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Glama

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Alternatives to Evidenceline

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    Related Servers

    • F
      license
      Not graded
      quality
      C
      maintenance
      Enables converting PDFs and CSV/spreadsheet files into spreadsheets, extracting bank statement or receipt data into clean CSV, cleaning messy CSV, and generating client-ready reports through an open MCP endpoint.
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    • A
      license
      A
      quality
      B
      maintenance
      Enables scientists and their AI agents to check quoted passages against pinned open-access PubMed Central full texts, look up retraction status from PMC and Crossref, and run recorded literature searches. Every quote check, search and annotation is written to an append-only, hash-chained log that can be verified, giving a dated record of what was searched and found.
      7
      MIT
    • F
      license
      Not graded
      quality
      A
      maintenance
      Provides tools to analyze local PDFs and CSVs (page count, text search, scoring, column stats) with strict refusal to guess ambiguous data. Requires a paid license.
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    • A
      license
      B
      quality
      C
      maintenance
      Enables auditable thermophysical data curation by validating molecules, predicting properties with JR-MPNN and UManSysProp, and normalizing, deduplicating, scoring, and triaging records with an audit trail.
      6
      GPL 3.0

    TDQS

    A4.4/5.0

    Scored across 9 tools

    Disambiguation5/5

    Each tool owns a distinct task: data tidy/QA, review-item drill-down, per-well retrieval, limit lookup, rule comparison, paragraph checking, number filling, document search, and redaction reporting. The closest pairs (get_results vs tidy_lab_files and lookup_limit vs search_guidelines) are clearly separated by workflow step and output type.

    Naming Consistency5/5

    All nine tool names follow the same lowercase snake_case verb_noun pattern, from tidy_lab_files to show_redactions. Minor plural/singular variation such as get_results vs get_review_item is natural and does not break the convention.

    Tool Count5/5

    Nine tools is well within the ideal range and each one maps to a distinct step in the evidence-to-report workflow. The count feels deliberately scoped rather than padded or thin.

    Completeness4/5

    The core workflow is well covered: data ingestion/QA, review item drill-down, results retrieval, guideline comparison, report number filling, paragraph verification, document search, and redaction reporting. The main gap is that soil guideline values such as HIL A are only searchable as document passages rather than available through a structured lookup like the drinking-water values, so some soil reporting tasks require manual reading of cited pages.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues