Mcp Server Research

MCP Server Research

This skill helps you find free MCP (Model Context Protocol) servers for any research topic — data APIs, developer tools, automation, financial data, scientific data, cloud infrastructure, or any domain.

When to Use

• User asks "find MCP servers for [TOPIC]"
• User needs natural-language access to data sources or APIs
• User wants to monitor websites, APIs, or services via AI
• User needs automated execution or data retrieval via MCP

How It Works

1. User specifies the research topic (e.g., "GitHub automation", "weather data", "crypto prices", "Kubernetes monitoring", "scientific papers")
2. Agent searches across directories and GitHub for relevant MCP servers
3. Agent evaluates based on free tier, capabilities, maintenance
4. Agent provides quick-start configs and evaluation

---

Research Methodology (via Kimi WebBridge)

Search Strategy

1. Directories: mcpservers.org, awesomeclaude.ai/mcp/, github.com/topics/mcp-server
2. GitHub Search: topic:mcp-server [TOPIC] or mcp server [TOPIC]
3. Vendor Sites: Check official docs for MCP integrations
4. Google: free MCP server [TOPIC], MCP server [TOPIC] open source

Evaluation Criteria

• Free tier limits: requests/day, concurrent connections, data retention
• Data sources: official APIs, public data, proprietary
• Capabilities: read-only vs read-write, local vs remote
• Maintenance: stars, recent commits, issue response time
• Security: keys stay local (local servers) vs SaaS (remote)

---

Quick-Start Patterns

Local Server (Recommended for Privacy)

pip install mcp-server-[TOPIC]
mcp-server-[TOPIC]

{
  "mcpServers": {
    "[topic]": {
      "command": "mcp-server-[topic]",
      "args": []
    }
  }
}

Remote Server (Easier Setup)

{
  "mcpServers": {
    "[topic]": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.example.com/mcp"]
    }
  }
}

---

Common MCP Server Categories

| Category | Examples | Use Cases | |----------|----------|-----------| | Developer Tools | GitHub, GitLab, Docker, Kubernetes | Repo management, CI/CD, container ops | | Cloud/Infra | AWS, GCP, Azure, Terraform | Resource management, monitoring | | Data/Analytics | PostgreSQL, SQLite, DuckDB, BigQuery | Query databases, analyze data | | Web/API | HTTP clients, GraphQL, REST, Playwright | Web scraping, API integration, browser automation | | Communication | Slack, Discord, Email, Notion | Messaging, documentation, collaboration | | AI/ML | HuggingFace, Ollama, LocalAI, Embeddings | Model inference, embeddings, fine-tuning | | Monitoring | Prometheus, Grafana, Pulsetic | Uptime, metrics, alerting | | Finance/Data | Yahoo Finance, CCXT, Polygon, Alpha Vantage | Market data, crypto, forex | | Science/Research | arXiv, PubMed, Crossref, semantic-scholar | Paper search, citations, datasets |

---

Pitfalls to Avoid

• ❌ Assuming all "free" MCP servers allow write operations (most are read-only)
• ❌ Not checking rate limits on free tiers
• ❌ Using remote MCP without reviewing data privacy policies
• ❌ Missing that many local servers require API keys anyway
• ❌ Not verifying maintenance status (abandoned servers = broken tools)

---

Key Sources (All via Kimi WebBridge)

• mcpservers.org
• awesomeclaude.ai/mcp/
• github.com/topics/mcp-server
• github.com/topics/model-context-protocol
• Individual vendor MCP pages

---

Output Format

Return structured findings:

{
  "topic": "[user's research topic]",
  "servers_found": [
    {
      "name": "[server name]",
      "type": "local|remote",
      "category": "[category]",
      "free_tier": "[limits]",
      "key_features": ["feature1", "feature2"],
      "install_cmd": "[command]",
      "config_json": {},
      "github_url": "[url]",
      "stars": 123,
      "last_updated": "2026-01-15",
      "privacy": "local_keys_stay_local|remote_saas"
    }
  ],
  "recommendations": {
    "best_local": "[server name]",
    "best_remote": "[server name]",
    "easiest_setup": "[server name]"
  }
}

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: sloemo01
• Source: sloemo01/hermes-skills-bundle
• License: MIT

Install and usage instructions live in the source repository linked above.