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spences10

mcp-omnisearch

by spences10

mcp-omnisearch

built with vite+ tested with vitest

A Model Context Protocol (MCP) server that provides unified access to Tavily, Brave, Kagi, Exa AI, GitHub, Linkup, and Firecrawl through four consolidated tools.

Quick start

Install the published server with MCPick:

npx mcpick add \
  --name mcp-omnisearch \
  --command npx \
  --args=-y,mcp-omnisearch

MCPick defaults to Claude Code. Use --client and --scope to target another client or add the server to the current repository:

npx mcpick add \
  --name mcp-omnisearch \
  --command npx \
  --args=-y,mcp-omnisearch \
  --client vscode \
  --scope project

See Deployment for secret-safe provider-key setup and the supported clients.

To run from source instead:

pnpm install
pnpm run build
node ./dist/index.js

You can also configure the server manually with whichever provider keys you have. Providers without keys are skipped and the rest keep working.

{
	"mcpServers": {
		"mcp-omnisearch": {
			"command": "node",
			"args": ["/path/to/mcp-omnisearch/dist/index.js"],
			"env": {
				"TAVILY_API_KEY": "your-tavily-key",
				"KAGI_API_KEY": "your-kagi-key",
				"BRAVE_API_KEY": "your-brave-key",
				"GITHUB_API_KEY": "your-github-token",
				"EXA_API_KEY": "your-exa-key",
				"LINKUP_API_KEY": "your-linkup-key",
				"FIRECRAWL_API_KEY": "your-firecrawl-key"
			}
		}
	}
}

Related MCP server: MCP Search Server

Tools

Search the web with Tavily, Brave, Kagi, Exa, or Kagi Enrichment.

{
	"query": "latest SvelteKit releases",
	"provider": "tavily",
	"limit": 10,
	"search_depth": "advanced",
	"topic": "news",
	"time_range": "month",
	"safe_search": true,
	"include_raw_content": false,
	"auto_parameters": false
}

Search controls apply when supported by the selected provider.

Get sourced AI answers with Kagi FastGPT, Exa Answer, Linkup, or Tavily Research. Tavily Research returns a task ID first; pass it back as research_id to retrieve the report.

{
	"query": "Explain the differences between REST and GraphQL",
	"provider": "kagi_fastgpt"
}

Search GitHub code, repositories, or users.

{
	"query": "filename:remote.ts @sveltejs/kit",
	"search_type": "code",
	"limit": 5
}

web_extract

Extract, crawl, scrape, summarize, or find similar content with Tavily, Kagi, Firecrawl, or Exa.

{
	"url": "https://example.com/long-article",
	"provider": "tavily",
	"mode": "extract",
	"extract_depth": "advanced",
	"query": "installation requirements",
	"chunks_per_source": 3,
	"format": "markdown"
}

Documentation

Environment variables

  • TAVILY_API_KEY

  • KAGI_API_KEY

  • BRAVE_API_KEY

  • GITHUB_API_KEY

  • EXA_API_KEY

  • LINKUP_API_KEY

  • FIRECRAWL_API_KEY

  • FIRECRAWL_BASE_URL optional, for self-hosted Firecrawl

  • OMNISEARCH_LARGE_RESULT_MODE optional, file default or inline

Development

pnpm install
pnpm run build
pnpm test

Please read CONTRIBUTING.md before opening a PR.

License

MIT License - see LICENSE.

Acknowledgments

Built on Model Context Protocol, Tavily, Kagi, Brave Search, Exa AI, Linkup, and Firecrawl.

Available Tools

3 tools
web_extractExtract, process, or summarize web content from URLs. Use when you need to read page content, summarize articles, crawl sites, or extract structured data. Providers: tavily (content extraction), kagi (summarization of pages/videos/podcasts), firecrawl (scraping/crawling/mapping/structured extraction/interactive), exa (content retrieval/similar pages).B
Read-onlyIdempotent

Extract, process, or summarize web content from URLs. Use when you need to read page content, summarize articles, crawl sites, or extract structured data. Providers: tavily (content extraction), kagi (summarization of pages/videos/podcasts), firecrawl (scraping/crawling/mapping/structured extraction/interactive), exa (content retrieval/similar pages).

