"Understanding and Analyzing Console Logs" matching MCP servers:

• Google Search Console MCP

  surendranb

  A

  license

  -

  quality

  B

  maintenance

  Transforms raw Google Search Console signals into actionable marketing insights, such as detecting cannibalization, segmenting search intent, and identifying citation opportunities, for any MCP-compliant AI agent.

  Last updated 2026-06-29

  34

  MIT

• mcp-foresea

  pareelamre

  A

  license

  -

  quality

  C

  maintenance

  Calibrated probability forecasts for any resolvable question — with evidence, prediction-market edge (Polymarket/Kalshi), and a live resolved track record.

  Last updated 2026-07-25

  MIT

• Australian Institute of Health

  Bigred97

  A

  license

  A

  quality

  B

  maintenance

  MCP server for Australian Institute of Health and Welfare statistics — plain-English access to mortality, cancer, hospital, and health expenditure data via data.gov.au.

  Last updated 2026-05-25

  6

  MIT

• Vibe Preprocessing and

  mudit14224

  F

  license

  -

  quality

  D

  maintenance

  Enables users to preprocess, analyze, and visualize CSV data through comprehensive tools for data manipulation, statistical analysis, and graph generation.

  Last updated 2025-04-20

  3

• HPSILab - Quant Finance MCP

  haiyunsky

  A

  license

  A

  quality

  A

  maintenance

  Institutional-grade quantitative stock analysis and research signals for AI agents via the Model Context Protocol (MCP).

  Last updated 2026-07-24

  6

  9

  1

  MIT

• Precision astronomical

  scottchronicity

  A

  license

  -

  quality

  C

  maintenance

  A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%

  Last updated 2026-03-27

  2

  AGPL 3.0

• M/M/1 and M/M/c Queue

  kiyoung8

  A

  license

  -

  quality

  D

  maintenance

  Enables simulation and analysis of M/M/1 and M/M/c queuing systems using SimPy, with tools for parameter validation, theoretical metric calculation, simulation execution, and comparison of separate vs pooled queue strategies.

  Last updated 2025-12-05

  MIT

• whed-tools

  Dasistaiden

  F

  license

  -

  quality

  D

  maintenance

  An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.

  Last updated 2026-04-01

• Scholar Feed MCP Server

  YGao2005

  A

  license

  A

  quality

  B

  maintenance

  Enables searching and analyzing over 560,000 CS/AI/ML research papers with LLM-powered novelty scoring and summaries. Supports literature reviews, trend monitoring, benchmark tracking, and deep research sessions through 23 specialized tools.

  Last updated 2026-07-21

  25

  216

  10

  MIT

• startup-finance-metrics

  MayankTalwar0

  A

  license

  A

  quality

  A

  maintenance

  An MCP server for analyzing startup financial health and generating metrics reports locally.

  Last updated 2026-05-02

  2

  MIT

• EVEE MCP Server

  goodfire-ai

  F

  license

  A

  quality

  D

  maintenance

  Provides interpretable variant effect predictions for 4.2 million ClinVar variants using the EVEE API. Enables searching, comparing, and analyzing genetic variants with AI-generated mechanistic interpretations and disruption profiles.

  Last updated 2026-05-20

  6

  15

• arxiv-latex-mcp

  takashiishida

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables MCP clients to directly access and process arXiv papers by fetching the LaTeX source, improving mathematical content understanding.

  Last updated 2026-07-17

  4

  141

  MIT

• ibge-microdata-mcp

  emmanueltsallis

  A

  license

  A

  quality

  B

  maintenance

  Local-first MCP server for discovering, downloading, and analyzing official IBGE microdata using DuckDB and Parquet.

  Last updated 2026-06-26

  22

  1

  MIT

• Statcast MCP Server

  alex-rimerman

  A

  license

  A

  quality

  D

  maintenance

  Enables users to query MLB Statcast, FanGraphs, and Baseball Reference data using natural language through an AI assistant. It provides comprehensive tools for analyzing player performance, pitch-level data, season leaderboards, and team standings.

  Last updated 2026-04-13

  24

  33

  MIT

• mt5-remote-reader-mcp

  Marco7734

  A

  license

  A

  quality

  C

  maintenance

  Enables AI agents to monitor MetaTrader 5 accounts on remote Windows VPS via SSH, providing read-only access to positions, history, and logs without executing trades.

  Last updated 2026-04-03

  16

  MIT

• mcp-server-mcsa

  LGDiMaggio

  A

  license

  A

  quality

  C

  maintenance

  Enables predictive maintenance for electric motors by analyzing stator current signals to detect faults like broken rotor bars, bearing defects, and eccentricity, using spectral and envelope analysis techniques.

  Last updated 2026-05-29

  21

  8

  MIT

• Humanitarian MCP

  ahmedvnabil

  A

  license

  A

  quality

  A

  maintenance

  Enables querying and analyzing humanitarian data, such as refugee statistics, through semantic tools like country comparisons, trend analysis, and report generation, using the UNHCR API.

  Last updated 2026-07-10

  21

  1

  MIT

• Claude Desktop Research MCP

  cholhwanjung

  F

  license

  A

  quality

  B

  maintenance

  Enables searching, retrieving, and reading academic papers from arXiv while analyzing citation networks via Semantic Scholar. It allows users to extract full-text content from PDFs and explore references or citations sorted by impact.

  Last updated 2026-07-13

  19

• Unofficial HPO MCP Server

  openpharma-org

  F

  license

  A

  quality

  D

  maintenance

  Provides access to the Human Phenotype Ontology (HPO) API with tools for searching, browsing hierarchy, and analyzing phenotypic terms used in genetic research.

  Last updated 2026-03-10

  12

• lottery-mcp-server

  Lumosylva

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server for querying and analyzing double-color ball (双色球) lottery historical data from 2013 to present, offering tools for data retrieval, statistical analysis, and reference number generation.

  Last updated 2025-12-05

  7

  4

  MIT