🛠️ 开发 / 代码类 MCP server

GitLab MCP server for projects, merge requests, issues, pipelines, wiki, release

SearXNG Search

Zotero MCP

Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors

Firecrawl MCP Server

MCP Toolbox for Databases

screenpipe

Easy-to-setup local RAG server with minimal configuration

Native Safari browser automation for AI agents — 97 tools, zero Chrome overhead.

pyscn

GoModel

44 optimized tools for managing Coolify infrastructure, diagnostics, and docs se

shaft-mcp

Odoo MCP: gated writes, multi-instance. Free hosted: ERPipe (mcp.erpipe.com)

Mindwtr

SafeDep Vet MCP

ProxmoxMCP-Plus

VisualTorch

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

Awesome Copilot MCP Server

OpenTakeoff

Red Hat Lightspeed MCP

Fast, intelligent web search and web crawling. New mcp tool: Exa-code is a cont

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

Discover, inspect and call ranked external data & tool APIs with unified billing

SAP Fiori - Model Context Protocol (MCP) server

Crawlberg

MCP (Model Context Protocol) server for Appwrite

Autotask

The TS/JS-accurate repo map for coding agents: ts-morph import/symbol/call graph

Madar

Search arXiv papers, download full text, semantic search, citation graphs, and a

Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling

llmtrim

Entroly

Atomic Mail

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

Self-hosted web research for MCP agents.

AI image generation and editing with prompt optimization and quality presets

Metro MCP

MCP server for Dynatrace Managed to access logs, events, and metrics.

argot

Agent402.Tools — pay-per-call web tools

An MCP server for interacting with Sentry via LLMs.

MCP server for DashClaw governance — guard, record, invoke, and discover capabil

Analyze T-SQL scripts for design, naming, and performance issues and prevent bad

KSail

KiCad MCP Pro

NVIDIA Elements

Lific

MCP server for EasyEDA Pro: PCB inspection, BOM, exports, and hardware review.

Advanced NPM analysis: Recursive security scanning, ecosystem awareness, and dee

Superserve

ClaudeR - RStudio MCP Server

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

MediaWiki MCP Server

MCP Gateway

Yaver

Access US federal award, recipient, agency, and spending analytics data from USA

MAL MCP Server

HoneyBook client-portal MCP server for Claude — view contracts and invoices from

Amicus

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

VelesDB Memory

HitKeep

memi

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

Tap

mneme Record

Splitwise expense and group management for Claude — shared expenses, settle up,

Unofficial Partner Center REST API knowledge & codegen assistant (scenarios, aut

Airtable

pdfmux

Find, wire, and render microcharts — word-sized React charts with generated alt

Martin Loop

NinjaOne

pkgxray

Vaara MCP Server

Vaara

Patchloom

Zola wedding planning for Claude — vendors, budget, guests, seating, registry, a

Calibre ebook library server: search, read content, curate metadata, semantic se

MCP server to provide Figma layout information to AI coding agents like Cursor

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

Skillsmith

Stealthy Auto Browse

Sonilo Music & Sound Effects

Django ORM Lens

Zscaler Zero Trust Exchange

Topos

M3 Memory

elisym

MCP server for the Lexware Office API — invoices, contacts, articles, and vouche

Unified observability gateway for AI agents — Prometheus, Loki & more, with anom

OurFamilyWizard co-parenting for Claude — messages, calendar, expenses, and jour

Canary MCP

canary ibkr MCP

Docker MCP Server

50 spreadsheet tools for .xlsx: recalc formulas, repair broken refs, read/write,

SPARDA

coldstart

SysKnife

Tuning Engines - Governed AI Runtime

FTX MCP — FactoryTalk Optix MCP Server

Local-first MCP server: version-correct library docs, code map, and offline drif

Search US court opinions, federal dockets, judges, citations, and oral arguments

Search arXiv, fetch paper metadata, and read full-text content.

Trackly CLI

GitHub's official MCP Server

First gitlab mcp for you, building together

Reddit browser for AI assistants. Browse without API keys; add credentials for s

PyScrappy

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

lean-memory

Guardrailed fleet ops for AI agents: multi-cluster Kubernetes via OCM with polic

Kiln

Perseus Vault — persistent, encrypted memory for AI agents

GitLab MCP Server

Send, manage, and replay ntfy push notifications via MCP.

