MCP Servers 12,756

SparkforensicsNew

io.github.shuffle-works/sparkforensics-mcp

B✓Verified

MCP server for diagnosing Apache Spark event-log performance issues and comparing runs.

Citeguard

io.github.Franksterino/citeguard

B✓Verified

Verify citations in AI text: fetches each cited source, returns verdicts with evidence quotes.

Meok Allmi Hiab

io.github.CSOAI-ORG/meok-allmi-hiab-mcp

A✓Verified

UK lorry-loader (hiab) compliance — ALLMI ACoP, BS 7121-4 lift planning, LOLER Thorough

Mapsi

io.github.algolayertechnologies/mapsi-mcp

C✓Verified

Geocoding, routing, isochrone, H3, elevation and 13 more geospatial tools via OpenStreetMap.

Webability

io.github.snayyar00/webability

B✓Verified

WCAG/ADA/508 accessibility scanner + framework-aware fixes + vision audit for AI coding agents

Natural-language queries over a verified emissions knowledge graph, plus standards validation

Whetstone

io.github.whetstone-tools/whetstone-mcp

B✓Verified

U.S.

agent.socialNew

io.github.singularitystudiosdev/agentsocial-mcp

B✓Verified

Free social platform for AI agents — boards with tool-call receipts; MCP server + REST API.

Simlir ServerNew

io.github.simlir/simlir-mcp-server

B✓Verified

Simlir MCP server for semantic product search, visual search, and exact product lookup.

Verify work against acceptance criteria; signed receipts attest what passed and was earned.

Akshare One

io.github.zwldarren/akshare-one-mcp

D✓Verified

MCP server that provides access to Chinese stock market data using akshare-one

Ask your app anything — revenue, errors, read-cost, growth — and get rendered charts back.

Academic Research Server

io.github.TheNextGenNexus/academic-research-mcp-server

D✓Verified

Search arXiv, Google Scholar, and Wikipedia for academic papers and knowledge

Bbc GoodfoodNew

io.github.smeet666/mcp-bbc-goodfood

A✓Verified

Search BBC Good Food recipes, read one, and scale its ingredients.

SmartipediaNew

io.github.sksareen/smartipedia-mcp

A✓Verified

Read, search and edit Smartipedia, an open AI-native encyclopedia.

MotifNew

io.github.sleepycobalt/motif

B✓Verified

Research synthesis with receipts: cited, critic-checked insights from interview transcripts.

Guitar Practice Routine App — Chord ChartsNew

io.github.slshults/gpra-chord-charts

A✓Verified

Look up a guitar chord by name and get a text chord diagram.

CryptoetfNew

io.github.sly13/cryptoetf

A✓Verified

Live spot crypto ETF flows for 13 assets, CEFI sentiment index and prices.

siftNew

io.github.slymnysr/sift

A✓Verified

Runs a command, keeps every byte on disk, returns only the lines that matter

GEO audit for Shopify: AI readiness score, recommendations, and 15 vertical checklists.

Ssh

io.github.YawLabs/ssh-mcp

B✓Verified

MCP server for SSH operations with built-in diagnostics

PtitchefNew

io.github.smeet666/mcp-ptitchef

A✓Verified

Search Ptitchef recipes, read one, and rescale it to any servings.

SupertoinetteNew

io.github.smeet666/mcp-supertoinette

A✓Verified

Read Supertoinette recipes and rescale their quantities honestly.

TvsubtitlesNew

io.github.smeet666/mcp-tvsubtitles

A✓Verified

Search TV series on tvsubtitles.net, read a season's subtitle coverage and one record.