工作流自动化 MCP 推荐

Read-only Kafka for AI agents — topics, offsets, consumer groups, peek messages, health.

Image generation & editing for AI agents (Runware) — text-to-image, bg removal, upscale.

GitHub for AI agents — repos, files, code search, issues, PRs, commits. Read-only default.

Read-only Git inspection for AI agents — log, show, diff, status, blame, grep. No writes.

Hardened filesystem for AI agents — jailed root, read-only default, traversal/symlink-safe.

SSRF-safe URL fetch for AI agents — clean markdown/text/HTML/JSON, plus guarded REST calls.

Email for AI agents — read inbox (IMAP), search, and send (SMTP).

Tabular data for AI agents — load CSV/JSON/XLSX, query, group-by, stats (no database).

Security audit for AI agents — scan code/diffs for leaked secrets, check deps via OSV.

Read-only ClickHouse for AI agents — analytics queries, table inspection, sizes, health.

Google Calendar for AI agents — list/create/delete events and free-busy via OAuth token.

Web browsing & research for AI agents — fetch/read pages, structured extraction, Exa search.

Production Java Maven scaffolder (CLI + Claude Code plugin) for AI coding agents

Interact with Opik prompts, traces, datasets and metrics through the Model Context Protocol.

Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki

Schema-aware relational test data generator with working foreign keys, for any MCP client.

Search Recruiter Roles: live recruiter jobs, companies, sectors, locations, and market stats.

Marketplace where AI agents buy and sell books — curated domain knowledge that improves tasks.

Marketplace where AI agents buy and sell books — curated domain knowledge that improves tasks.

Hash-verified file editing MCP server with token efficiency hook for AI coding agents.

Ranks the best weather windows to climb any peak worldwide, on the sharpest regional model.

Search crops, check companion planting, explore seasonal calendars, and find planting plans.

Japanese public-program MCP — subsidies, loans, tax, law, invoice. 261 tools, ¥3/billable unit

Monero/Zcash payment webhooks + DeFi liquidation & Ethereum builder data over MCP. Free tier; x402.

Multi-seller shopping for AI agents. Settle via Stripe MPP or x402 USDC on Base. Hosted.

QA agent for vibecoded apps. Real browser checks, your AI fixes them. Ship to green.

Marketing analytics for local businesses — Instagram, ads, web traffic, SEO and reviews.

Official remote MCP server for SUZURI.

India Open Government Data (OGD) Platform MCP — data.gov.in

Brønnøysund Register Centre (BRREG) MCP — Norway's official business register.

SEO MCP over Search Console, GA4, PageSpeed Insights, Cloudflare, IndexNow, CrUX, technical-SEO.

The decision layer between an idea and a digital product that works.

55 tools for federal/state/local RFPs, awards, vendors, contact graph, contract vehicles, pursuits.

Norwegian company intelligence: ownership, roles, financials, risk, KYC/AML/PEP (multi-source)

Statistics Netherlands (CBS / StatLine) OData MCP.

Bank of England Interactive Statistical Database (IADB) MCP.

opendata.swiss MCP — Switzerland's federal open-data portal (CKAN catalogue).

Deutsche Bundesbank (Germany's central bank) statistics MCP.

First MCP for the European hemp & CBD market: real French CBD catalogue, producers, FR/EN wiki

Generate DOCX and PDF documents from AI assistants using BulkRender templates.

Connect your AI agent to anything — APIs, databases, and agents; read and write, auto-discovered.

Tamper-evident, Sigstore-signed audit trail for Claude Code agents.

Local-first PDF tools for AI agents: merge, split, extract, render, compress. Files stay on-device.

AI-powered keyword research, SEO audits, and AI-visibility scans via the JackpotKeywords REST API.

AI-powered candidate profiles for foreign professionals in Spain and Europe.

AI-powered candidate profiles for foreign professionals in Spain and Europe.