ParametersJSON Schema
NameRequiredDescriptionDefault
urlYesURL or array of URLs to process
modeNoProcessing mode. Firecrawl: scrape/crawl/map/extract/actions. Exa: contents/similar. Tavily: extract/crawl/map. Kagi: summarize. Defaults to provider default.
queryNoFocus extracted content on information relevant to this query.
formatNoExtracted page format (default: markdown).
providerYesProcessing provider to use
extract_depthNoExtraction depth (default: basic)
chunks_per_sourceNoMaximum relevant content chunks per source when a query is provided.
large_result_modeNoHow to handle oversized responses for this request. Use inline for remote/container transports; file is local shared-filesystem behavior. Defaults to OMNISEARCH_LARGE_RESULT_MODE or file.
include_raw_contentsNoWhether extraction responses should include per-URL raw_contents alongside combined content (default: true).

TDQS

B3/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, covering the safety profile. The description adds provider capability context (e.g., firecrawl for scraping/crawling/interactive, kagi for summarization). However, the mention of 'exa' as a provider is misleading because the input schema's provider enum omits exa, creating uncertainty about available behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is compact, front-loads the purpose, and packs useful provider information into a short list. Minor redundancy ('process' with 'extract') and the misleading exa reference are the only blemishes; overall it earns its length.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 9-parameter tool with 5 enums and provider-specific modes, the description is too thin. It does not explain how to choose a provider for a given task, what the different modes do relative to providers, or how to handle edge cases like exa's absence from the provider enum. There is no output schema, and the description gives no hint about return value shapes, so an agent would likely need to infer provider-mode compatibility.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the parameters are fully documented in the schema. The description adds value by loosely mapping providers to capabilities (e.g., kagi for summarization, firecrawl for scraping), which helps select provider and mode. But it introduces a conflict by listing exa although the provider enum does not include it, and it does not explain the relationship between provider and mode beyond the parentheticals.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It provides explicit 'Use when...' conditions covering the main scenarios, and the provider list gives a starting point for mode selection. It does not state when not to use this tool or point to alternatives like web_search or ai_search, so it lacks explicit exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. 3 tool updatesv0.1.0
    • Changedai_search2 fields changed
      • changedInput schema / properties / provider / enum
        Previous value: -[
        -  "kagi_fastgpt"
        -]New value: +[
        +  "kagi_fastgpt",
        +  "tavily_research"
        +]
      • addedInput schema / properties / research_id
        Added value: +{
        +  "description": "Existing asynchronous research task ID to retrieve. Supported by Tavily Research.",
        +  "minLength": 1,
        +  "type": "string"
        +}
    • Changedweb_extract5 fields changed
      • addedInput schema / properties / chunks_per_source
        Added value: +{
        +  "description": "Maximum relevant content chunks per source when a query is provided.",
        +  "maximum": 5,
        +  "minimum": 1,
        +  "type": "integer"
        +}
      • addedInput schema / properties / format
        Added value: +{
        +  "description": "Extracted page format (default: markdown).",
        +  "enum": [
        +    "markdown",
        +    "text"
        +  ],
        +  "type": "string"
        +}
      • changedInput schema / properties / mode / description
        Previous value: -"Processing mode. Firecrawl: scrape/crawl/map/extract/actions. Exa: contents/similar. Tavily: extract. Kagi: summarize. Defaults to provider default."New value: +"Processing mode. Firecrawl: scrape/crawl/map/extract/actions. Exa: contents/similar. Tavily: extract/crawl/map. Kagi: summarize. Defaults to provider default."
      • changedInput schema / properties / mode / enum
        Previous value: -[
        -  "extract",
        -  "summarize",
        -  "scrape",
        -  "crawl",
        -  "map",
        -  "actions",
        -  "contents",
        -  "similar"
        -]New value: +[
        +  "extract",
        +  "crawl",
        +  "map",
        +  "summarize",
        +  "scrape",
