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tavily-ai

Tavily MCP Server

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tavily-search

Perform web searches to gather real-time information, news, and detailed content analysis with customizable parameters for results, domains, and timeframes.

Instructions

A powerful web search tool that provides comprehensive, real-time results using Tavily's AI search engine. Returns relevant web content with customizable parameters for result count, content type, and domain filtering. Ideal for gathering current information, news, and detailed web content analysis.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesSearch query
search_depthNoThe depth of the search. It can be 'basic' or 'advanced'basic
topicNoThe category of the search. This will determine which of our agents will be used for the searchgeneral
daysNoThe number of days back from the current date to include in the search results. This specifies the time frame of data to be retrieved. Please note that this feature is only available when using the 'news' search topic
time_rangeNoThe time range back from the current date to include in the search results. This feature is available for both 'general' and 'news' search topics
start_dateNoWill return all results after the specified start date. Required to be written in the format YYYY-MM-DD.
end_dateNoWill return all results before the specified end date. Required to be written in the format YYYY-MM-DD
max_resultsNoThe maximum number of search results to return
include_imagesNoInclude a list of query-related images in the response
include_image_descriptionsNoInclude a list of query-related images and their descriptions in the response
include_raw_contentNoInclude the cleaned and parsed HTML content of each search result
include_domainsNoA list of domains to specifically include in the search results, if the user asks to search on specific sites set this to the domain of the site
exclude_domainsNoList of domains to specifically exclude, if the user asks to exclude a domain set this to the domain of the site
countryNoBoost search results from a specific country. This will prioritize content from the selected country in the search results. Available only if topic is general. Country names MUST be written in lowercase, plain English, with spaces and no underscores.
include_faviconNoWhether to include the favicon URL for each result

Implementation Reference

  • The primary handler function that executes the 'tavily-search' tool logic by calling the Tavily search API, processing input parameters, applying defaults from environment, cleaning the payload, making the HTTP POST request, and handling specific API errors.
    async search(params: any): Promise<TavilyResponse> {
      try {
        const endpoint = this.baseURLs.search;
        
        const defaults = this.getDefaultParameters();
        
        // Prepare the request payload
        const searchParams: any = {
          query: params.query,
          search_depth: params.search_depth,
          topic: params.topic,
          days: params.days,
          time_range: params.time_range,
          max_results: params.max_results,
          include_images: params.include_images,
          include_image_descriptions: params.include_image_descriptions,
          include_raw_content: params.include_raw_content,
          include_domains: params.include_domains || [],
          exclude_domains: params.exclude_domains || [],
          country: params.country,
          include_favicon: params.include_favicon,
          start_date: params.start_date,
          end_date: params.end_date,
          api_key: API_KEY,
        };
        
        // Apply default parameters
        for (const key in searchParams) {
          if (key in defaults) {
            searchParams[key] = defaults[key];
          }
        }
        
        // We have to set defaults due to the issue with optional parameter types or defaults = None
        // Because of this, we have to set the time_range to None if start_date or end_date is set 
        // or else start_date and end_date will always cause errors when sent
        if ((searchParams.start_date || searchParams.end_date) && (searchParams.time_range || searchParams.days)) {
          searchParams.days = undefined;
          searchParams.time_range = undefined;
        }
        
        // Remove empty values
        const cleanedParams: any = {};
        for (const key in searchParams) {
          const value = searchParams[key];
          // Skip empty strings, null, undefined, and empty arrays
          if (value !== "" && value !== null && value !== undefined && 
              !(Array.isArray(value) && value.length === 0)) {
            cleanedParams[key] = value;
          }
        }
        
