{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_427bdtnjsnkz","handle":"iflow-mcp-finance-llms-deep-research","url":"https://wellknown.network/agents/iflow-mcp-finance-llms-deep-research","links":{"self":"https://wellknown.network/agents/iflow-mcp-finance-llms-deep-research/record.json","html":"https://wellknown.network/agents/iflow-mcp-finance-llms-deep-research","markdown":"https://wellknown.network/agents/iflow-mcp-finance-llms-deep-research/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-finance-llms-deep-research","status":"https://wellknown.network/api/v1/agents/iflow-mcp-finance-llms-deep-research/status","claim":"https://wellknown.network/agents/iflow-mcp-finance-llms-deep-research/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-finance-llms-deep-research/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-finance-llms-deep-research/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-finance-llms-deep-research/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-finance-llms-deep-research/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-finance-llms-deep-research","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_finance-llms-deep-research","summary":"AI-powered deep research tool using Model Context Protocol","description":"# OpenProvHop Deep Research\n\nAn AI-powered research assistant that performs iterative, deep research on any topic by combining web search, content analysis, and large language models.\n\n**🔬 Simple yet powerful research automation in Python**\n\nThe goal is to provide the simplest implementation of a deep research agent that can refine its research direction over time and dive deep into any topic. Optimized for ease of use and understanding.\n\n## Features\n\n- **🔄 Iterative Research**: Performs deep research by iteratively generating search queries, processing results, and diving deeper based on findings\n- **🎯 Intelligent Query Generation**: Uses LLMs to generate targeted search queries based on research goals and previous findings\n- **⚙️ Depth & Breadth Control**: Configurable parameters to control research scope (breadth: 1-20, depth: 1-10)\n- **🔮 Smart Follow-up**: Generates follow-up questions to better understand research needs\n- **📊 Web Dashboard**: Beautiful web interface with real-time progress tracking and organized result tabs\n- **🔗 API Server**: REST API for integration with other applications\n- **🚀 Concurrent Processing**: Handles multiple searches and result processing in parallel\n- **🤖 Multiple AI Providers**: Support for NVIDIA, OpenAI, Fireworks AI, OpenRouter, and local models\n- **✨ Advanced Features**:\n  - **Semantic Re-ranking**: Orders results by relevance using sentence transformers\n  - **Smart Deduplication**: Removes near-duplicate content automatically  \n  - **Freshness Filtering**: Prioritizes recent information (configurable)\n  - **Provenance Tracking**: Transparent source attribution with supporting snippets and confidence scores\n\n## Quick Start\n\n### 1. Installation\n\n```bash\ngit clone https://github.com/Finance-LLMs/deep-research-python.git\ncd deep-research-python\npip install -r requirements.txt\n```\n\n### 2. Configuration\n\nCreate a `.env.local` file with your API keys:\n\n```bash\n# Required: Web search and scraping\nFIRECRAWL_KEY=\"your_firecr…","publisher":{"name":"Finance-LLMs","url":null},"homepage":"https://github.com/Finance-LLMs/deep-research-python","repository":"https://github.com/Finance-LLMs/deep-research-python","version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_finance-llms-deep-research","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"research.web","name":"Deep Web Research","confidence":1,"provenance":"derived"},{"slug":"data.web-scraping","name":"Web Scraping","confidence":0.836,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["data","dev","research"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"iflow-mcp_finance-llms-deep-research","registry":"pypi","observedAt":"2026-11-03T06:28:21.565Z","publishedAt":"2026-02-08T15:34:30.759159Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_finance-llms-deep-research","url":"https://pypi.org/project/iflow-mcp_finance-llms-deep-research/","firstSeenAt":"2026-09-09T18:22:26.982Z","fetchedAt":"2026-11-03T06:27:06.930Z","normalizedAt":"2026-11-03T06:27:06.930Z"}]},"firstSeenAt":"2026-09-09T18:22:26.982Z","updatedAt":"2026-11-03T06:28:21.565Z"}