{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_t99dbcs33jhj","handle":"subject-researcher-mcp","url":"https://wellknown.network/agents/subject-researcher-mcp","links":{"self":"https://wellknown.network/agents/subject-researcher-mcp/record.json","html":"https://wellknown.network/agents/subject-researcher-mcp","markdown":"https://wellknown.network/agents/subject-researcher-mcp/record.md","api":"https://wellknown.network/api/v1/agents/subject-researcher-mcp","status":"https://wellknown.network/api/v1/agents/subject-researcher-mcp/status","claim":"https://wellknown.network/agents/subject-researcher-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/subject-researcher-mcp/claim.json","badge":"https://wellknown.network/agents/subject-researcher-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:subject-researcher-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"subject-researcher-mcp","summary":"Enhanced Subject Researcher MCP - Iterative target-driven research with multi-vertical search, quality metrics, and sophisticated claim mining","description":"# 🚀 Enhanced Subject Researcher MCP\n\n[![CI/CD Pipeline](https://github.com/your-org/subject-researcher-mcp/workflows/CI/CD%20Pipeline/badge.svg)](https://github.com/your-org/subject-researcher-mcp/actions)\n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![PyPI version](https://badge.fury.io/py/subject-researcher-mcp.svg)](https://badge.fury.io/py/subject-researcher-mcp)\n\n> **Advanced iterative target-driven research with multi-vertical search, sophisticated claim mining, and evidence-based synthesis**\n\n## ✨ Features\n\n### 🎯 **Iterative Target-Driven Research**\n- **Quality Meters**: Coverage, recency, novelty, agreement, contradictions tracking\n- **Stop Criteria**: Configurable quality gates with automatic continuation logic\n- **Stagnation Detection**: Automatic scope widening when research plateaus\n- **Adaptive Queries**: Smart query generation based on iteration state\n\n### 🔍 **Multi-Vertical Search Engine**\n- **Real Web Search**: DuckDuckGo integration for actual web results\n- **5 Search Verticals**: Web, News, Docs, Community, Academic sources\n- **Fallback System**: Graceful degradation with high-quality synthetic results\n- **Source Deduplication**: Cross-iteration URL tracking\n\n### ⚗️ **Sophisticated Claim Mining**\n- **Atomic Claims**: Extracts falsifiable, standalone statements\n- **Metadata Extraction**: Units, measurements, caveats automatically detected\n- **Independence Detection**: Cross-source validation and duplicate identification\n- **Confidence Scoring**: Evidence-based claim reliability assessment\n\n### 📊 **Enhanced Credibility Scoring**\n- **Multi-Factor Analysis**: Domain authority, recency, content quality, independence\n- **Independence Matrix**: Detects source relationships and potential bias\n- **Transparency**: Detailed credibility breakdown for every source\n- **Real-Time Updates**: D…","publisher":null,"homepage":"https://github.com/your-org/subject-researcher-mcp/wiki","repository":"https://github.com/your-org/subject-researcher-mcp/wiki","version":"0.2.0","license":"MIT","protocols":["mcp"],"tags":["ai","claim-mining","credibility-scoring","evidence-based","iterative-research","mcp","multi-vertical-search","quality-metrics","research","web-search"],"pricing":null,"endpoints":[{"url":"pypi:subject-researcher-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.web-search","name":"Web Search","confidence":1,"provenance":"declared"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":1,"provenance":"derived"}],"categories":["ai","data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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