Agentic Mermaid

Google Workspace

OrangePro

witness

Live docs MCP server. 445+ libraries, code audit, snippets, dispatch tool, telem

Contentrain

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

Runtime governance, proof, outcome closure, and fleet intelligence for MCP-compa

Agent Abilities for MCP

Offline, read-only MCP knowledge base for one Salesforce org's metadata, deps &

TMDB MCP Server

anodizer

Extended Google Sheets for Claude via gogcli — auth + full Sheets support

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

Generate and edit images with Google Gemini (Nano Banana / Nano Banana Pro) imag

A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflow

Search1API

Graqle

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

Microsoft 365 Mail

Scavio

OpenHCS

Steam MCP Server

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

Agentic MCP

backscroll

repoctx

Google Slides via gogcli for Claude — deck and slide authoring

Google Drive via gogcli for Claude — search, upload, download, permissions

Extended Google Docs for Claude via gogcli — auth + full Docs and comments suppo

Google Classroom via gogcli for Claude — courses, assignments, submissions, grad

Google Sheets (and more) for Claude via gogcli — read, write, and manage spreads

UN FAOSTAT global food & agriculture statistics over a local SQLite mirror, via

Delega MCP client. Public hosted access retired July 28, 2026; existing owner cr

Oh My Cassette

Fitter

CodeInspectus

Naming engine with availability intelligence: score names, check domains, social

Claudebox

Local MCP server: screen recordings into transcript, exact frames, OCR, wall-clo

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

nable

memo

Assay MCP Server

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

Obsidian Everywhere

SAP ABAP MCP

Splunk Observability

AniList MCP Server

Search Wikipedia, read summaries and full text, target sections, find nearby pag

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

SQLGuard — Execution Certificate Firewall

Cycles — Budget Authority for AI Agents

Dating by tokens, matched by usage league across agentic CLIs. Local-first.

MCP server for Atlassian tools (Confluence, Jira)

Focus-free macOS control for AI agents: drive your real Mac apps in the backgrou

Exomem

Aptu Coder

Lucius MCP

An MCP server and app to search and browse your photos while preserving your pri

Last EHR — Medplum

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

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

MCP server for AlphaFold and 8 other biomedical data sources with a local SQLite

A content exploration toolkit that helps LLMs surface high signal, unsummarized

Tako

Official LabelGrid MCP server — manage your music catalog, releases, analytics a

Macbeth

Mergetrain

Other AI CLIs (Gemini, GPT, Claude, opencode, Ollama) as a council — ban-safe, n

A paid, growing marketplace of real AI agents -- Ed25519-proven, verifiable in y

ConnectWise Automate

Sourcey

Builds and simulates unsigned Uniswap v3 liquidity-position transactions — keyle

Japanese-web-native MCP server for low-impact, token-efficient web collection

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

Patsnap Patent & Literature Search

MCP server for Cronometer nutrition tracking — food logs, diary, macros, fasting

Apache Pinot MCP Server

Datris

Qualify dataset columns and process them against a target with AutoCarver, fully

Production-grade PostgreSQL MCP server — 254 tools for query, tuning & ops, read

VDatum MCP Server

NOAA RTOFS MCP Server

NWS Surface Wind Observations MCP Server

NOAA NDBC MCP Server

MCP Stdio

Glass-box statistical analysis for agents: 19 methods, cited findings, zero inve

SYNAPSE CHANNEL

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

MagicTeX

Pseudolife Memory

SassyMCP

RCSB PDB

Keyless local MCP server for QA: standards retrieval, effort estimation, doc rev

Deterministic D&D 5e (SRD 5.2.1) rules verdicts for agents — cited, honest about

Payments for AI agents: gasless USDC on Base + JIT single-use virtual cards, PAN

GoHighLevel MCP for Claude: 233 tools, 49 modules, incl. the only programmatic G

DroidAgentKit

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

XRPL-Utilities

Audiobookshelf MCP

Kiprio MCP Server

dark-memory-mcp

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

Model Context Protocol server for the UniProt protein knowledgebase.

Plant Genomics

diffctx

Library Genesis MCP Server

CPersona

jobd

Data Aggregator

petromcp

Shotcut MCP

Semantic map of a .NET test-automation solution for AI agents — search, impact,

Steam (read-only)

Lacuna Research MCP

Persistent code knowledge graph + 9 composite MCP tools for AI coding agents.

