🔍代码审查 / GitHub MCP 推荐

Deterministic DOCX/PPTX/XLSX/PDF parser: track changes, comments, headers, footers, merged cells.

Azure + GCP cost management: spending, forecasts, anomalies, budgets, idle resources, and tags.

Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, inventory, and more

HubSpot CRM: contacts, deals, tickets, line items, properties, marketing, files, workflows, threads

Google Workspace MCP server for Gmail, Calendar, Drive, Docs, Sheets, Slides, Contacts, and more

MCP server for describing and invoking gRPC methods

US ZIP code intelligence: demographics, weather, tax, crime, housing, voting, and more.

Conta Azul ERP MCP — sales, customers, finance and NF-e via OAuth 2.0. Read + write, 35 tools.

Create a bill from a chat/photo and share it with anyone

VIN decoding and European vehicle data for automotive workflows.

Search 1.26M+ active French associations (official RNA registry, 10 tools, premium & RUP filters)

Workflow automation for AI agents — browse 125 connectors + 234 templates, run via FluxTurn.

RLS/tenant-aware Postgres for AI agents — schema, read-only SQL, NL→SQL with safety rails.

Translation for AI agents — translate, detect, batch; Japanese keigo registers. OpenRouter.

Time & date for AI agents — timezones, conversion, date math, diffs, cron, business days.

Multi-platform social posting for AI agents (Postiz) — channels, schedule/publish posts.

Read-only Redis for AI agents — keys, hashes, lists, sets, sorted sets, streams, INFO.

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.

Canary MCP server for validating Rebel's OSS release pipeline. Single ping tool; no auth.

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