        const response = await this.axiosInstance.post(endpoint, cleanedParams);
        return response.data;
      } catch (error: any) {
        if (error.response?.status === 401) {
          throw new Error('Invalid API key');
        } else if (error.response?.status === 429) {
          throw new Error('Usage limit exceeded');
        }
        throw error;
      }
    }
  • Input schema definition for the tavily-search tool, specifying all parameters like query, search_depth, topic, time filters, result limits, domain includes/excludes, and country with types, descriptions, defaults, and enums.
    inputSchema: {
      type: "object",
      properties: {
        query: { 
          type: "string", 
          description: "Search query" 
        },
        search_depth: {
          type: "string",
          enum: ["basic","advanced"],
          description: "The depth of the search. It can be 'basic' or 'advanced'",
          default: "basic"
        },
        topic : {
          type: "string",
          enum: ["general","news"],
          description: "The category of the search. This will determine which of our agents will be used for the search",
          default: "general"
        },
        days: {
          type: "number",
          description: "The number of days back from the current date to include in the search results. This specifies the time frame of data to be retrieved. Please note that this feature is only available when using the 'news' search topic",
          default: 3
        },
        time_range: {
          type: "string",
          description: "The time range back from the current date to include in the search results. This feature is available for both 'general' and 'news' search topics",
          enum: ["day", "week", "month", "year", "d", "w", "m", "y"],
        },
        start_date: {
          type: "string",
          description: "Will return all results after the specified start date. Required to be written in the format YYYY-MM-DD.",
          default: "",
        },
        end_date: { 
          type: "string",
          description: "Will return all results before the specified end date. Required to be written in the format YYYY-MM-DD",
          default: "",
        },
        max_results: { 
          type: "number", 
          description: "The maximum number of search results to return",
          default: 10,
          minimum: 5,
          maximum: 20
        },
        include_images: { 
          type: "boolean", 
          description: "Include a list of query-related images in the response",
          default: false,
        },
        include_image_descriptions: { 
          type: "boolean", 
          description: "Include a list of query-related images and their descriptions in the response",
          default: false,
        },
        /*
        // Since the mcp server is using AI clients to generate answers form the search results, we don't need to include this feature.
        include_answer: { 
          type: ["boolean", "string"],
          enum: [true, false, "basic", "advanced"],
          description: "Include an answer to original query, generated by an LLM based on Tavily's search results. Can be boolean or string ('basic'/'advanced'). 'basic'/true answer will be quick but less detailed, 'advanced' answer will be more detailed but take longer to generate",
          default: false,
        },
        */
        include_raw_content: { 
          type: "boolean", 
          description: "Include the cleaned and parsed HTML content of each search result",
          default: false,
        },
        include_domains: {
          type: "array",
          items: { type: "string" },
          description: "A list of domains to specifically include in the search results, if the user asks to search on specific sites set this to the domain of the site",
          default: []
        },
        exclude_domains: {
          type: "array",
          items: { type: "string" },
          description: "List of domains to specifically exclude, if the user asks to exclude a domain set this to the domain of the site",
          default: []
        },
        country: {
          type: "string",
