracker) (1)
Raised on Persistent Memory for Claude Code (MCP)
Browser MCP (1)
Raised on Comet MCP

Members

Name	Source	Upvotes ▲	Launched
Scispot MCP 🧠 Run Claude inside your governed lifescience lab data	YC	15	2026-05-26
mcd-budget-bite	GITHUB	15	2026-10-10
mcd-omni-assistant	GITHUB	15	2026-10-09
mcd-activity-intel	GITHUB	15	2026-10-10
mcd-cn-assistant	GITHUB	15	2026-10-09
calculate-mcp	GITHUB	15	2026-09-14
Turn APIs into MCP servers without code	HN	15	2025-12-04
I built my first MCP to manage Google Ads	HN	15	2026-09-03
Deepseek-DSH-MCP	GITHUB	15	2026-09-29
trendtrack-mcp.github.io	GITHUB	15	2026-09-21
SharkClean MCP	HN	16	2026-06-12
Godot-MCP	GITHUB	16	2026-09-17
mcd-party-scout	GITHUB	16	2026-10-10
super-mcd-benefits-radar	GITHUB	16	2026-10-09
shipstores	GITHUB	16	2026-10-01
multi-database-mcp-server	GITHUB	16	2026-10-07
sonic-match-mcp	GITHUB	16	2026-09-10
MCPShark adds config.toml support for Codex	HN	16	2025-12-23
mcd-merch-intel	GITHUB	16	2026-10-09
divar-mcp	GITHUB	16	2026-09-18
mcd-cart-optimizer	GITHUB	17	2026-10-10
mcd-save-master	GITHUB	17	2026-10-09
BlockBenchMCP	GITHUB	18	2026-10-09
miband-mcp	GITHUB	18	2026-09-20
shopping-cart-webmcp	GITHUB	19	2026-09-19
vscode-mcp-api	GITHUB	19	2026-09-15
Apple-Docs-2.0-MCP	GITHUB	19	2026-10-11
skipper	GITHUB	19	2026-09-22
1c-testpilot	GITHUB	20	2026-09-12
I just built a MCP Server that connects Claude to all your wearables	HN	20	2026-04-06
mac-Buddy	GITHUB	20	2026-10-10
mcd-party-buddy	GITHUB	21	2026-10-09
mcd-terminal	GITHUB	21	2026-10-09
mcd-calorie-budget-skill	GITHUB	22	2026-10-09
An MCP server that turns async-work practices into tools	HN	22	2026-07-21
typesafe-mcp	GITHUB	23	2026-09-19
Gram Functions	HN	23	2025-11-19
digikala-mcp	GITHUB	23	2026-10-03
Armour	HN	23	2026-01-20
Polymcp	HN	23	2026-01-24
m-type	GITHUB	25	2026-10-09
mcp-airlock	GITHUB	25	2026-09-13
mcd-receipt-persona	GITHUB	25	2026-10-10
mcd-mate	GITHUB	26	2026-10-10
SerpApi MCP Server	HN	26	2025-12-05
t-invest-tinkoff-mcp	GITHUB	26	2026-10-02
linkedin-applicants-mcp	GITHUB	28	2026-09-26
MCPShark Viewer (VS Code/Cursor extension)- view MCP traffic in-editor	HN	28	2025-12-17
Personal Context MCP	HN	28	2026-09-04
snapp-mcp	GITHUB	28	2026-10-02