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Come si calcola questa classifica
The descriptive index uses stored creation age, acquisition velocity, and measurable acceleration.
Classifica degli strumenti
Classifica per crescita misurata e normalizzata tra le fonti. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.
- 1Attivo
Search open-source research papers across arXiv, OpenAlex, Crossref, PubMed, Semantic Scholar.
mcpcrescita misurataMeasured age: 27 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.5/100Apri fonte ↗Installa
claude mcp add find-research-papers-mcp -- npx find-research-papers-mcp5stelle GitHubstabile - 2Attivo
Bridge a live Chrome browser to your agent: 150 tools for capture, extraction, and observation.
mcpcrescita misurataMeasured age: 29 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100Apri fonte ↗Installa
claude mcp add crawlio-browser -- npx crawlio-browser6stelle GitHubstabile - 3Attivo
TacticalRMM
MCPRead your TacticalRMM fleet; run commands only after per-command human approval.
mcpcrescita misurataMeasured age: 21 days0.2 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.9/100Apri fonte ↗Installa
claude mcp add trmm-mcp -- uvx trmm-mcp2stelle GitHub+1 (+100.0 %) - 4Attivo
Live layered dependency map for bottom-up development, drawn by the agent in a terminal pane.
mcpcrescita misurataMeasured age: 22 days0.2 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.6/100Apri fonte ↗Installa
claude mcp add mellos-mapping -- npx mellos-mapping7stelle GitHub+1 (+16.7 %) - 5Attivo
MCP server for Sigma Computing. Provision dashboards, build models, and automate cloud analytics.
mcpcrescita misurataMeasured age: 6 days-0.6 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100Apri fonte ↗Installa
claude mcp add sigma -- uvx mcp-server-sigma0stelle GitHub-3 (-100.0 %) - 6Attivo
komnet
MCPLets AI coding agents coordinate asynchronously through a private git repository. No server.
mcpcrescita misurataMeasured age: 23 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.1/100Apri fonte ↗Installa
claude mcp add komnet -- npx komnet7stelle GitHubstabile - 7Attivo
MCP server that drives the real Chrome you already use, through an extension and CDP.
mcpcrescita misurataMeasured age: 22 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.4/100Apri fonte ↗Installa
claude mcp add browsertap-mcp -- uvx browsertap-mcp2stelle GitHubstabile - 8Attivo
Administer a Zigbee2MQTT estate: health, mesh diagnostics, OTA, pairing, device management.
mcpcrescita misurataMeasured age: 27 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.5/100Apri fonte ↗Installa
claude mcp add zigbee2mqtt-mcp -- npx zigbee2mqtt-mcp29stelle GitHubstabile - 9Attivo
Your real mailbox and calendar for your agent (M365/IMAP); a human approves every send.
mcpcrescita misurataMeasured age: 21 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.8/100Apri fonte ↗Installa
claude mcp add gigamail -- uvx gigamail2stelle GitHubstabile - 10Attivo
Cited Q&A over your own notes, plus drift detection when a cited source changes. Local-first CLI.
mcpcrescita misurataMeasured age: 29 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100Apri fonte ↗Installa
claude mcp add chamber -- npx @bu7umaid/chamber3stelle GitHubstabile - 11Attivo
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。
mcpcrescita misurataMeasured age: 26 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.9/100Apri fonte ↗Installa
claude mcp add shanghai-library-open-data-mcp -- uvx shanghai-library-open-data-mcp4stelle GitHubstabile - 12Attivo
MCP server for TheBrain 15: search by meaning, graph traversal and batch writes over the local API
mcpcrescita misurataMeasured age: 23 days0.2 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.2/100Apri fonte ↗Installa
claude mcp add thebrain -- npx thebrain-mcp-server5stelle GitHub+1 (+25.0 %) - 13Attivo
Photoshop MCP server: natural-language AI photo editing with your own Photoshop. AI orchestration.
