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FlynnLachendro

methods-mcp

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}
logging
{}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
extensions
{
  "io.modelcontextprotocol/ui": {}
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
healthA

Return a small health report — confirms the server is alive and configured.

get_paper_metadataA

Resolve an arXiv ID/URL, bioRxiv URL, DOI, or generic URL to canonical metadata.

For arXiv inputs this hits the arXiv export API to fetch title/authors/abstract. Other sources return the resolved URL with empty bibliographic fields (cheap by design).

fetch_paper_textB

Return best-effort full text + section split for a paper.

prefer: one of "auto" (default), "html" (force ar5iv HTML — arXiv only), or "pdf". Sections are normalised to lowercase canonical names: abstract, introduction, methods, experiments, results, discussion, conclusion, limitations, related_work.

extract_methodsA

Extract a structured methods object from a paper.

Pulls full text, isolates the methods-relevant section(s), then asks Claude (default: claude-sonnet-4-6) to fill out a Pydantic schema with steps, reagents, equipment, and analyses. Validation-enforced — invalid responses trigger one repair attempt before raising.

Requires ANTHROPIC_API_KEY in the server's environment.

find_code_repoA

Discover the code repo (if any) associated with a paper.

Strategy: scan the paper's full text and abstract for github.com URLs; fall back to Papers With Code lookup for arXiv papers.

assess_repo_reproducibilityA

Heuristic, no-clone reproducibility assessment of a GitHub repo.

Returns a verdict (likely-reproducible / partial / unlikely / insufficient-info) plus weighted signals: README quality, dependency files, fixture data, notebooks, figure-generating scripts, recent maintenance, license. No code is downloaded or executed. Set GITHUB_TOKEN to raise the API rate limit.

summarize_paperA

Generate an LLM summary of a paper in one of three modes.

abstract = 2-3 sentences close to the authors' framing. tldr = one-line takeaway. exec = executive summary (what / found / why-it-matters).

methods_repro_reviewA

Resolve a paper + extract methods + find its code repo + assess reproducibility — in one call.

Returns a MethodsReproReview object. Read narrative first — it's a plain-English summary of everything retrieved, with every numeric score echoed in context (e.g. "moderate confidence (0.72)"). Then:

  • status: "ok" (all sub-steps succeeded), "partial" (some failed — see errors), or "empty" (couldn't even resolve the input paper).

  • metadata, methods, code_repo, repro_assessment: the structured sub-results. Any step that failed contributes null for its key; null means unavailable, not zero.

  • errors: list of {step, error_type, message, hint} — one entry per failed sub-step, with an actionable hint where the failure pattern is recognised (e.g. missing ANTHROPIC_API_KEY, rate-limit, 404, timeout).

For the meaning of numeric scores and verdict buckets, see the "Scores & verdicts explained" section of the README.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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