          enum: ['afghanistan', 'albania', 'algeria', 'andorra', 'angola', 'argentina', 'armenia', 'australia', 'austria', 'azerbaijan', 'bahamas', 'bahrain', 'bangladesh', 'barbados', 'belarus', 'belgium', 'belize', 'benin', 'bhutan', 'bolivia', 'bosnia and herzegovina', 'botswana', 'brazil', 'brunei', 'bulgaria', 'burkina faso', 'burundi', 'cambodia', 'cameroon', 'canada', 'cape verde', 'central african republic', 'chad', 'chile', 'china', 'colombia', 'comoros', 'congo', 'costa rica', 'croatia', 'cuba', 'cyprus', 'czech republic', 'denmark', 'djibouti', 'dominican republic', 'ecuador', 'egypt', 'el salvador', 'equatorial guinea', 'eritrea', 'estonia', 'ethiopia', 'fiji', 'finland', 'france', 'gabon', 'gambia', 'georgia', 'germany', 'ghana', 'greece', 'guatemala', 'guinea', 'haiti', 'honduras', 'hungary', 'iceland', 'india', 'indonesia', 'iran', 'iraq', 'ireland', 'israel', 'italy', 'jamaica', 'japan', 'jordan', 'kazakhstan', 'kenya', 'kuwait', 'kyrgyzstan', 'latvia', 'lebanon', 'lesotho', 'liberia', 'libya', 'liechtenstein', 'lithuania', 'luxembourg', 'madagascar', 'malawi', 'malaysia', 'maldives', 'mali', 'malta', 'mauritania', 'mauritius', 'mexico', 'moldova', 'monaco', 'mongolia', 'montenegro', 'morocco', 'mozambique', 'myanmar', 'namibia', 'nepal', 'netherlands', 'new zealand', 'nicaragua', 'niger', 'nigeria', 'north korea', 'north macedonia', 'norway', 'oman', 'pakistan', 'panama', 'papua new guinea', 'paraguay', 'peru', 'philippines', 'poland', 'portugal', 'qatar', 'romania', 'russia', 'rwanda', 'saudi arabia', 'senegal', 'serbia', 'singapore', 'slovakia', 'slovenia', 'somalia', 'south africa', 'south korea', 'south sudan', 'spain', 'sri lanka', 'sudan', 'sweden', 'switzerland', 'syria', 'taiwan', 'tajikistan', 'tanzania', 'thailand', 'togo', 'trinidad and tobago', 'tunisia', 'turkey', 'turkmenistan', 'uganda', 'ukraine', 'united arab emirates', 'united kingdom', 'united states', 'uruguay', 'uzbekistan', 'venezuela', 'vietnam', 'yemen', 'zambia', 'zimbabwe'],
          description: "Boost search results from a specific country. This will prioritize content from the selected country in the search results. Available only if topic is general. Country names MUST be written in lowercase, plain English, with spaces and no underscores.",
          default: ""
        },
        include_favicon: { 
          type: "boolean", 
          description: "Whether to include the favicon URL for each result",
          default: false,
        }
      },
      required: ["query"]
    }
  • src/index.ts:144-243 (registration)
    Registration of the tavily-search tool in the MCP ListToolsRequestSchema handler, including name, description, and reference to inputSchema.
    {
      name: "tavily-search",
      description: "A powerful web search tool that provides comprehensive, real-time results using Tavily's AI search engine. Returns relevant web content with customizable parameters for result count, content type, and domain filtering. Ideal for gathering current information, news, and detailed web content analysis.",
      inputSchema: {
        type: "object",
        properties: {
          query: { 
            type: "string", 
            description: "Search query" 
          },
          search_depth: {
            type: "string",
            enum: ["basic","advanced"],
            description: "The depth of the search. It can be 'basic' or 'advanced'",
            default: "basic"
          },
          topic : {
            type: "string",
            enum: ["general","news"],
            description: "The category of the search. This will determine which of our agents will be used for the search",
            default: "general"
          },
          days: {
            type: "number",
            description: "The number of days back from the current date to include in the search results. This specifies the time frame of data to be retrieved. Please note that this feature is only available when using the 'news' search topic",
            default: 3
          },
          time_range: {
            type: "string",
            description: "The time range back from the current date to include in the search results. This feature is available for both 'general' and 'news' search topics",
            enum: ["day", "week", "month", "year", "d", "w", "m", "y"],
          },
          start_date: {
            type: "string",
            description: "Will return all results after the specified start date. Required to be written in the format YYYY-MM-DD.",
            default: "",
          },
          end_date: { 
            type: "string",
            description: "Will return all results before the specified end date. Required to be written in the format YYYY-MM-DD",
            default: "",
          },
          max_results: { 
            type: "number", 
            description: "The maximum number of search results to return",
            default: 10,
            minimum: 5,
            maximum: 20
          },
          include_images: { 