mcpcrescita misurataMeasured age: 28 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.1/100Apri fonte ↗Installa
claude mcp add editmamei -- npx editmamei2stelle GitHubstabile - 14Attivo
Give an AI agent a Solana spending allowance instead of your key. Chain-enforced cap, x402.
mcpcrescita misurataMeasured age: 14 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 29.6/100Apri fonte ↗Installa
claude mcp add onchain-agent-wallets -- npx @three-ws/onchain-agent-wallets4stelle GitHubstabile - 15Attivo
RepoRelay
MCPBounded local MCP access to one approved repository for AI read/search and structured handoffs.
mcpcrescita misurataMeasured age: 17 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 28.4/100Apri fonte ↗Installa
claude mcp add reporelay -- npx reporelay-mcp24stelle GitHubstabile - 16Attivo
Local-first version control for AI work. Savepoint and resume your project state across chats.
mcpcrescita misurataMeasured age: 21 days0.2 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.9/100Apri fonte ↗Installa
claude mcp add stateark -- npx stateark2stelle GitHub+1 (+100.0 %) - 17Attivo
Phone numbers for AI agents: order a private number, read the SMS verification code, hand it back.
mcpcrescita misurataMeasured age: 27 days-0.2 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.5/100Apri fonte ↗Installa
claude mcp add mcp-server -- npx sv-number-mcp560stelle GitHub-1 (-0.18 %) - 18Attivo
File-oriented MCP server for KiCad schematics, PCB placement, routing, and pours.
mcpcrescita misurataMeasured age: 29 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100Apri fonte ↗Installa
claude mcp add kicad-copilot -- npx kicad-copilot-mcp4stelle GitHubstabile - 19Attivo
MCP server for the Pexels API: search & fetch stock photos, videos, and collections.
mcpcrescita misurataMeasured age: 23 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.1/100Apri fonte ↗Installa
claude mcp add pexels-mcp-server -- npx @hanoak/pexels-mcp-server2stelle GitHubstabile - 20Attivo
Pull Hilan (Hilanet / חילן, חילנט) payslips and Form 106 into any AI assistant.
mcpcrescita misurataMeasured age: 28 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.1/100Apri fonte ↗Installa
claude mcp add hilan-mcp -- npx hilan-mcp6stelle GitHubstabile - 21Attivo
GridProof
MCPGridproof your UI — automated spacing & grid QA in the agent loop (MCP server).
mcpcrescita misurataMeasured age: 21 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.8/100Apri fonte ↗Installa
claude mcp add gridproof -- npx gridproof2stelle GitHubstabile - 22Attivo
mcp-audit
MCPTransparent audit proxy for MCP servers: logs every tool call, flags poisoning and rug pulls.
mcpcrescita misurataMeasured age: 21 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.8/100Apri fonte ↗Installa
claude mcp add mcp-audit-proxy -- npx mcp-audit-proxy2stelle GitHubstabile - 23Attivo
Browser MCP: the app under test egresses via the real ISP while the agent stays on the VPN.
mcpcrescita misurataMeasured age: 28 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.1/100Apri fonte ↗Installa
claude mcp add lan-direct -- npx lan-direct3stelle GitHubstabile - 24Attivo
Strips layout noise via DOM AST; with a query, BM25 filters to relevant sections. No model or API.
mcpcrescita misurataMeasured age: 28 days0 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.1/100Apri fonte ↗Installa
claude mcp add dompruner-mcp -- npx dompruner-mcp2stelle GitHubstabile - 25Attivo
Named Docker and Fly Machine sandbox computers with an interactive MCP App dashboard.
mcpcrescita misurataMeasured age: 23 days0.2 stelle GitHub per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.2/100Apri fonte ↗Installa
claude mcp add mcp-sandbox-computer-vm-for-ai -- uvx mcp-sandbox-computer-vm-for-ai3stelle GitHub+1 (+50.0 %)