{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ww843sxsx3r9","handle":"bias-mcp-server","url":"https://wellknown.network/agents/bias-mcp-server","links":{"self":"https://wellknown.network/agents/bias-mcp-server/record.json","html":"https://wellknown.network/agents/bias-mcp-server","markdown":"https://wellknown.network/agents/bias-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/bias-mcp-server","status":"https://wellknown.network/api/v1/agents/bias-mcp-server/status","claim":"https://wellknown.network/agents/bias-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/bias-mcp-server/claim.json","badge":"https://wellknown.network/agents/bias-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:bias-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"bias-mcp-server","summary":"MCP server for political bias detection using fine-tuned T5 model with LoRA adapters","description":"# Bias MCP Server\n\n[![PyPI version](https://badge.fury.io/py/bias-mcp-server.svg)](https://badge.fury.io/py/bias-mcp-server)\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[![MCP](https://img.shields.io/badge/MCP-Model%20Context%20Protocol-green.svg)](https://modelcontextprotocol.io/)\n\nA **Model Context Protocol (MCP)** server for political bias detection using a fine-tuned T5-large model with LoRA adapters. This server provides tools for analyzing news articles, opinion pieces, and political commentary for political leaning.\n\n## Features\n\n- **Political Bias Detection**: Analyzes text for Left/Center/Right political leaning\n- **Bias Intensity**: Measures Low/Medium/High degree of bias\n- **Reasoning**: Provides explanations for classifications\n- **Hardware Acceleration**: Supports MPS (Apple Silicon), CUDA, and CPU\n- **MCP Integration**: Works with AI assistants that support the Model Context Protocol\n- **Batch Processing**: Analyze multiple texts efficiently\n\n## Installation\n\n### From PyPI (Recommended)\n\n```bash\npip install bias-mcp-server\n```\n\n**That's it!** The package includes the trained LoRA adapter (~18MB), so it works out of the box.\n\n### Quick Start\n\n```python\nfrom mcp_bias_server.bias_engine import BiasEngine\n\n# Works immediately - no additional setup needed\nengine = BiasEngine()\nresult = engine.analyze(\"Your news text here...\")\nprint(result.to_dict())\n```\n\n### From Source\n\n```bash\ngit clone https://github.com/yourusername/bias-mcp-server.git\ncd bias-mcp-server\npip install -e .\n```\n\n## Usage\n\n### As an MCP Server\n\nAdd to your MCP settings configuration:\n\n**macOS/Linux:**\n```json\n{\n  \"mcpServers\": {\n    \"bias-analyzer\": {\n      \"command\": \"bias-mcp-server\",\n      \"env\": {\n        \"BIAS_MODEL_PATH\": \"/path/to/bias-detector-output\",\n        \"BIAS_BASE_MODEL\": \"t5-large\",\n        \"BIAS_DEVICE\": \"a…","publisher":null,"homepage":"https://github.com/yourusername/bias-mcp-server#readme","repository":"https://github.com/yourusername/bias-mcp-server/blob/main/CHANGELOG.md","version":"0.2.0","license":null,"protocols":["mcp"],"tags":["mcp","model-context-protocol","bias","detection","nlp","news","political","t5","machine-learning","lora","peft"],"pricing":null,"endpoints":[{"url":"pypi:bias-mcp-server","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"}},"derived":{"capabilities":[{"slug":"data.news","name":"News & Feeds","confidence":1,"provenance":"declared"},{"slug":"infra.devices","name":"Devices & IoT","confidence":0.802,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["data","dev","infra"],"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":"bias-mcp-server","registry":"pypi","observedAt":"2026-09-09T10:30:15.365Z","publishedAt":"2026-02-17T21:41:25.164230Z","latestVersion":"0.2.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"bias-mcp-server","url":"https://pypi.org/project/bias-mcp-server/","firstSeenAt":"2026-09-09T10:26:57.540Z","fetchedAt":"2026-09-09T10:26:57.540Z","normalizedAt":"2026-09-09T10:26:57.540Z"}]},"firstSeenAt":"2026-09-09T10:26:57.540Z","updatedAt":"2026-09-09T10:30:15.365Z"}