Skip to main content
Glama
FlynnLachendro

methods-mcp

by FlynnLachendro
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Remote

Related Servers

Alternatives to methods-mcp

No user-submitted related servers found.

    Related Servers

    • trove-mcp

      LalwaniPalash
      A
      license
      Not graded
      quality
      D
      maintenance
      Enables users to search and analyze academic papers from multiple sources, fetch metadata and full text, and build structured outputs like literature maps and paper comparisons.
      5 npm
      MIT

    • paper-search-mcp

      xiaoxiaoxiaotao
      F
      license
      A
      quality
      D
      maintenance
      Enables agents to search papers across Semantic Scholar and arXiv, read and extract text from arXiv PDFs, align records across sources, and produce structured literature-analysis digests.
      10
      1
      -

    • mcp-openalex

      pipeworx-io
      A
      license
      Not graded
      quality
      C
      maintenance
      Enables AI agents to search scholarly works, authors, institutions, venues, and concepts, retrieve detailed metadata, and explore citation networks through natural-language requests.
      2 npm
      MIT

    • PaperPilot

      sharadvc
      F
      license
      Not graded
      quality
      C
      maintenance
      Enables AI agents to search and retrieve academic papers from arXiv and PubMed with citation-grade extraction, providing clean citations and summaries.
      -

    • Research Tracker MCP Server

      vupatel08
      F
      license
      Not graded
      quality
      D
      maintenance
      Enables discovery and analysis of research ecosystems by extracting metadata from paper URLs, GitHub repositories, and research names. Automatically finds related papers, code repositories, models, datasets, and authors across platforms like arXiv, HuggingFace, and GitHub.
      -

    • paperstack

      Aldrin-Joan
      A
      license
      Not graded
      quality
      D
      maintenance
      Enables arXiv paper search, PDF download, text extraction, and context chunking for LLM pipelines, along with advanced features like citation graphs and reproducibility scoring.
      2
      MIT
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A3.8/5.0

    Scored across 8 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose: health check, metadata resolution, text fetching, methods extraction, code repo discovery, reproducibility assessment, summarization, and a combined orchestration tool. The composite tool is explicitly described as a one-call pipeline, so no confusion with individual steps.

    Naming Consistency3/5

    Most tools follow a verb_noun pattern (get, fetch, extract, find, assess, summarize), but 'health' is a bare noun and 'methods_repro_review' is a noun phrase without a verb. These deviations break the otherwise consistent snake_case convention.

    Tool Count5/5

    8 tools is well within the ideal range, and each tool maps to a specific stage in the paper analysis pipeline. No redundancy or unnecessary duplication, and the count feels appropriately scoped for the server's reproducibility-focused purpose.

    Completeness4/5

    The tool surface covers the entire workflow from paper resolution to reproducibility assessment, including a composite endpoint. Minor gaps like search or fine-grained section access are absent but not essential to the stated domain, making the set largely complete.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources