Knowledge & Memory MCP Servers
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.

Spree Commerce developer docs for AI agents
Published by GitHub account spree
Remote MCP server that lets an assistant search Spree Commerce documentation and query its docs filesystem to answer ecommerce development questions.

Panda Research MCP (hosted subset)
Published by GitHub account pandadad0214
A hosted research server that lets an assistant search OpenAlex and PubMed and check citations, including spotting fake or retracted papers.

Lexaudit
Published by GitHub account nareyko
Local stdio MCP server for lexaudit, a multilingual vocabulary auditor that flags calques, false friends and invented words and ranks which pages to fix first.

Website Crawler — Markdown Pages, Sitemaps & RAG Provenance
Published by GitHub account kriton-dev
Website Crawler — Markdown Pages, Sitemaps & RAG Provenance's hosted MCP server; credential required; Streamable HTTP.

Codegraph
Published by GitHub account attnstack
Local MCP server that builds a static call graph of a TypeScript/JavaScript (and Python) repo so an assistant can answer who-calls, impact, trace and hotspot…

SurStor Memory
Published by GitHub account SurStor
Local, self-hosted memory node that lets an AI assistant store, search, retrieve and verify records of past work on your own hardware.

Krewbill
Published by GitHub account RyanV1304
Krewbill is a hosted MCP server that gives each client a shared, human-approved memory of notes that assistants can read and suggest additions to.

Readmeaudit
Published by GitHub account CloudCorpRecords
Audits a package's README against package.json and CLI source, returning an IN-SYNC or DRIFT verdict with per-item evidence.

Encyport
Published by GitHub account CloudCorpRecords
Read-only Wikipedia lookup server: search articles and fetch full text, lead summaries, section outlines, outgoing links and coordinates.
ICOS carbon and greenhouse-gas observations
eu.icos-cpOfficial publisher
Queries ICOS greenhouse-gas and ecosystem observation data — searching variables and stations, estimating and fetching selections, computing statistics, and…

StateJar memory
com.statejarOfficial publisher
Hosted memory layer for AI assistants that stores typed, versioned facts with an audit trail and verifiable handles.
Oxbox Energy product catalogue
com.oxboxenergyOfficial publisher
Read-only connector to Oxbox Energy's public product catalogue, letting an assistant search and read battery, charger and DC power documentation with source…
Mandate Office
com.mandateofficeOfficial publisher
Remote EU legal toolbox: official law links, public company register lookups, formation guides and fillable document templates for AI assistants.

Little Mapper
com.littlemapperOfficial publisher
Little Mapper is a remote MCP server that gives AI assistants a shared company memory for work, to-dos, decisions and approvals across tools.
Good Morning Maldives
com.goodmorningmaldivesOfficial publisher
Read-only access to Good Morning Maldives: news articles, the First Light brief, entity dossiers, source documents, project tracker and economy data.

ProofSnap Verify
com.getproofsnapOfficial publisher
A public ProofSnap ledger lookup that tells an assistant whether ProofSnap issued a given evidence package, and when, from its manifest SHA-256.
CT Injury Cases
com.ctinjurycasesOfficial publisher
Read-only access to Connecticut Hartford Judicial District motor vehicle injury case data: outcomes, verdicts, offers, motions, and judge, firm, attorney and…
BAE Batteries USA product catalogue
com.baebatteriesusaOfficial publisher
Read-only connector to the BAE Batteries USA public site: search stationary batteries, chargers and DC power, and read datasheets, SDS and manuals.
LogPulse
app.lovable.release-ripple-roadmapOfficial publisher
LogPulse serves machine-readable changelogs and public roadmaps, letting an assistant look up releases, compare versions and convert CHANGELOG.md text into…
Dedox
ai.dedoxOfficial publisher
Connects an assistant to Dedox knowledge bases and help-centre articles so it can read, search, write and manage content, categories, comments and versions.

insc.one — INSC.1 Citation Layer
one.inscOfficial publisher
Bench-aware citator for Supreme Court of India precedent: resolves citations, returns paragraph-anchored ratios, and checks whether authority is still good law.

Memroot
Published by GitHub account memroot
Memroot is a remote MCP server providing persistent engineering memory that follows developers across coding agents.

OTP
Published by GitHub account david-steel
OTP server that lets an assistant explain the OTP organizational operating-system concept and search organizations' publicly published claims.

Darwin-owned Public Sources
Published by GitHub account darwin-studios
Remote MCP server that lets an assistant fetch public HTML, Markdown, text or JSON documents from an approved list of official hosts, with provenance.