{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_tvkwmhegdmy2","handle":"iflow-mcp-plaban1981-crewai-search","url":"https://wellknown.network/agents/iflow-mcp-plaban1981-crewai-search","links":{"self":"https://wellknown.network/agents/iflow-mcp-plaban1981-crewai-search/record.json","html":"https://wellknown.network/agents/iflow-mcp-plaban1981-crewai-search","markdown":"https://wellknown.network/agents/iflow-mcp-plaban1981-crewai-search/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-plaban1981-crewai-search","status":"https://wellknown.network/api/v1/agents/iflow-mcp-plaban1981-crewai-search/status","claim":"https://wellknown.network/agents/iflow-mcp-plaban1981-crewai-search/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-plaban1981-crewai-search/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-plaban1981-crewai-search/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-plaban1981-crewai-search/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-plaban1981-crewai-search/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-plaban1981-crewai-search","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_plaban1981-crewai-search","summary":"A Brave Search MCP Server built with CrewAI","description":"# Crewai-MCP\n## Build an MCP agent using Crewai\n##\n\n### Workflow of MCP powered Crewai RStudy Assistant\n\n```\n\ngraph TD\n    %% User Interface Layer\n    A[\"🌐 User Interface<br/>Streamlit App<br/>(streamlit_app.py)\"] --> B[\"⚙️ API Layer<br/>main_api.py\"]\n    \n    %% API Processing\n    B --> C[\"🚀 Subprocess Call<br/>python main.py {topic}\"]\n    \n    %% CrewAI Core\n    C --> D[\"🤖 CrewAI Application<br/>(main.py)<br/>Research Agent + Writer Agent\"]\n    \n    %% MCP Protocol Communication\n    D --> E[\"📡 MCP Protocol<br/>Model Context Protocol<br/>Communication Layer\"]\n    \n    %% MCP Servers\n    E --> F[\"🔍 Search MCP Server<br/>(servers/search_server.py)<br/>Python Implementation\"]\n    E --> G[\"🎨 Image MCP Server<br/>(servers/image_server.py)<br/>Python Implementation\"]\n    E --> H[\"📁 Filesystem MCP Server<br/>(NPX - Disabled)<br/>Node.js v14 Issue\"]\n    \n    %% External APIs\n    F --> I[\"🦁 Brave Search API<br/>Web Search Results\"]\n    G --> J[\"🎭 Segmind API<br/>AI Image Generation\"]\n    \n    %% File Output Generation\n    D --> K[\"📄 File Generation\"]\n    K --> L[\"📊 search_results.json<br/>Search Data\"]\n    K --> M[\"📝 summary.txt<br/>Research Summary\"]\n    K --> N[\"🖼️ generated_images/<br/>AI Generated Images\"]\n    \n    %% Result Processing\n    B --> O[\"🔄 Result Extraction<br/>File Detection & Parsing\"]\n    O --> P[\"📋 Summary Extraction<br/>Multiple Pattern Recognition\"]\n    O --> Q[\"🔍 Search Results Parsing<br/>JSON Processing\"]\n    O --> R[\"🖼️ Image Collection<br/>File Listing\"]\n    \n    %% Display Results\n    P --> S[\"📑 Summary Tab<br/>Streamlit Display\"]\n    Q --> T[\"🔍 Search Results Tab<br/>Streamlit Cards\"]\n    R --> U[\"🎨 Generated Images Tab<br/>Streamlit Gallery\"]\n    \n    %% User Features\n    S --> V[\"💾 Download Summary<br/>Text File\"]\n    U --> W[\"💾 Download Images<br/>ZIP Archive\"]\n    \n    %% System Monitoring\n    A --> X[\"📊 System Status<br/>MCP Server Health Check\"]\n    \n    %% Styling for different component types\n    classDef streamlit…","publisher":{"name":"plaban1981","url":null},"homepage":null,"repository":null,"version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_plaban1981-crewai-search","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"data.web-search","name":"Web Search","confidence":0.894,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.882,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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