MCP Server Directory

41630 Model Context Protocol servers — searchable, rated, ready to install.

The Aggregate — LLM benchmark aggregate ai.theaggregate/the-aggregate

LLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.

remote ai-llm Official Registry
QR Top com.qr-top/qr-top

Dynamic QR codes by chat: edit destinations after printing, smart routing, and scan analytics.

remote communication dev-tools Official Registry
Time Machine ai.timeml/time-machine

AI-powered corporate learning platform — manage courses, users, and insights via Claude.

remote ai-llm Official Registry
google-workspace com.proscendia/google-workspace

Permissioned access to Gmail, Drive and Calendar via the user's own Google account

remote communication Official Registry
zsign io.zsign/zsign

E-signature API for AI agents: send contracts, sign PDF documents, track and download signed files.

remote other Official Registry
korean-vocational-learning-map-mcp io.github.raphysicst-create/korean-vocational-learning-map-mcp

한국 특성화고 전문교과 2022 개정 교육과정 학습 그래프 MCP 서버 (528과목·성취기준 47,625건, 공식 원문 전량 수록)

local git Official Registry
Panes — a private feed on your phone com.getpanes/panes

Send notifications, updates and daily digests to a person's phone — typed cards in a private feed.

remote communication Official Registry
yandex-lavka-mcp io.github.Dudude-bit/yandex-lavka-mcp

Unofficial MCP server for ordering Yandex Lavka groceries: search, cart, checkout.

local search git Official Registry
noveum ai.noveum/noveum

Trace, evaluate, and optimize your LLM, RAG, and agent apps with Noveum observability.

remote other Official Registry
Whisper Transcribe io.github.ZahiriNatZuke/whisper-transcribe-mcp

Transcribe audio locally with faster-whisper or through the OpenAI Whisper API.

local git ai-llm Official Registry
Hypernatural ai.hypernatural/hypernatural

Create and edit AI videos from chat: plan shots, generate scenes, and export stories and ads.

remote communication Official Registry
mcp com.economicium/mcp

Free finance and trading calculators as MCP tools: risk/reward, RMD, Coast FIRE, inflation.

remote finance Official Registry
MCP Schema Audit io.github.tylerscomic-lab/mcp-schema-audit-mcp

Audits MCP tool definitions for patterns that make models call tools wrong or mis-fill args.

remote git ai-llm Official Registry
Resent io.github.resentmail/resent

Transactional email for AI agents: templates, domain verify, and sends.

remote git communication Official Registry
Umbra io.github.elberacasa/umbra

Trust score for AI-generated code: scan repos, guard agent file writes, get a 0-100 score.

local git dev-tools Official Registry
edgegate-mcp io.github.frozo-ai/edgegate-mcp

Regression-test AI models on real Snapdragon and Jetson hardware, with signed evidence for CI.

local git ai-llm Official Registry
ariadne io.github.MikhailHal/ariadne

Returns only the unit tests affected by your current Kotlin/Android code changes.

local git dev-tools Official Registry
Italian B2B Lead Scoring, Ranking & JSON Decisions it.machinesignal/b2b-lead-scoring-ranking-italy

Score, rank and prioritize an existing Italian B2B lead list into explained JSON decisions.

remote other Official Registry
MemoryRouter ai.memoryrouter/memoryrouter

Persistent AI memory shared across Claude, ChatGPT, coding agents, and compatible MCP clients.

remote ai-llm communication Official Registry
mcp io.github.dmarc-examiner/mcp

Read your own DMARC aggregate and forensic reports: sources, alignment, alerts, CSV export.

remote local git data Official Registry
SSH Fleet io.github.inhuman/mcp-ssh-fleet

Curated ssh_probe diagnostics and single-host ssh_exec over an allowlisted SSH fleet.

local git Official Registry
Fed-Spend com.fed-spend/fed-spend

Federal contract intelligence: $7T+ awards, SAM.gov opps, pWin verdicts, recompetes, protests.

remote dev-tools Official Registry
AgenticRail Gate - sequence enforcement and verifiable audit receipts for AI agent compliance nz.agenticrail/gate

Deterministic runtime enforcement of step order for AI agents: ALLOW/DENY before a step runs.

remote other Official Registry
Nevlo io.nevlo/nevlo

Read bank accounts, balances and transactions from 10,000+ European banks.

remote finance Official Registry
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