🔍代码审查 / GitHub MCP 推荐

Lmod MCP - Environment Module Management for LLMs with comprehensive module operations

Jarvis-CD MCP - Pipeline Management for High-Performance Computing with comprehensive workflow...

HDF5 FastMCP - Scientific Data Access for AI Agents | CLIO Kit MCP Server

MCP server for inspecting, validating, and summarizing GeoJSON documents (stdlib only)

MCP server for rendering GeoJSON vector layers into map images with basemaps

Darshan I/O profiler MCP server for analyzing I/O trace files

Compression MCP server implementation using Model Context Protocol

ArXiv MCP server implementation using Model Context Protocol

Fetch and analyze BP5 data files using ADIOS2. Access scientific data, metadata, and attributes...

The most complete ClickUp MCP server — 161 tools + clickup_raw for the full v2/v3 API.

Amazon data MCP: products, rankings, reviews, niches, WIPO & PACER IP, AI search & trends.

Convert natural language into validated Liquibase XML or SQL changesets. 19 tools, 12 databases.

Serves WPF Dev Pack knowledge topics to AI agents from a local repo clone.

Pet travel docs + border readiness. Keyless: look up entry rules + sign up. Keyed: household docs.

MCP server for CSV/JSON data transformation using YAML rules

Query FDA data on drugs, food, devices, and recalls via openFDA. STDIO or Streamable HTTP.

MCP server for Godot Engine 4.x with 17 tools for scenes, scripts, and shaders.

Markdown-first MCP server for Notion API with 9 composite tools and 39+ actions.

MCP server for web search, content extraction, academic research, and library docs.

Complete Resend email MCP: full API coverage + debug layer (deliverability, DNS, bounces).

Persistent AI memory with hybrid search (FTS5 + semantic) and cross-machine sync.

Knowledge graph for token-efficient code reviews with fixed search and configurable embeddings

Telegram MCP server — dual-mode Bot API + MTProto, 6 composite tools.

MCP server for image/video understanding & generation (Gemini/OpenAI/Grok)

IMAP/SMTP MCP server for Email with composite tools. Multi-account, auto-discovery.

Vote-gated change control for WithVibe — the agent proposes a change via MCP; team approves first.

Per-env roadmap board for WithVibe — an MCP server the orchestrator drives to plan and track work.

Access US federal award, recipient, agency, and spending analytics data from USAspending.gov.

MCP server for DataHub data catalogs. Discover datasets, explore lineage, and access metadata.

WA highway conditions, ferry schedules, vessel locations, toll rates, and border waits via MCP.

npm & PyPI freshness for AI agents: latest version, deprecations, dated breaking-change diffs.

eLife MCP — keyless open-access life-sciences & biomedical journal articles.

OSF (Open Science Framework, by the Center for Open Science) MCP.

Dryad (datadryad.org) MCP — keyless.

macvendors.com MCP — MAC address (OUI) → hardware manufacturer lookup.

PeeringDB MCP — the peering ecosystem database.

ListenBrainz MCP.

GWAS Catalog (EBI/NHGRI) MCP — curated catalog of genome-wide association studies.

cBioPortal MCP — cancer genomics portal.

ITIS (Integrated Taxonomic Information System) MCP.

OBIS (Ocean Biodiversity Information System) MCP.

WoRMS (World Register of Marine Species) MCP — keyless.

NCI CACTUS Chemical Identifier Resolver MCP.

Paleobiology Database (PBDB) MCP — the global fossil record. Keyless.

Macrostrat MCP — geologic map / column / unit data for North America and beyond.

NCI Genomic Data Commons (GDC) MCP.

Internet Archive (archive.org) item search & metadata MCP.

InterPro MCP (EBI) — protein family / domain / functional-site classification.