🤖 AI / 模型类 MCP server

Compare LLM cost & latency on one prompt, translate PDF keeping layout, cited re

Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependenc

MCP Toolbox for Databases

A comprehensive Model Context Protocol (MCP) server that enables AI assistants t

A Model Context Protocol (MCP) server and CLI that provides tools for agent use

VisualTorch

Persistent, consensus-validated institutional memory for AI agents. Runs locally

Red Hat Lightspeed MCP

Model Context Protocol Servers

MCP memory for AI trading agents. Store trades, recall similar setups, track str

Local searchable memory over your coding-agent session histories, served back vi

SAP Fiori - Model Context Protocol (MCP) server

Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent se

MCP (Model Context Protocol) server for Appwrite

Model Context Protocol Servers

llmtrim

Model Context Protocol Servers

Model Context Protocol Servers

Model Context Protocol Servers

Agent Skills Search Server

Open, local-first engram memory for AI agents: read, correct, delete; shared ove

argot

🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Curs

NVIDIA Elements

Portable workspaces for AI agents: one encrypted link any agent can read and wri

Amicus

High-performance code intelligence MCP server. Indexes codebases into a persiste

A Model Context Protocol server to connect to MongoDB databases and MongoDB Atla

VelesDB Memory

Persistent memory MCP server. 29 tools, BM25+MMR+OOD retrieval, CFR-21 audit, co

mneme Record

Patchloom

A powerful MCP toolkit for coding, providing semantic retrieval and editing capa

AI sub-agent delegation for Cursor, Claude, Codex, Gemini, GLM, Kimi, Grok, and

Skillsmith

Provide token-optimized, structured YouTube data to enhance your LLM application

M3 Memory

elisym

coldstart

Tuning Engines - Governed AI Runtime

Synap Memory

130+ AI models for image, video, music, and audio — 18 model families, one RunAP

lean-memory

Perseus Vault — persistent, encrypted memory for AI agents

Local-first MCP memory vault: files you own, shared across ChatGPT, Claude, Gemi

Agent Abilities for MCP

Sugra API

Savvly MCP: query fund data, model projections, and compare against alternative

Preserve a user-authorized judgment and append later answers. No model verdict o

Draw.io Model Context Protocol (MCP) Server

The shell around your coding agent: a neuro-symbolic code graph with calibrated

Sandboxed shell exec for MCP clients: run untrusted agent commands in a gVisor c

The Universal Agent Gateway (UAG) enables in-process agentic automation using Fo

The Universal Agent Gateway (UAG) enables in-process agentic automation using Fo

Scavio

Autonomous UI debugging MCP server: an agent drives the browser/desktop, reports

Voyagier

Fitter

Sema

Check whether a coding agent's changes stayed inside the scope it was given.

Vault Cortex

Agent-native knowledge OS on Markdown: typed graph, hybrid search, and compiler

memo

Create and manage Form.io forms, resources, actions, roles, and projects from yo

Provenance-aware memory for AI agents: quarantine, abstention gate, supersession

edumints SCORM MCP

Quote, book, and track LTL, FTL, cargo van, and box-truck freight via the Warp A

TensorFeed

Shipmail MCP server for AI agent custom-domain email inboxes with REST API and w

Kawa Code

Open-source MCP to use Blender with any LLM

Unity MCP acts as a bridge between AI assistants and your Unity Editor. Give you

Chiplab

Exomem

Self-hosted multi-agent collaboration and audit layer for AI-assisted engineerin

Agent-native MCP server for driving, inspecting, and asserting on real Electron

Tako

Mergetrain

Every agent action watched, every money-moving one gated, every verdict independ

Turns an AI coding agent session into a reviewable Intent Document, validated ag

Catalog of official Microsoft MCP (Model Context Protocol) server implementation

Datris

SYNAPSE CHANNEL

Delegate mechanical text tasks to a local OpenAI-compatible LLM to save Claude q

Pseudolife Memory

SaC — Software as Content

Sovereign encrypted memory for AI agents. 8 MCP tools. GDPR erasure. Runnable of

dark-memory-mcp

Vaaya

Self-correcting agent memory + MCP server: recall, supersede/revert/review corre

Model Context Protocol server for the UniProt protein knowledgebase.

diffctx

Palmyr

Releases

CPersona

Lacuna Research MCP

BountyVerdict Agent Decision Tools

One MCP server bridging the Codex, Cursor, OpenCode, Claude, and Antigravity CLI

A MCP (Model Context Protocol) server for interacting with dbt.

🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interac

A Model Context Protocol (MCP) application for automated GitHub PR analysis and

Memory Fabric

SentinelX

Autonomous LLM build orchestrator that plans, edits, and verifies code across la

FeatureBoard

Darwin RAG

Vectr

Yagami AI Context Firewall

Binky

Soma

Unlimited agent mailboxes — create identities, read/wait for mail, extract OTPs,

Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

Embed an AI chat widget on your website from your coding agent: provision, confi

Local-first social MCP: an agent drafts and schedules posts; you approve before

ToolSnap MCP

UltraMemory

MCP server for mlua-swarm: engine that compiles flow.ir Blueprints and dispatche

Kaval

Sovereign encrypted memory for AI agents. Sealed on your machine. Start free: sa

Experience memory for coding agents: validated traps, fixes and dead-ends at dec

Private escrow for AI agent work on Beam: verifiable delivery, worker collateral

Model Context Protocol Server for Mobile Automation and Scraping (iOS, Android,

A Model Context Protocol server for searching and analyzing arXiv papers

Signed settled outcomes (Polymarket, sports, Kalshi) + whale signals as agent to

MCP server for working with OASF agent records in the Agntcy Directory.

Homespun

A Model Context Protocol server that provides read-only access to MySQL database

A Model Context Protocol (MCP) server that helps large language models index, se

PagerDuty's official local MCP (Model Context Protocol) server which provides to

OpenAI Tools MCP Server

Compartment

Typed record store + hybrid search over MCP: deterministic lookups + semantic me

Agent-first secrets vault. Store, rotate, and share credentials from chat. 16 to

Live, end-to-end encrypted, ephemeral file transfer between your AI agent and an

Share a live agent coding session by URL. Spectate or invite in.

Turns an agent coding session into a short recap video. Local-first.

BitTorrent-style mesh for AI inference across agentic CLIs. Local-first.

Generate, edit and upscale AI video and images from any agent via VicSee.

Model Context Protocol (MCP) server for constraint optimization and solving"

ClickUp MCP Server - Integrate ClickUp project management with AI through Model

GitHub PR Context

Predictalot

ProofSlip

Agent Reputation

Pibox

Brazilian company, risk & public-tender data (CNPJ, CEIS/CNEP, PNCP) as x402-pai

Tokonomix Council

Turns an agent's output into audio: narration, podcast, or music.

A2A TrustGate: 4-gate firewall that screens every AI-agent action before it runs

A Model Context Protocol (MCP) server that enables secure interaction with MySQL

Your AI agent reads your E2EE Apple Health data (sleep, HRV, cycle) — decrypted

Model Context Protocol server for Monnet — motions, plans, and approvals for MCP

Sequesign

The agent-to-agent capability exchange — rent memory, reasoning and safety, sett

The QuickBooks MCP Server lets AI assistants access QuickBooks data via a standa

A MCP server built for developers enabling Git based project management with pro

Portable, user-owned AI memory packs: read, validate, fingerprint, diff, and obs

Schedule agent work and report write-once outcomes via CueAPI from any MCP host.

mcp-better

Profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype ti

Tulimoa

Persistent semantic memory for AI agents: store and recall text by meaning (RAG,

Codexbox

ComfyUI MCP

OpenAI-compatible LLM gateway: models, savings math, key provisioning, autonomou

This is a 12306 ticket search server based on the Model Context Protocol (MCP).

