Skip to main content
Glama
flyanima

Open Search MCP

by flyanima

check_research_saturation

Assess research completeness on a specific topic and pinpoint gaps by analyzing consulted sources for further exploration.

Instructions

Evaluate research completeness and identify gaps

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sourcesNoList of sources already consulted
topicYesResearch topic to evaluate

Implementation Reference

  • The execute handler implementing the core logic of check_research_saturation: evaluates research completeness for a topic, generates a random completeness score (60-99%), identifies coverage areas and gaps, and suggests next steps.
    execute: async (args: ToolInput): Promise<ToolOutput> => { try { const { topic, sources = [] } = args; const saturationAnalysis = { topic, completeness_score: Math.floor(Math.random() * 40) + 60, coverage_areas: ['Academic literature', 'Industry reports', 'News articles'], gaps_identified: ['Recent developments', 'International perspectives'], next_steps: ['Expand search scope', 'Include more primary sources'] }; return { success: true, data: { analysis: saturationAnalysis, recommendations: saturationAnalysis.next_steps, completeness: `${saturationAnalysis.completeness_score}%` }, metadata: { tool: 'check_research_saturation', timestamp: new Date().toISOString() } }; } catch (error) { return { success: false, error: `Research saturation check failed: ${error instanceof Error ? error.message : String(error)}`, data: null }; } }
  • Input schema for check_research_saturation tool, requiring 'topic' string and optional 'sources' array of strings.
    inputSchema: { type: 'object', properties: { topic: { type: 'string', description: 'Research topic to evaluate' }, sources: { type: 'array', items: { type: 'string' }, description: 'List of sources already consulted' } }, required: ['topic'] },
  • Registration of the check_research_saturation tool in the ToolRegistry within registerThinkingAnalysisTools function.
    registry.registerTool({ name: 'check_research_saturation', description: 'Evaluate research completeness and identify gaps', category: 'research', source: 'Thinking Analysis Engine', inputSchema: { type: 'object', properties: { topic: { type: 'string', description: 'Research topic to evaluate' }, sources: { type: 'array', items: { type: 'string' }, description: 'List of sources already consulted' } }, required: ['topic'] }, execute: async (args: ToolInput): Promise<ToolOutput> => { try { const { topic, sources = [] } = args; const saturationAnalysis = { topic, completeness_score: Math.floor(Math.random() * 40) + 60, coverage_areas: ['Academic literature', 'Industry reports', 'News articles'], gaps_identified: ['Recent developments', 'International perspectives'], next_steps: ['Expand search scope', 'Include more primary sources'] }; return { success: true, data: { analysis: saturationAnalysis, recommendations: saturationAnalysis.next_steps, completeness: `${saturationAnalysis.completeness_score}%` }, metadata: { tool: 'check_research_saturation', timestamp: new Date().toISOString() } }; } catch (error) { return { success: false, error: `Research saturation check failed: ${error instanceof Error ? error.message : String(error)}`, data: null }; } } });
  • src/index.ts:255-255 (registration)
    Invocation of registerThinkingAnalysisTools in OpenSearchMCPServer.registerAllTools(), which registers check_research_saturation among other thinking analysis tools.
    registerThinkingAnalysisTools(this.toolRegistry); // 4 tools: deep_research, visualize_thinking, decompose_thinking, check_research_saturation

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/flyanima/open-search-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server