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webfetch

Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching

firishfirish/webfetch★ 58Updated Jul 19, 2026

server.json

{
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "name": "io.github.firish/webfetch",
  "description": "Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching",
  "title": "webfetch",
  "repository": {
    "url": "https://github.com/firish/webfetch",
    "source": "github"
  },
  "version": "0.1.3",
  "packages": [
    {
      "registryType": "pypi",
      "registryBaseUrl": "https://pypi.org",
      "identifier": "webfetch-llm",
      "version": "0.1.3",
      "runtimeHint": "uvx",
      "transport": {
        "type": "stdio"
      },
      "environmentVariables": [
        {
          "description": "Optional - adds Brave to the multi-engine fusion. DDG works with no keys at all.",
          "isSecret": true,
          "name": "BRAVE_API_KEY"
        },
        {
          "description": "Optional - adds Serper (Google results) to the multi-engine fusion.",
          "isSecret": true,
          "name": "SERPER_API_KEY"
        },
        {
          "description": "Optional - adds Tavily to the multi-engine fusion.",
          "isSecret": true,
          "name": "TAVILY_API_KEY"
        },
        {
          "description": "Optional - search strategy: multi (RRF fusion of available engines, default), fallback (priority failover), or a single engine name like ddg.",
          "name": "WEBFETCH_PROVIDER"
        }
      ]
    }
  ]
}

Permissions

DeclaredDetected
Runs code—python
Installs—pypi:webfetch-llm@0.1.3
Runs install scripts—None
NetworkNoneNone
Needs credentialsBRAVE_API_KEYSERPER_API_KEYTAVILY_API_KEYBRAVE_API_KEYSERPER_API_KEYTAVILY_API_KEY
Outside the workspace—None
Agent tools—None

Checks

Low risk · Nothing worth a warning was found.

Not reviewed by a person · Checked by rules; the model review is not switched on yet.

Versions

  1. #10.1.3latestOct 7, 2026