        +  "actions",
        +  "contents",
        +  "similar"
        +]
      • addedInput schema / properties / query
        Added value: +{
        +  "description": "Focus extracted content on information relevant to this query.",
        +  "minLength": 1,
        +  "pattern": "\\S",
        +  "type": "string"
        +}
    • Changedweb_search6 fields changed
      • addedInput schema / properties / auto_parameters
        Added value: +{
        +  "description": "Let supported providers select search settings from the query. This can change cost.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / include_raw_content
        Added value: +{
        +  "description": "Include full page content when the selected provider supports it.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / safe_search
        Added value: +{
        +  "description": "Enable provider safe-search filtering.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / search_depth
        Added value: +{
        +  "description": "Search depth. Providers may use this to balance speed, relevance, and cost.",
        +  "enum": [
        +    "basic",
        +    "advanced",
        +    "fast",
        +    "ultra-fast"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / time_range
        Added value: +{
        +  "description": "Only return results from this recent time range.",
        +  "enum": [
        +    "day",
        +    "week",
        +    "month",
        +    "year"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / topic
        Added value: +{
        +  "description": "Search topic category.",
        +  "enum": [
        +    "general",
        +    "news",
        +    "finance"
        +  ],
        +  "type": "string"
        +}
  2. 3 tool updatesv0.0.29
    • Changedai_search7 fields changed
      • addedInput schema / properties / large_result_mode
        Added value: +{
        +  "description": "How to handle oversized responses for this request. Use inline for remote/container transports; file is local shared-filesystem behavior. Defaults to OMNISEARCH_LARGE_RESULT_MODE or file.",
        +  "enum": [
        +    "inline",
        +    "file"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / limit / maximum
        Added value: +50
      • addedInput schema / properties / limit / minimum
        Added value: +1
      • changedInput schema / properties / limit / type
        Previous value: -"number"New value: +"integer"
      • changedInput schema / properties / query / description
        Previous value: -"Question or search query"New value: +"Search query"
      • addedInput schema / properties / query / minLength
        Added value: +1
      • addedInput schema / properties / query / pattern
        Added value: +"\\S"
    • Changedweb_extract3 fields changed
      • addedInput schema / properties / include_raw_contents
        Added value: +{
        +  "description": "Whether extraction responses should include per-URL raw_contents alongside combined content (default: true).",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / large_result_mode
        Added value: +{
        +  "description": "How to handle oversized responses for this request. Use inline for remote/container transports; file is local shared-filesystem behavior. Defaults to OMNISEARCH_LARGE_RESULT_MODE or file.",
        +  "enum": [
        +    "inline",
        +    "file"
        +  ],
        +  "type": "string"
        +}
      • changedInput schema / properties / url / anyOf
        Previous value: -[
        -  {
        -    "type": "string"
        -  },
        -  {
        -    "items": {
        -      "type": "string"
        -    },
        -    "type": "array"
        -  }
        -]New value: +[
        +  {
        +    "format": "uri",
        +    "pattern": "^https?:\\/\\/",
        +    "type": "string"
        +  },
        +  {
        +    "items": {
        +      "format": "uri",
        +      "pattern": "^https?:\\/\\/",
        +      "type": "string"
        +    },
        +    "maxItems": 10,
        +    "minItems": 1,
        +    "type": "array"
        +  }
        +]
    • Changedweb_search10 fields changed
      • addedInput schema / properties / exclude_domains / items / pattern
        Added value: +"^(?:\\*\\.)?(?:[a-zA-Z0-9](?:[a-zA-Z0-9-]{0,61}[a-zA-Z0-9])?\\.)+[a-zA-Z]{2,63}$"
      • addedInput schema / properties / exclude_domains / maxItems
        Added value: +20
      • addedInput schema / properties / include_domains / items / pattern
        Added value: +"^(?:\\*\\.)?(?:[a-zA-Z0-9](?:[a-zA-Z0-9-]{0,61}[a-zA-Z0-9])?\\.)+[a-zA-Z]{2,63}$"
      • addedInput schema / properties / include_domains / maxItems
