🔍代码审查 / GitHub MCP 推荐

Architecture-aware MCP context with boundaries, seams, impact scope, and BGI-TWIN guidance.

MedlinePlus MCP — NIH consumer health info

CMS NPI Registry MCP

USDA Food Data Central MCP

DailyMed MCP — FDA Structured Product Labels via NLM

Remotive MCP — curated remote-only job board

Adzuna MCP — global job-board aggregator

USAJOBS.gov MCP — US federal job postings

MCP server to manage your Tampermonkey scripts

Job tracking CLI + MCP server for AI agents. 99K+ jobs, 775+ companies.

AI Incident Database (AIID) MCP

OpenReview MCP — ML conference submissions and reviews (API v2)

Hugging Face Hub MCP — models, datasets, spaces

Trust scores & reputation for the agent-to-agent economy. Verify A2A counterparties.

Credential vault for AI agents — Fernet-encrypted keys, per-agent budgets, audit logs.

Lets Claude Code or Codex CLI drive your real Chrome — sessions intact, 28 browser tools.

Korean business record validation and workflow safety gates for AI agents.

MCP server for Site Spy — lets AI agents monitor websites for changes

Optical ops MCP for AI DCs — gNMI, ML RUL, Digital Twin, NCCL, SPARQL semantic

Open-source GoHighLevel alternative for agencies. White-label CRM, booking, intake, chatbot via MCP.

SEO and AI-answer visibility intelligence for search, content gaps, and GEO actions.

Amazon account health, listing, FBA inventory, fee, PPC, review, and appeal intelligence.

Customer LTV, churn risk, repurchase, lifecycle email, and winback intelligence.

Creative fatigue, winning-angle, competitor ad, and hook benchmark intelligence.

Daily ecommerce revenue, inventory, listing, shipping, and restock operations intelligence.

Cross-platform ad spend, attribution, true ROAS, budget, and anomaly intelligence.

Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG.

Adaptive memory system with cognitive scoring, knowledge graph, and self-improving ML.

MCP server for IBM Maximo, by Maxis Technology — assets, work orders, inventory, purchasing, labor.

useVyre component context for AI agents — valid props, variants, anti-patterns, and design tokens.

MCP server for VK API with 180+ tools: users, wall, groups, friends, photos, messages.

Agent-safe Excel workbook analysis, editing, recalc, and verification tools.

Semantic knowledge engine for Obsidian with auto-classification and DAG hierarchy

Freshness-aware AI retrieval with 21 MCP tools for timestamped, decay-ranked live signals.

Aviation Weather MCP — METAR, TAF, PIREPs, AIRMET/SIGMET, station info

Transitland MCP — global GTFS aggregator

Aviationstack MCP — global flight + airport + airline data

Coinpaprika MCP — alternative crypto data source

Chainlist MCP — registry of EVM chains

L2BEAT MCP — Layer 2 ecosystem analytics

CoinMarketCap MCP — crypto prices, market cap, rankings

TheSportsDB MCP — sports catalog (teams, players, events)

The Odds API MCP — sportsbook odds across 70+ books, 30+ leagues

Open-Meteo MCP — weather forecast + historical reanalysis + sister APIs

PVGIS MCP — EU Joint Research Centre PV system modeler

NASA POWER MCP — Prediction of Worldwide Energy Resources

Agent Commerce MCP — agent-native A2A storefront. Discovery, Stripe checkout, affiliate program.

Playwright & Appium test automation for Claude. Generate tests, diagnose failures, open fix PRs.