BountyVerdict Agent Decision Tools

WaveXisMCP

BAFU environmental data, NABEL air quality, hydrology

MCP server for RPG Maker MZ: maps, tile painting, events, database editing, and

Guild Wars 1 Build Compiler

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

Lease and run real NVIDIA GPUs from any MCP client. Wallet auth, onchain USDG pa

Work with a remote host over FTP/FTPS/SFTP, SSH, and MySQL.

DePix App MCP

Datto BCDR

Untappd MCP — search beers/breweries/venues, read check-ins & wishlists, post ch

MCP gateway/proxy: multiplexes tool calls across upstream MCP servers into one c

Webull OpenAPI

Gmail

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

Local-first flight recorder for AI agents: sessions, costs, loop runs, and stuck

J-Quants MCP

MCP server for Godot game engine integration — control the Godot editor with AI

Memory Fabric

Create, validate, and render CV PDFs from plain YAML — fully local, no accounts.

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

A complete color workflow over MCP: mix, convert, harmonize, measure, and rememb

Volante

Darwin RAG

Òtítọ́

DataCharter

Vectr

Swiss official gazettes (SHAB + cantonal) — procurement & notices, person-data r

Swiss public procurement (simap.ch): tenders, awards, CPV codes, all cantons + f

Yagami AI Context Firewall

Binky

Verify claims, resolve FIGI identity, extract claims, and sign x402 delivery rec

Unofficial MCP tool surface for GS1 Belgium & Luxembourg's My Product Manager Do

Unofficial MCP tool surface for GS1 Belgium & Luxembourg's My Product Manager AP

Unofficial MCP tool surface for GS1 Belgium & Luxembourg's My Product Manager Up

Live flight tracking and aviation data via FlightAware AeroAPI (flights, airport

SEO Tools: Yandex.Metrica

SEO Tools: Yandex.Webmaster

SEO Tools: Google Search Console

SEO Tools: Yandex Wordstat

SEO Tools: XMLStock SERP (Google + Yandex)

Speak AI

LiveDataLink

is it worth your commit? Pre-flight triage for OSS contribution targets.

Codebase analysis tools for AI agents: complexity, prop drilling, doc coverage,

MCP server for FRED (Federal Reserve Economic Data): full read API plus GeoFRED,

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

The Terraform MCP Server provides seamless integration with Terraform ecosystem,

MCP server for Jira Cloud — issues, search, comments, attachments, transitions.

Local-first YNAB MCP for reconciliation, receipt splitting, safe cleanup, and sp

Octofs

Talkies

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

Self-hosted git-native knowledge base with an MCP endpoint your AI reads, writes

Curated Vibes-Coded x402 MCP tools: search, scrape, JSON repair, reliability gua

zzop

Reddit Ads

Islam West Africa Collection (IWAC)

Offline JPS validator, conformance tester, and experimental evaluator over stdio

UltraMemory

Orphograph

Static MCP manifest and tool-policy security preflight with signed input-redacte

Tock (exploretock.com): discover restaurants, search a city, get venue details a

A git-committed kanban board your AI agents run and remember - 12 MCP tools over

Sandbox Env MCP

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

MVR API - Minimum Viable Relationships

Kaval

Valuein — SEC EDGAR Fundamentals & Smart-Money Data

Industrial-AIOps

CNCF release intelligence: typed facts from release notes; check_stack compares

HEA-Bench

Federal Compass MCP

Real eyes and hands on the web for AI agents. MCP-first. Local-first. Vendor-agn

PLAXIS

Junos MCP

Datto SaaS Protection

Circuitarium MCP

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

Audiolla

AIStorageDepot

SEO Tools: XMLRiver SERP (Google + Yandex)

Bidirectional data lineage graph for Power BI (.pbix) files, from source to disp

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

Always-fresh local repo graph: LSP-backed impact, Health, dead code, endpoints,

Cejel

A-share investment research: quotes, financials, behavior patterns, and trading

It's like v0, but in your Cursor / Claude Code / Windsurf: search 10,000+ React/

Run MATLAB® using AI applications with the official MATLAB MCP Server from MathW

MCP server for ByteDance Seedance AI video generation

Citable retrieval across papers, books, patents, Wikipedia, and live social sour

Primarily to be used as a template repository for developing MCP servers with Fa

ConnectWise PSA

Orbit Sentinel — Space Regulatory Filings

Workflow MCP

RadioChron

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

Unwritten

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

Bridges any GraphQL API to Claude Code — auto-generates MCP tools via schema int

Website Auditor

On the Cheap MCP — free and cheap events, deals and local guides across 14 US ci

Kaseya BMS

TridentChain Security

The only Salesforce MCP with Agentforce, OmniStudio & DevOps Center tools — 219

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

Ads MCP

Excel MCP with image extraction and write support — AI agents see and edit xlsx

Compartment

MaxStat MCP

Verify a photo's capture time and provenance: C2PA validation, EXIF/XMP, and pix

The refactoring layer of Weavatrix: hash-verified, always-reversible edit plans.

