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排序方式
按实测增长排序，并在不同来源间归一化。
该排名的计算方式
The descriptive index uses stored creation age, acquisition velocity, and measurable acceleration.
工具排名
按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。
- 1活跃
Bridge a live Chrome browser to your agent: 150 tools for capture, extraction, and observation.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add crawlio-browser -- npx crawlio-browser6GitHub 星标稳定 - 2活跃
TacticalRMM
MCPRead your TacticalRMM fleet; run commands only after per-command human approval.
mcp实测增长Measured age: 21 days0.17 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.9/100打开来源 ↗安装
claude mcp add trmm-mcp -- uvx trmm-mcp2GitHub 星标+1 (+100.0 %) - 3活跃
Live layered dependency map for bottom-up development, drawn by the agent in a terminal pane.
mcp实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.4/100打开来源 ↗安装
claude mcp add mellos-mapping -- npx mellos-mapping7GitHub 星标稳定 - 4活跃
komnet
MCPLets AI coding agents coordinate asynchronously through a private git repository. No server.
mcp实测增长Measured age: 23 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.1/100打开来源 ↗安装
claude mcp add komnet -- npx komnet7GitHub 星标稳定 - 5活跃
MCP server that drives the real Chrome you already use, through an extension and CDP.
mcp实测增长Measured age: 23 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.1/100打开来源 ↗安装
claude mcp add browsertap-mcp -- uvx browsertap-mcp2GitHub 星标稳定 - 6活跃
Administer a Zigbee2MQTT estate: health, mesh diagnostics, OTA, pairing, device management.
mcp实测增长Measured age: 28 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.1/100打开来源 ↗安装
claude mcp add zigbee2mqtt-mcp -- npx zigbee2mqtt-mcp29GitHub 星标稳定 - 7活跃
Your real mailbox and calendar for your agent (M365/IMAP); a human approves every send.
mcp实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.4/100打开来源 ↗安装
claude mcp add gigamail -- uvx gigamail2GitHub 星标稳定 - 8活跃
上海图书馆开放数据检索 MCP：纪年/家谱/建筑/红色事件/99 个 webapi + 搜韵诗词，支持 stdio 与 HTTP。
mcp实测增长Measured age: 27 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.5/100打开来源 ↗安装
claude mcp add shanghai-library-open-data-mcp -- uvx shanghai-library-open-data-mcp4GitHub 星标稳定 - 9活跃
Cited Q&A over your own notes, plus drift detection when a cited source changes. Local-first CLI.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add chamber -- npx @bu7umaid/chamber3GitHub 星标稳定 - 10活跃
MCP server for TheBrain 15: search by meaning, graph traversal and batch writes over the local API
mcp实测增长Measured age: 23 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.1/100打开来源 ↗安装
claude mcp add thebrain -- npx thebrain-mcp-server5GitHub 星标稳定 - 11活跃
PlaceRoot
MCPGrounds AI agents in Overture Maps open data — compact answers, no API key.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add placeroot -- uvx placeroot2GitHub 星标稳定 - 12活跃
Photoshop MCP server: natural-language AI photo editing with your own Photoshop. AI orchestration.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add editmamei -- npx editmamei2GitHub 星标稳定 - 13活跃
Give an AI agent a Solana spending allowance instead of your key. Chain-enforced cap, x402.
mcp实测增长Measured age: 15 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 29.2/100打开来源 ↗安装
claude mcp add onchain-agent-wallets -- npx @three-ws/onchain-agent-wallets4GitHub 星标稳定 - 14活跃
RepoRelay
MCPBounded local MCP access to one approved repository for AI read/search and structured handoffs.
mcp实测增长Measured age: 18 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 28/100打开来源 ↗安装
claude mcp add reporelay -- npx reporelay-mcp24GitHub 星标稳定 - 15活跃
Local-first version control for AI work. Savepoint and resume your project state across chats.
mcp实测增长Measured age: 21 days0.17 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.9/100打开来源 ↗安装
claude mcp add stateark -- npx stateark2GitHub 星标+1 (+100.0 %) - 16活跃
Phone numbers for AI agents: order a private number, read the SMS verification code, hand it back.
mcp实测增长Measured age: 27 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.5/100打开来源 ↗安装
claude mcp add mcp-server -- npx sv-number-mcp560GitHub 星标稳定 - 17活跃
File-oriented MCP server for KiCad schematics, PCB placement, routing, and pours.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add kicad-copilot -- npx kicad-copilot-mcp4GitHub 星标稳定 - 18活跃
MCP server for the Pexels API: search & fetch stock photos, videos, and collections.
mcp实测增长Measured age: 24 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 25.7/100打开来源 ↗安装
claude mcp add pexels-mcp-server -- npx @hanoak/pexels-mcp-server2GitHub 星标稳定 - 19活跃
Pull Hilan (Hilanet / חילן, חילנט) payslips and Form 106 into any AI assistant.
mcp实测增长Measured age: 28 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.1/100打开来源 ↗安装
claude mcp add hilan-mcp -- npx hilan-mcp6GitHub 星标稳定 - 20活跃
GridProof
MCPGridproof your UI — automated spacing & grid QA in the agent loop (MCP server).
mcp实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.4/100打开来源 ↗安装
claude mcp add gridproof -- npx gridproof2GitHub 星标稳定 - 21活跃
mcp-audit
MCPTransparent audit proxy for MCP servers: logs every tool call, flags poisoning and rug pulls.
mcp实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.4/100打开来源 ↗安装
claude mcp add mcp-audit-proxy -- npx mcp-audit-proxy2GitHub 星标稳定 - 22活跃
Browser MCP: the app under test egresses via the real ISP while the agent stays on the VPN.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add lan-direct -- npx lan-direct3GitHub 星标稳定 - 23活跃
Named Docker and Fly Machine sandbox computers with an interactive MCP App dashboard.
mcp实测增长Measured age: 23 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.1/100打开来源 ↗安装
claude mcp add mcp-sandbox-computer-vm-for-ai -- uvx mcp-sandbox-computer-vm-for-ai3GitHub 星标稳定 - 24活跃
Strips layout noise via DOM AST; with a query, BM25 filters to relevant sections. No model or API.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add dompruner-mcp -- npx dompruner-mcp2GitHub 星标稳定 - 25已放弃
Local-first MCP memory server for coding agents. No API key, no cloud. SQLite + FTS5 + sqlite-vec.
mcp实测增长Measured age: 24 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 25.7/100打开来源 ↗安装
claude mcp add tdai-memory-mcp -- npx tdai-memory-mcp4GitHub 星标稳定