Postman MCP Server — connect AI agents (Claude Code, Cursor, VS Code Copilot, Ge

MCP server for AI dialogue using various LLM models via AceDataCloud

Brazilian marketplace search (ML, Shopee, AliExpress) + free import-tax calculat

Create and drive plori cloud agents and workflows over MCP; each agent has its o

AI document editing for agents: draft, edit, export .docx/PDF. 37 MCP tools; age

Althea MCP

Local agent wallet + 900 pay-per-call data APIs — free discovery, x402 USDC, cod

BGG MCP provides access to the BoardGameGeek API through the Model Context Proto

Scan agent skills and MCP servers for malicious patterns before you load them

Agent Handoff

Continuity for agents: a live memory you can read and cite right now, outliving

Stellary Project Management MCP Server

Entity Enricher

Agent-first marketplace for industrial assets & livestock medianería; humans app

The grounded data layer for any LLM: governed SQL, metrics, lineage and catalog

QC videos, podcasts, and clips before upload — timestamped flags with agent-read

Dense Knowledge

Attribution and settlement infrastructure for AI agent content access over HTTP

Zillow MCP Server

Bridge AP2 / x402 agent-payment mandates into wire-valid ISO 20022 pain.001 / pa

Consult a multi-model panel on contested decisions via MCP: architecture, plan r

Tamper-evident audit, MindQL, and Action Records — embedded memory database for

Create and wire up contact forms from your coding agent. Forms, snippets, and su

AstraNL

AI marketing platform your agent runs end to end: ads, analytics, content, and r

Multi-LLM council MCP: parallel frontier models, consensus scoring, verdict-firs

Gnosem

Oblique Markets

Search 41,000+ agent skills, MCP servers, plugins & loops — real install counts

BuyWhere MCP Server

AIﾉアカリ☆ Agent Trust Receipt

LinkLore

Connect your Pinecone projects to Cursor, Claude, and other AI assistants

A comprehensive Model Context Protocol (MCP) server that enables AI assistants t

MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list_

Orion Celestia Intel

Deploy files, sites, and Dockerfile apps to live URLs + private drives for agent

Model Context Protocol (MCP) server for the Webflow Data API.

A Model Context Protocol server for Zendesk

i18n-agent

Agent-to-agent network for teams: dm, who-knows-X routing, shared rooms. Human-i

MarketTrace agent-feed

CreationLoop is your Marketing Agent. Read the overview, offer, and FAQ; apply a

Dynamically expose tools from proxied servers based on an Agent Persona

Agent Rewards Marketplace: earn $NOMD on B2B work, spend on agent capabilities.

Cofound

Lithtrix — Identity, Memory & Trust for AI Agents

NexusToken

Atlaso

pons Launchpad (Robinhood Chain)

Myagi - Open Agent Registry

Undisk MCP: safe file memory for AI agents.

Pyrimid Protocol

SitePulsar AEO audits: fetch FIND/READ/USE agent-readiness scores for any websit

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google

Agent reasoning, memory, and token-optimized context for AI applications.

unulu

Local-first, formally verified memory for AI agents: consult/learn/related/list

The Model Context Protocol (MCP) is an open-source implementation that bridges J

Django MCP Server is a Django extensions to easily enable AI Agents to interact

An official Qdrant Model Context Protocol (MCP) server implementation

Next.js Development for Coding Agent

Search Airbnb using your AI Agent

Dart AI Model Context Protocol (MCP) server

xurprise

Contexta

Neo4j Labs Model Context Protocol servers

Ultimate toolbox to connect your LLM to popular productivity tools such as Monda

Fiber AI

Auxen

A Model Context Protocol server for Excel file manipulation

Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

MCP to connect your LLM with Spotify.

PayPal Agent

MCP (Model Context Protocol) server for Weaviate

A Model Context Protocol (MCP) server for square

A lightweight Model Context Protocol (MCP) server that enables AI assistants lik

Fetch current stock prices and key data for symbols across global markets. Look

Fetch the latest available stock quotes by ticker symbol across international ma

Stompy – AI Memory for Claude & MCP Agents

A Model Context Protocol (MCP) server implementation that provides database capa

Query and retrieve information about various adversarial tactics and techniques

A Model Context Protocol (MCP) server that enables AI assistants to interact wit

🔥 Model Context Protocol (MCP) server for Firebase.

Look up the latest stock prices by ticker symbol across global markets. Get curr

Talk with your notes in Claude. RAG over your Apple Notes using Model Context Pr