Persistent, expiring, importance-graded sticky notes for Claude Code.

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

MCP server for ISO 20022 pain.001/pain.008 payment-file generation and validatio

KeyCloak MCP

Six Flags MCP for Claude — live wait times, park hours, shows, and day planning

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

Wealthville

Industrial-AIOps Energy

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.

RocketCyber

Kaseya VSA

MCP server for ALTR data security: databases, tags, policies, classification, ac

Remote MCP server for your Gaggiuino espresso machine's shots and profiles

Remote MCP server for your Strava activities, segments, and routes

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

Peckish — DoorDash ordering

GitHub PR Context

AGENTS.md Generator

MCP server that fetches YouTube video transcripts and optionally summarizes them

OeBB (Austrian Railways)

한국 중등 2022 개정 교육과정 학습 그래프 MCP 서버 (중학교 714 · 고교 보통교과 2,173 성취기준 · 원문 수록 · 중→고 전이)

Predictalot

Beckett - MCP for Godot

Know when the sun can make vitamin D where you are, for your skin type. Live UV

MIT MCP connector for source-free Weavatrix Cloud and self-hosted repository int

Ara — audits d'accessibilité RGAA

Agent Reputation

Avanan

Pibox

Aruba Central MCP

Google Workspace Admin Security-Audit MCP

Box Admin Analytics MCP

Zabbix API MCP

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

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

Multiplayer for agentic coding terminals: live cursors, presence, chat.

RunAPI MCP server for Seedance: create tasks, poll status, check pricing.

Code-review MCP: review a GitLab MR or GitHub PR against the whole codebase, not

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

MCP server for parsing bank statements (BAI2, MT940/MT942, CAMT.053, OFX) via st

Prometiam Company Data

HybridS3

Flickies

Wickworks

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

SSH, SFTP and persistent PTY shells for AI agents. One Rust binary, no runtime.

Thisispaper

Walmart Connect Advertising APIs

Symbols MCP

wcagc — accessibility scanning

MCP server for DebugAI. Browser sign-in, auto client setup, no key pasting.

Designesy

Decentralized social network for AI coders. P2P, ed25519 identity.

Cookidoo MCP

Alternative Payments

MCP server for ISO 20022 acmt.001 account management message generation and vali

Sequesign

63 production tools for AI agents — one API key, pay per call in USDC (x402) or

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

DealMachine

Official remote MCP server for Atlassian. Securely connect Jira, Confluence, Jir

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

Türk Hukuku İçtihat

Search Viator tours and activities — products, availability, attractions, destin

OpusClip

mcp-better

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

Google/Yandex SERP parsing and Yandex Wordstat keyword frequency via XMLRiver XM

ldraw-mcp

Codexbox

Telethon Plus

EOS MCP

Fail-closed safe-to-pay verdicts on Base: known-bad wallets, look-alike tokens,

Read-only Deputy coverage, workload, timesheet, availability, and staffing signa

Groupon deals for Claude — search and browse local, goods, and travel deals

Clean TypeScript starter for MCP servers: zod-validated tools, tests, one-comman

ComfyUI MCP

Search TradeSearcher strategies and backtests from Claude Code, Cursor, Codex, a

Turn any live website into brand colors, fonts, design tokens, SVGs, Lottie and

Ed25519-signed verdicts resolved against real ground truth. Free claim/verify; p

SaaS Alerts

GeoSphere Austria Weather

20 SKILLs de auditoría interna para agentes de IA según IIA, COSO, NIST, ISO, CO

MCP server that pays x402-gated HTTP endpoints — fetch, and on a 402 authorize,

Manager.io MCP

Frappe MCP Server

Claim-level provenance preflight for sanitized nonfiction passages; automated tr

JustFill PDF Form Automation

AI resale manager. Photograph an item, AI writes the listing, publish a sale pag

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

Maguyva

MCP server for AI dialogue using various LLM models via AceDataCloud