🔍代码审查 / GitHub MCP 推荐

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.

Cut vision API token costs by snapping images to tile boundaries. Claude, GPT-4o, GPT-5, Gemini.

Query and manage Copilot Money personal finances — local reads, opt-in GraphQL writes.

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.

data.gov.sg MCP — Singapore open data + real-time environment/transport feeds

e-Stat (Japan) MCP — government statistics

DBnomics MCP — meta-aggregator over 80+ stats providers

Go modules MCP — wraps proxy.golang.org

NuGet MCP — .NET package registry

Maven Central MCP — Java/JVM artifact registry

Packagist MCP — PHP / Composer package registry

DBLP MCP — Computer Science bibliography

DOAJ MCP — Directory of Open Access Journals

MCP server providing symbol navigation, diagnostics, and type resolution for Nim projects