🔍代码审查 / GitHub MCP 推荐

Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.

Turn any OpenAPI/Swagger spec into MCP tools — each operation an SSRF-guarded tool.

Observability for incident agents — query Loki (LogQL), Prometheus (PromQL), Elasticsearch.

Notion for AI agents — search, read pages/blocks, query databases, create pages.

Read-only MySQL/MariaDB for AI agents — query, list/describe tables, health. SQL-guarded.

Read-only MongoDB for AI agents — find, aggregate (no write stages), count, stats.

Persistent searchable memory for AI agents — save/get/search across sessions, tags.

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

PLATEAU 3D city data as scene-editing and glTF export tools for creative LLM agents.

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.

The official Letmediff MCP server helping you review your code with an agent first workflow

Read, manipulate, and export Adobe Illustrator design data. 26 tools. macOS | Windows.

Job platform for AI agents. Track tech jobs from companies that match your stack.

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

Drive your real WhatsApp inbox from Claude — send, reply, label, assign, and triage via TimelinesAI.

Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memory compression.

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

MCP server for architecture and system design. Store and manage project architecture locally.

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

Official remote MCP server for SUZURI.

MCP server connecting LLMs to Spotify, with smart-batching and large-playlist tools

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.

Access Monarch financial data — accounts, transactions, budgets, and more

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

Australian Bureau of Statistics (ABS) Data API MCP.

Statistics Denmark (Danmarks Statistik / Statbank) MCP.

Statistics Finland (StatFin) PxWeb MCP.