        Added value: +20
      • addedInput schema / properties / large_result_mode
        Added value: +{
        +  "description": "How to handle oversized responses for this request. Use inline for remote/container transports; file is local shared-filesystem behavior. Defaults to OMNISEARCH_LARGE_RESULT_MODE or file.",
        +  "enum": [
        +    "inline",
        +    "file"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / limit / maximum
        Added value: +50
      • addedInput schema / properties / limit / minimum
        Added value: +1
      • changedInput schema / properties / limit / type
        Previous value: -"number"New value: +"integer"
      • addedInput schema / properties / query / minLength
        Added value: +1
      • addedInput schema / properties / query / pattern
        Added value: +"\\S"
  3. 8 tool updatesv0.0.4
    • Changedai_search6 fields changed
      • changedInput schema / properties / limit / description
        Previous value: -"Result limit"New value: +"Maximum number of results (default: 10)"
      • removedInput schema / properties / provider / anyOf
        Removed value: -[
        -  {
        -    "const": "perplexity"
        -  },
        -  {
        -    "const": "kagi_fastgpt"
        -  },
        -  {
        -    "const": "exa_answer"
        -  }
        -]
      • changedInput schema / properties / provider / description
        Previous value: -"AI provider"New value: +"AI search provider to use"
      • addedInput schema / properties / provider / enum
        Added value: +[
        +  "kagi_fastgpt"
        +]
      • addedInput schema / properties / provider / type
        Added value: +"string"
      • changedInput schema / properties / query / description
        Previous value: -"Query"New value: +"Question or search query"
    • Removedfirecrawl_process
    • Removedjina_grounding_enhance
    • Removedkagi_enrichment_enhance
    • Removedkagi_summarizer_process
    • Removedtavily_extract_process
    • Addedweb_extract
    • Changedweb_search8 fields changed
      • changedInput schema / properties / exclude_domains / description
        Previous value: -"Domains to exclude"New value: +"Exclude results from these domains"
      • changedInput schema / properties / include_domains / description
        Previous value: -"Domains to include"New value: +"Only return results from these domains"
      • changedInput schema / properties / limit / description
        Previous value: -"Result limit"New value: +"Maximum number of results (default: 10)"
      • removedInput schema / properties / provider / anyOf
        Removed value: -[
        -  {
        -    "const": "tavily"
        -  },
        -  {
        -    "const": "brave"
        -  },
        -  {
        -    "const": "kagi"
        -  },
        -  {
        -    "const": "exa"
        -  }
        -]
      • changedInput schema / properties / provider / description
        Previous value: -"Search provider"New value: +"Search provider to use"
      • addedInput schema / properties / provider / enum
        Added value: +[
        +  "tavily",
        +  "brave",
        +  "kagi",
        +  "kagi_enrichment"
        +]
      • addedInput schema / properties / provider / type
        Added value: +"string"
      • changedInput schema / properties / query / description
        Previous value: -"Query"New value: +"Search query"
  4. 18 tool updatesv1.0.0
    • Addedai_search
    • Removedbrave_search
    • Removedfirecrawl_actions_process
    • Removedfirecrawl_crawl_process
    • Removedfirecrawl_extract_process
    • Removedfirecrawl_map_process
    • Addedfirecrawl_process
    • Removedfirecrawl_scrape_process
    • Changedjina_grounding_enhance2 fields changed
      • addedInput schema / $schema
        Added value: +"http://json-schema.org/draft-07/schema#"
      • changedInput schema / properties / content / description
        Previous value: -"Content to enhance"New value: +"Content"
    • Removedjina_reader_process
    • Changedkagi_enrichment_enhance2 fields changed
      • addedInput schema / $schema
        Added value: +"http://json-schema.org/draft-07/schema#"
      • changedInput schema / properties / content / description
        Previous value: -"Content to enhance"New value: +"Content"
    • Removedkagi_fastgpt_search
    • Removedkagi_search
    • Changedkagi_summarizer_process9 fields changed
      • addedInput schema / $schema
        Added value: +"http://json-schema.org/draft-07/schema#"
      • addedInput schema / properties / extract_depth / anyOf
        Added value: +[
        +  {
        +    "const": "basic"
        +  },
        +  {
        +    "const": "advanced"
        +  }
