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Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
NCBI_EMAILYesRequired for PubMed/PMC search and for fetching. Also sent to Unpaywall, which requires a contact email. Use a real address.
S2_API_KEYNoAlternative name for SEMANTIC_SCHOLAR_API_KEY. Enables Semantic Scholar by default. Without a key it shares a public rate limit that usually answers HTTP 429, so it is skipped unless requested.
NCBI_API_KEYNoOptional; raises NCBI rate limits.
MED_LIT_STAGESNoOptional, for advanced users. Exposes only the tools up to a stage: `search`, `screening`, `fetch` or `wiki` (default: all). For example, `fetch` hides the 11 wiki tools. Clients that load tools on demand rarely need this; it helps with clients that load every tool up front. Project, status and guide tools are always available.
OPENALEX_API_KEYNoOptional OpenAlex key.
MED_LIT_STATE_DIRNoWhere the list of known projects is kept. Default: `$XDG_DATA_HOME/med-lit-mcp` or `~/.local/share/med-lit-mcp`.
MED_LIT_PROJECTS_DIRNoWhere new projects are created when no path is given. Default: `~/med-lit`.
SEMANTIC_SCHOLAR_API_KEYNoEnables Semantic Scholar by default. Without a key it shares a public rate limit that usually answers HTTP 429, so it is skipped unless requested.

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": false
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
create_projectB

Create a project: one folder per review, holding its wiki and (hidden) its data.

list_projectsA

List known projects with their folders. available=false means the folder moved or is missing.

open_projectB

Register an existing project folder, for example after it was moved or copied from elsewhere.

guideC

Rules and how-to for a stage: workflow, question, screening, fetch, wiki, extraction, duplicates, synthesis or ontology.

validate_questionA

Check a drafted PICO/PCC search question and return a question_id for start_search. Show the result to the researcher and wait for approval. Rules: guide("question").

start_searchA

Search the literature databases with an approved question; creates a run in the project. If search_status is 'running', call resume_search(run_id).

resume_searchB

Check a running search, retry a failed one, or retry just the failed sources of a completed run.

set_screening_criteriaC

Save the researcher's inclusion and exclusion criteria for screening. Rules: guide("screening").

next_screening_batchB

Get the next unscreened titles/abstracts with the criteria to judge them against.

record_screening_decisionsB

Record screening decisions; include/exclude need a verbatim quote as evidence.

review_articleC

Record the researcher's own include/exclude decision and reason for one article.

fetch_articlesA

Fetch full text of included articles (PMC, Unpaywall open access, else abstract); repeat while remaining > 0. Rules: guide("fetch").

wiki_tasksB

Start here to build or update the wiki: the current step as self-contained tasks, each sized for one fresh subagent. Rules: guide("wiki").

next_wiki_articleB

Get the next page of article text to extract wiki entities from (a JSON header plus the page).

get_article_pageA

Re-read one page of a fetched article (pages are numbered from 0).

record_extractionB

Record the entities and relationships extracted from one page (re-recording replaces it). Rules: guide("extraction").

find_entitiesB

Search a project's wiki entities by name, alias, acronym, or spelling variant.

list_duplicate_candidatesB

List entity pairs that may be the same thing, with an example mention of each.

resolve_duplicatesC

Merge or keep distinct pairs of possible duplicate entities. Rules: guide("duplicates").

merge_entitiesC

Merge entities into one, and/or rename or retype an entity.

next_synthesisC

Get the next entity whose wiki page needs writing, with its evidence from the project.

record_synthesisB

Save an entity page written only from next_synthesis evidence. Rules: guide("synthesis").

export_wikiB

Rewrite every Markdown page of a project's wiki (entities, sources, index, log) from its database.

list_runsB

List a project's searches (runs), newest first.

get_run_statusA

Show a run's progress in every stage and the available next steps.

list_articlesC

List a run's articles with their screening, fetch, and wiki status.

Prompts

Interactive templates invoked by user choice

NameDescription
plan_searchDraft and validate a structured search for a research question.
screen_runScreen a run's search results against criteria.
build_wikiBuild the evidence-linked wiki for a run's fetched articles.

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

B3.2/5.0

Scored across 26 tools

Disambiguation4/5

Most tools target distinct workflow stages (project setup, search, screening, fetching, wiki extraction, synthesis), so an agent can usually tell them apart. A few boundaries are fuzzy, especially between record_screening_decisions and review_article, and between resolve_duplicates and merge_entities, but descriptions provide enough guidance.

Naming Consistency4/5

Nearly all tools use snake_case with a predictable verb-led pattern such as list_articles, create_project, record_extraction, and resolve_duplicates. Minor deviations like guide and wiki_tasks are readable but slightly break the strict verb_noun convention.

Tool Count3/5

26 tools is heavy for a single MCP server, and several stage-specific helpers could likely be consolidated. The complex systematic-review pipeline justifies more tools than a simple CRUD server, but the count is still at the borderline-heavy end.

Completeness4/5

The surface covers the core review lifecycle: projects, question validation, search, screening, fetching, extraction, wiki curation, synthesis, and export. Minor gaps like project deletion/renaming or criteria updates are workable around, but not every lifecycle operation is exposed.

Maintenance

ActivityNo data
ResponsivenessNo issues