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This view contains entries created less than 90 days ago. The stored editorial content remains in English.
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
Let any LLM watch a video locally — and search everything it has ever watched.
mcp实测增长Measured age: 65 days6.84 GitHub 星标 per day over 6 days
Daily change increased by 20.47 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 14.9/100打开来源 ↗安装
claude mcp add claude-real-video -- uvx claude-real-video2 116GitHub 星标+41 (+2.0 %) - 2活跃
Local-first RAG MCP server: hybrid search over a folder of your own documents
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 minirag-mcp -- uvx minirag-mcp63GitHub 星标稳定 - 3活跃
OpenTakeoff
MCPConstruction takeoff for AI agents: load plans, set scale, measure, count, export with provenance.
mcp实测增长Measured age: 79 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 4.3/100打开来源 ↗安装
claude mcp add opentakeoff -- npx opentakeoff-mcp98GitHub 星标稳定 - 4活跃
Compartment
MCPDurable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud.
mcp实测增长Measured age: 45 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 17.5/100打开来源 ↗安装
claude mcp add compartment -- uvx compartment586GitHub 星标稳定 - 5活跃
Watch video and live sessions, keep timestamped evidence, and verify an agent's own work.
mcp实测增长Measured age: 60 days2.33 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 12.9/100打开来源 ↗安装
claude mcp add watch-skill -- uvx watch-skill321GitHub 星标+14 (+4.6 %) - 6活跃
MCP server for EasyEDA Pro: PCB inspection, BOM, exports, and hardware review.
mcp实测增长Measured age: 83 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 2.7/100打开来源 ↗安装
claude mcp add easyeda-mcp-pro -- npx easyeda-mcp-pro37GitHub 星标稳定 - 7活跃
Vinv
MCPVinv runs, tests, and finds issues in your services — with zero code changes.
mcp实测增长Measured age: 42 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 18.7/100打开来源 ↗安装
claude mcp add vinv -- npx vinv-mcp45GitHub 星标稳定 - 8活跃
Vaaya
MCPPay-per-call agent superpowers: media/video gen, product demos, research, GTM, scraping, compute.
mcp实测增长Measured age: 62 days0.17 GitHub 星标 per day over 6 days
Daily change increased by 0.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 11/100打开来源 ↗安装
claude mcp add mcp -- npx @vaaya/mcp42GitHub 星标+1 (+2.4 %) - 9活跃
Generate images and video from text prompts across Gemini, OpenAI and Kie AI.
mcp实测增长Measured age: 12 days8.84 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 34.8/100打开来源 ↗安装
claude mcp add mediagen -- npx mediagen54GitHub 星标+53 (+5300.0 %) - 10活跃
Shared rooms and durable notes for agents over plain HTTP: rendezvous, hand-off, coordination.
mcp实测增长Measured age: 22 days14 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 33.2/100打开来源 ↗安装
claude mcp add technocore-chat -- uvx technocore-mcp130GitHub 星标+84 (+182.6 %) - 11活跃
Licensed soundtracks and sound effects matched to your video. Commercial use OK.
mcp实测增长Measured age: 80 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 3.9/100打开来源 ↗安装
claude mcp add sonilo-mcp -- uvx sonilo-mcp54GitHub 星标稳定 - 12活跃
Django ORM static analysis MCP. Models, relations, migrations, indexes, signals, N+1.
mcp实测增长Measured age: 53 days0.17 GitHub 星标 per day over 6 days
Daily change increased by 0.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 14.5/100打开来源 ↗安装
claude mcp add django-orm-lens -- uvx django-orm-lens73GitHub 星标+1 (+1.4 %) - 13活跃
Authorize consequential AI agent actions before execution
mcp实测增长Measured age: 21 days-0.5 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.8/100打开来源 ↗安装
claude mcp add mcp -- npx @decionis/mcp530GitHub 星标-3 (-0.56 %) - 14活跃
no_human
MCPFile a task with your local no_human and check on it: task_add and task_status over stdio.
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 no_human -- uvx no-human55GitHub 星标稳定 - 15活跃
Local searchable memory over the session histories of twenty-one coding agents.
mcp实测增长Measured age: 52 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 14.8/100打开来源 ↗安装
claude mcp add deja-vu -- npx @vshulcz/deja-vu735GitHub 星标稳定 - 16活跃
Heimdall
MCPEvery App Store Connect + StoreKit 2 endpoint. 890 tools in 13 profiles, narrow to 27.
mcp实测增长Measured age: 46 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 17.1/100打开来源 ↗安装
claude mcp add asc-mcp -- npx @erayendes/asc-mcp47GitHub 星标稳定 - 17活跃
Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own.
mcp实测增长Measured age: 38 days16.34 GitHub 星标 per day over 6 days
Daily change increased by 48.94 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 31.2/100打开来源 ↗安装
claude mcp add linkedin-mcp -- npx @gtm-api/linkedin-mcp100GitHub 星标+98 (+4900.0 %) - 18活跃
Work a running OrcaSlicer with AI: slice, tune, and understand what each setting costs
mcp实测增长Measured age: 48 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 16.3/100打开来源 ↗安装
claude mcp add orcaslicer-mcp -- uvx orcaslicer-mcp33GitHub 星标稳定 - 19活跃
MCP server for AI agents to search major Chinese internet platforms with local-first login support.
mcp实测增长Measured age: 53 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 14.4/100打开来源 ↗安装
claude mcp add cn-scraper-mcp -- uvx cn-scraper-mcp33GitHub 星标稳定 - 20活跃
llmtrim
MCPMCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.
mcp实测增长Measured age: 88 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 0.8/100打开来源 ↗安装
claude mcp add llmtrim -- npx @llmtrim/cli222GitHub 星标稳定 - 21活跃
lean-memory
MCPEmbedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.
mcp实测增长Measured age: 75 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 5.8/100打开来源 ↗安装
claude mcp add lean-memory -- uvx lean-memory47GitHub 星标稳定 - 22活跃
Read-only merchant data from 8 Chinese e-commerce platforms: orders, products, after-sales, ads
mcp实测增长Measured age: 87 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 1.2/100打开来源 ↗安装
claude mcp add mcp-cn-commerce -- uvx mcp-cn-commerce42GitHub 星标稳定 - 23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 - 24活跃
OpenFate Bazi MCP with True Solar Time, Four Pillars, Da Yun, and branch interactions.
mcp实测增长Measured age: 78 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 4.7/100打开来源 ↗安装
claude mcp add bazi-mcp -- npx @openfate/bazi-mcp140GitHub 星标稳定 - 25活跃
Semantic SQL inspector: catches double-counting, wrong joins, PII exposure before execution.
mcp实测增长Measured age: 63 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 10.5/100打开来源 ↗安装
claude mcp add sqlsure -- uvx sqlsure98GitHub 星标稳定