            type: "boolean", 
            description: "Include a list of query-related images in the response",
            default: false,
          },
          include_image_descriptions: { 
            type: "boolean", 
            description: "Include a list of query-related images and their descriptions in the response",
            default: false,
          },
          /*
          // Since the mcp server is using AI clients to generate answers form the search results, we don't need to include this feature.
          include_answer: { 
            type: ["boolean", "string"],
            enum: [true, false, "basic", "advanced"],
            description: "Include an answer to original query, generated by an LLM based on Tavily's search results. Can be boolean or string ('basic'/'advanced'). 'basic'/true answer will be quick but less detailed, 'advanced' answer will be more detailed but take longer to generate",
            default: false,
          },
          */
          include_raw_content: { 
            type: "boolean", 
            description: "Include the cleaned and parsed HTML content of each search result",
            default: false,
          },
          include_domains: {
            type: "array",
            items: { type: "string" },
            description: "A list of domains to specifically include in the search results, if the user asks to search on specific sites set this to the domain of the site",
            default: []
          },
          exclude_domains: {
            type: "array",
            items: { type: "string" },
            description: "List of domains to specifically exclude, if the user asks to exclude a domain set this to the domain of the site",
            default: []
          },
          country: {
            type: "string",
            enum: ['afghanistan', 'albania', 'algeria', 'andorra', 'angola', 'argentina', 'armenia', 'australia', 'austria', 'azerbaijan', 'bahamas', 'bahrain', 'bangladesh', 'barbados', 'belarus', 'belgium', 'belize', 'benin', 'bhutan', 'bolivia', 'bosnia and herzegovina', 'botswana', 'brazil', 'brunei', 'bulgaria', 'burkina faso', 'burundi', 'cambodia', 'cameroon', 'canada', 'cape verde', 'central african republic', 'chad', 'chile', 'china', 'colombia', 'comoros', 'congo', 'costa rica', 'croatia', 'cuba', 'cyprus', 'czech republic', 'denmark', 'djibouti', 'dominican republic', 'ecuador', 'egypt', 'el salvador', 'equatorial guinea', 'eritrea', 'estonia', 'ethiopia', 'fiji', 'finland', 'france', 'gabon', 'gambia', 'georgia', 'germany', 'ghana', 'greece', 'guatemala', 'guinea', 'haiti', 'honduras', 'hungary', 'iceland', 'india', 'indonesia', 'iran', 'iraq', 'ireland', 'israel', 'italy', 'jamaica', 'japan', 'jordan', 'kazakhstan', 'kenya', 'kuwait', 'kyrgyzstan', 'latvia', 'lebanon', 'lesotho', 'liberia', 'libya', 'liechtenstein', 'lithuania', 'luxembourg', 'madagascar', 'malawi', 'malaysia', 'maldives', 'mali', 'malta', 'mauritania', 'mauritius', 'mexico', 'moldova', 'monaco', 'mongolia', 'montenegro', 'morocco', 'mozambique', 'myanmar', 'namibia', 'nepal', 'netherlands', 'new zealand', 'nicaragua', 'niger', 'nigeria', 'north korea', 'north macedonia', 'norway', 'oman', 'pakistan', 'panama', 'papua new guinea', 'paraguay', 'peru', 'philippines', 'poland', 'portugal', 'qatar', 'romania', 'russia', 'rwanda', 'saudi arabia', 'senegal', 'serbia', 'singapore', 'slovakia', 'slovenia', 'somalia', 'south africa', 'south korea', 'south sudan', 'spain', 'sri lanka', 'sudan', 'sweden', 'switzerland', 'syria', 'taiwan', 'tajikistan', 'tanzania', 'thailand', 'togo', 'trinidad and tobago', 'tunisia', 'turkey', 'turkmenistan', 'uganda', 'ukraine', 'united arab emirates', 'united kingdom', 'united states', 'uruguay', 'uzbekistan', 'venezuela', 'vietnam', 'yemen', 'zambia', 'zimbabwe'],
            description: "Boost search results from a specific country. This will prioritize content from the selected country in the search results. Available only if topic is general. Country names MUST be written in lowercase, plain English, with spaces and no underscores.",
            default: ""
          },
          include_favicon: { 
            type: "boolean", 
            description: "Whether to include the favicon URL for each result",
            default: false,
          }
        },
        required: ["query"]
      }
    },
  • Dispatch handler in the CallToolRequestSchema that maps input arguments to the search method for tavily-search tool execution.
    case "tavily-search":
      // If country is set, ensure topic is general
      if (args.country) {
        args.topic = "general";
      }
      
