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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables efficient SEC EDGAR filing access by saving filings to disk, returning file paths to avoid context overflow, and providing Bloomberg Terminal-style formatted output for selective reading and search.
    4
    -
  • F
    license
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    quality
    D
    maintenance
    Provides Bloomberg Terminal-style market data for AI agents, with formatted tables and navigable hierarchy (markets → sector → ticker).
    6
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Provides a local, agent-maintained product context layer over MCP, serving structured strategy, competitor, customer feedback, and feature inventory data to any AI tool such as Claude, Cursor, or ChatGPT, with local data storage, bring-your-own-LLM support, and weekly evidence-based roadmap reviews that can sync suggestions to Jira or Linear.
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  • A
    license
    A
    quality
    C
    maintenance
    Enables a Hermes agent to store and manage university-program research in a local Postgres database over streamable HTTP. Exposes tools to list and filter programs, fetch a full record, insert new programs with duplicate-URL detection, patch fit scores, and mark entries as verified.
    5
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to design, simulate, and optimize optical thin-film coatings, with material import, spectrum and field calculations, optimization campaigns, tolerance analysis, and native project-file handling.
    GPL 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Presents a plausible, tool-rich workspace surface — file reading, credential listing, command execution, database queries, and configuration retrieval — that returns only synthetic results while logging every connection, tool call, and argument received. It enables researchers to measure what MCP clients and agents actually do when handed dangerous-sounding tools, including whether they follow injected instructions or complete a retrieve-then-use credential chain.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to describe a project in an MCP client and work through pre-submission grant phases, including finding fitting programs, checking eligibility and blockers, pulling precedent from past awards, shortlisting, and drafting memos, budgets, and submission checklists. Coverage is full for US grants and partial (discovery and precedent only) for Canada, with no win-odds estimates or post-award reporting.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    DC Hub is the live data layer for data-center siting that agents can query and cite. Its Data Center Power Index (DCPI) scores where data centers can get grid power across 300+ markets daily. Also 330,000+ mapped power, grid, gas and fiber assets. 94 MCP tools at https://dchub.cloud/mcp plus a REST API at https://dchub.cloud/api/v1. Free tier needs no key; paid plans: dchub.cloud/pricing.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides five rigorous reasoning protocols (debate, red team, audit_argument, threat_model, check_study) that run on the AI you're already using, requiring no extra API keys or costs.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.
    -
  • F
    license
    Not graded
    quality
    F
    maintenance
    An intelligent MCP server for the automated design and sizing of aerobic biological wastewater treatment systems using membrane bioreactor (MBR) technology. It leverages ASM2d kinetics to perform mass balance calculations, flowsheet selection, and generate detailed engineering reports.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Index of Panda Federation public-data MCP tools. Prefer a focused domain server (research / public-funding / leads / web-security); this mega-server is the compatibility surface.
    40
    880 PyPI
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying MITRE ATT&CK and D3FEND data efficiently, providing techniques, detections, mitigations, actors, and countermeasures with token-aware summaries and paginated graph traversal.
    10
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    High-value scientific tools for AI agents — literature search (PubMed, arXiv, Semantic Scholar), chemical compound lookup (PubChem, ChEMBL), patent prior art search (USPTO, EPO), GPU spot prices across 4 providers, and real-time earth science data (USGS, NASA, OpenAQ). Per-call billing via API key. Keys issued instantly at https://mcp-site.com/keys/request
    6
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  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to invoke a local Stata installation, including a Windows Stata build under Wine on Linux and macOS, for regression analysis, econometrics, paper replication, and empirical research with command guards, resource monitoring, and automatic log capture.
    4
    2
    AGPL 3.0
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server that provides comprehensive financial insights and analysis by leveraging real-time market data, news, and advanced analytics for stocks, options, financial statements, and economic indicators.
    17
    51
    Python
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server for global tech intelligence gathering, offering tools for searching Chinese and English web content, GitHub trending, arXiv papers, HN, Exa, SEC filings, Juejin, Zhihu, Bilibili, and A-share financial reports, all without API keys and with direct China access.
    15
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables MCP-capable AI clients to characterize proteins end to end: PDB/mmCIF validation, sequence extraction and typing, pLDDT confidence summaries, metal-site geometry with bidentate chelate detection, GROMACS trajectory metrics and plots, and live UniProt, AlphaFold DB, and RCSB lookups. Also ships a point-and-click Protein Lab web UI (and a persistent run registry) so students and wet-lab biologists can get the same results without any client setup.
    31
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-capable agent to call Kimi Code's official managed web search, URL fetch, and 25+ professional data sources (Wind, SEC EDGAR, S&P, World Bank, IMF, FRED, Tianyancha, arXiv, Scholar, Chinese law & standards, WHO/FAO/OECD, Xinhua, Caixin) through a zero-dependency stdio server. Each user signs in with their own paid Kimi account via OAuth device flow, and credentials are stored locally with tokens never exposed to agents.
    46 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Jupyter notebook navigation and editing. Reads .ipynb files directly as JSON, providing efficient tools for reading, searching, and modifying cells without needing a Jupyter server.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for rftools.io — 213 RF & electronics calculators + 13 server-side simulation tools for AI agents. Give Claude, Cursor, or any MCP-compatible AI assistant access to validated engineering calculators and heavy server-side simulations. Microstrip impedance, link budgets, filter design, converter sizing, antenna patterns, and 190+ more calculators — plus NEC2 antenna simulation, FDTD, Mon
    1,472 npm
    8
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to verify citations, check retractions, search papers, format bibliographies, run PRISMA 2020 screening, and find open datasets and research software using open databases.
    MIT