A
licenseA
qualityB
maintenanceMCP server providing tools for high-energy physics: literature search (INSPIRE-HEP, arXiv), data access (HEPData), and statistical analysis (pyhf likelihoods) for reinterpreting LHC searches.
10
Apache 2.0
Pythia MCP
by consigcody94
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TDQS
B3.4/5.0
Scored across 20 tools
Disambiguation4/5
Most tools have distinct purposes, with clear separation between data retrieval (e.g., fetch_hepdata_record, get_cern_opendata_record), analysis (e.g., compute_likelihood, scan_1d), and utility functions (e.g., validate_input, update_database). However, some overlap exists between list_experimental_data and search_hepdata/search_cern_opendata, which could cause minor confusion in selection.
Naming Consistency5/5
Tool names follow a highly consistent verb_noun pattern throughout, such as analyze_2hdm, compute_likelihood, fetch_hepdata_record, and scan_1d. All tools use snake_case with clear, descriptive verbs, making the naming predictable and easy to understand.
Tool Count4/5
With 20 tools, the count is slightly high but reasonable for a specialized Higgs physics analysis server. It covers a broad range of operations from data access to statistical analysis, though it might feel heavy for general use. The tools are well-scoped within the domain, with each serving a specific function.
Completeness5/5
The tool set provides comprehensive coverage for Higgs model analysis, including data fetching (from HEPData and CERN Open Data), likelihood computation, parameter scanning, model validation, and database management. It supports full CRUD-like operations for experimental data and analysis workflows, with no obvious gaps that would hinder agent performance.
Maintenance
ActivityInactive
ResponsivenessNo issues