        +]
      • removedInput schema / properties / extract_depth / default
        Removed value: -"basic"
      • changedInput schema / properties / extract_depth / description
        Previous value: -"The depth of the extraction process. \"advanced\" retrieves more data but costs more credits."New value: +"Extraction depth"
      • removedInput schema / properties / extract_depth / enum
        Removed value: -[
        -  "basic",
        -  "advanced"
        -]
      • removedInput schema / properties / extract_depth / type
        Removed value: -"string"
      • addedInput schema / properties / url / anyOf
        Added value: +[
        +  {
        +    "type": "string"
        +  },
        +  {
        +    "items": {
        +      "type": "string"
        +    },
        +    "type": "array"
        +  }
        +]
      • addedInput schema / properties / url / description
        Added value: +"URL(s)"
      • removedInput schema / properties / url / oneOf
        Removed value: -[
        -  {
        -    "description": "Single URL to process",
        -    "type": "string"
        -  },
        -  {
        -    "description": "Multiple URLs to process",
        -    "items": {
        -      "type": "string"
        -    },
        -    "type": "array"
        -  }
        -]
    • Removedperplexity_search
    • Changedtavily_extract_process9 fields changed
      • addedInput schema / $schema
        Added value: +"http://json-schema.org/draft-07/schema#"
      • addedInput schema / properties / extract_depth / anyOf
        Added value: +[
        +  {
        +    "const": "basic"
        +  },
        +  {
        +    "const": "advanced"
        +  }
        +]
      • removedInput schema / properties / extract_depth / default
        Removed value: -"basic"
      • changedInput schema / properties / extract_depth / description
        Previous value: -"The depth of the extraction process. \"advanced\" retrieves more data but costs more credits."New value: +"Extraction depth"
      • removedInput schema / properties / extract_depth / enum
        Removed value: -[
        -  "basic",
        -  "advanced"
        -]
      • removedInput schema / properties / extract_depth / type
        Removed value: -"string"
      • addedInput schema / properties / url / anyOf
        Added value: +[
        +  {
        +    "type": "string"
        +  },
        +  {
        +    "items": {
        +      "type": "string"
        +    },
        +    "type": "array"
        +  }
        +]
      • addedInput schema / properties / url / description
        Added value: +"URL(s)"
      • removedInput schema / properties / url / oneOf
        Removed value: -[
        -  {
        -    "description": "Single URL to process",
        -    "type": "string"
        -  },
        -  {
        -    "description": "Multiple URLs to process",
        -    "items": {
        -      "type": "string"
        -    },
        -    "type": "array"
        -  }
        -]
    • Removedtavily_search
    • Addedweb_search
  5. 15 tool updates
    • First observedbrave_search
    • First observedfirecrawl_actions_process
    • First observedfirecrawl_crawl_process
    • First observedfirecrawl_extract_process
    • First observedfirecrawl_map_process
    • First observedfirecrawl_scrape_process
    • First observedjina_grounding_enhance
    • First observedjina_reader_process
    • First observedkagi_enrichment_enhance
    • First observedkagi_fastgpt_search
    • First observedkagi_search
    • First observedkagi_summarizer_process
    • First observedperplexity_search
    • First observedtavily_extract_process
    • First observedtavily_search

TDQS

A3.6/5.0
Disambiguation5/5

Each tool has a clearly distinct job: web_search returns raw search results, ai_search returns synthesized answers with citations, and web_extract processes specific URLs. There is no meaningful overlap or ambiguity between them.

Naming Consistency5/5

All tool names follow a consistent snake_case pattern combining a domain prefix with an action: web_search, ai_search, web_extract. The naming style is uniform and predictable.

Tool Count5/5

Three tools is well-scoped for an omnisearch server covering the core needs of searching, getting AI answers, and extracting web content. Each tool earns its place without redundancy.

Completeness5/5

The toolset covers the full search-to-insight workflow: finding sources, getting synthesized answers, and extracting or summarizing content from URLs. There are no obvious dead ends or missing core operations for the stated purpose.

Maintenance

ActivityActive
ResponsivenessResponsive

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