      response = await this.search({
        query: args.query,
        search_depth: args.search_depth,
        topic: args.topic,
        days: args.days,
        time_range: args.time_range,
        max_results: args.max_results,
        include_images: args.include_images,
        include_image_descriptions: args.include_image_descriptions,
        include_raw_content: args.include_raw_content,
        include_domains: Array.isArray(args.include_domains) ? args.include_domains : [],
        exclude_domains: Array.isArray(args.exclude_domains) ? args.exclude_domains : [],
        country: args.country,
        include_favicon: args.include_favicon,
        start_date: args.start_date,
        end_date: args.end_date
      });
      break;
  • Helper function to format the Tavily search response into a human-readable text string used in the tool output.
    function formatResults(response: TavilyResponse): string {
      // Format API response into human-readable text
      const output: string[] = [];
    
      // Include answer if available
      if (response.answer) {
        output.push(`Answer: ${response.answer}`);
      }
    
      // Format detailed search results
      output.push('Detailed Results:');
      response.results.forEach(result => {
        output.push(`\nTitle: ${result.title}`);
        output.push(`URL: ${result.url}`);
        output.push(`Content: ${result.content}`);
        if (result.raw_content) {
          output.push(`Raw Content: ${result.raw_content}`);
        }
        if (result.favicon) {
          output.push(`Favicon: ${result.favicon}`);
        }
      });
    
        // Add images section if available
        if (response.images && response.images.length > 0) {
          output.push('\nImages:');
          response.images.forEach((image, index) => {
            if (typeof image === 'string') {
              output.push(`\n[${index + 1}] URL: ${image}`);
            } else {
              output.push(`\n[${index + 1}] URL: ${image.url}`);
              if (image.description) {
                output.push(`   Description: ${image.description}`);
              }
            }
          });
        }  
    
      return output.join('\n');
    }
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It mentions 'real-time results' and 'customizable parameters,' but doesn't address critical behavioral aspects like rate limits, authentication requirements, error conditions, pagination, or what the response structure looks like. For a search tool with 15 parameters, this leaves significant gaps in understanding how the tool behaves beyond basic functionality.

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

Conciseness5/5

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

The description is perfectly concise with three well-structured sentences. The first sentence establishes core functionality, the second explains key features, and the third provides usage context. Every sentence earns its place with no wasted words, and information is appropriately front-loaded.

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?

Given the tool's complexity (15 parameters, no annotations, no output schema), the description is insufficiently complete. It doesn't explain the response format, error handling, rate limits, or how results are structured. For a search tool that likely returns rich data, the description should provide more context about what the agent can expect from the tool's behavior and outputs.

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?

The description mentions 'customizable parameters for result count, content type, and domain filtering,' which adds some context beyond the schema. However, with 100% schema description coverage, the schema already comprehensively documents all 15 parameters. The description provides high-level grouping but doesn't add meaningful semantic value beyond what's in the detailed schema descriptions.

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

Purpose4/5

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

The description clearly states the tool's purpose as a 'web search tool' that 'provides comprehensive, real-time results' using Tavily's AI engine. It specifies the verb ('search') and resource ('web content'), but doesn't explicitly differentiate from sibling tools like tavily-crawl or tavily-extract, which likely have different functions (crawling vs. extracting vs. searching).

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

Usage Guidelines3/5

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

The description provides implied usage guidance by stating it's 'ideal for gathering current information, news, and detailed web content analysis.' However, it doesn't explicitly state when to use this tool versus its siblings (tavily-crawl, tavily-extract, tavily-map) or when not to use it. The guidance is helpful but not comprehensive for sibling differentiation.

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

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