Skip to main content
Glama
119,868 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Desktop software without licensing requirements" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • 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.
    -
  • 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
    A
    quality
    B
    maintenance
    Customer lists of B2B software: every company using a technology (HubSpot, Stripe, Zendesk and 4,000+ more), with the evidence and date for each detection, and the new customers every week. Hosted remote server at https://mcp.useagentdata.com/mcp; it connects with your AgentData account (sign in, or paste an API key). Website: https://useagentdata.com
    6
    60 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Per-unit cost of 13 back-office tasks done by a person vs by software, in the US, Greece and Ukraine, with an official statistic behind every hourly wage. Bundled data, works offline.
    5
    46 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server to search and retrieve mathematical publications, author profiles, and software entries from zbMath Open.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving metadata for publications, datasets, and software.
    2
    1
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Contract and wills legal tools for AI agents: statute-cited requirements per contract type and US state, non-compete enforceability for all 50 states + DC, intake schemas, async multi-agent contract drafting with free previews, and contract risk analysis.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that integrates with Siril astronomical image processing software to process Seestar telescope images, offering tools for binary detection, version checking, mosaic processing, and project analysis.
    7
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Exposes the MITRE ATT\&CK framework to LLMs and AI assistants via the Model Context Protocol, enabling querying of techniques, tactics, groups, software, and mitigations.
    9
    15
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Collect primary sources through GitHub Actions and retrieve portable research packages with capture hashes, provenance ledgers, and explicit review requirements. The stdio MCP server exposes collect and fetch_corpus.
    2
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables researchers to query public ENA and BioSamples genomics data in plain English through any MCP client, including counting records, searching samples, retrieving sample details, and checking metadata quality against project requirements.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Give your AI agent access to 8,400+ software tools — search, compare, get pricing, find alternatives, and discover the best tool for any use case.
    11
    268 npm
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides software supply-chain intelligence for AI agents, enabling them to query package metadata, versions, downloads, dependencies, and health signals for npm, PyPI, and crates.io packages without API keys.
    6
    74 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables users to search and compare ALMA papers’ methods, recipes, settings, software usage, and parameter statistics, with citations and evidence pointers for verification.
    20
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server that lets LLMs explore and query local SAS datasets (.sas7bdat / .xpt) without Viya, network, or SAS licensing. It exposes tools for listing, metadata inspection, summarization, frequency tables, value-label decoding, paginated reads, DuckDB SQL joins, and cross-dataset variable search.
    8
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP server that enables intelligent searching, filtering, and exporting of Software Engineering papers on arXiv with tools for querying by keywords, authors, analyzing trends, and finding related research.
    7
    6
    -
  • F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to control N.I.N.A. astronomy software remotely, including mount, camera, sequencer, and other equipment via the ninaAPI plugin.
    66
    -
  • A
    license
    A
    quality
    B
    maintenance
    Reads raw lab-instrument files (microscopy, mass spectrometry, chromatography, flow cytometry, NMR, electrophysiology, spectroscopy, plate readers, qPCR) without vendor software, returning metadata, images, spectra and traces as JSON. It also checks files for damage, runs common analyses, and exports to open formats such as OME-TIFF, OME-Zarr, mzML, Parquet and NWB.
    28
    290 PyPI
    12
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to access and search 3GPP telecommunications specifications through direct integration with the TSpec-LLM dataset. Provides real-time specification content, implementation requirements, and multi-spec comparisons for 3GPP standards development.
    4
    41 npm
    29
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Provides instant access to EMC emission limits, frequency allocations, restricted bands, and compliance requirements including FCC Part 15, CISPR standards, LTE/5G cellular bands, and ISM equipment regulations for engineering compliance queries.
    45
    1
    AGPL 3.0
  • A
    license
    B
    quality
    D
    maintenance
    MCP server for controlling UCSF ChimeraX molecular visualization software, enabling command execution, screenshots, structure analysis reports, and session management.
    27
    2
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI assistants to drive local photonic simulation software through its Python API, supporting modeling and layout, property setup, simulation runs, parameter sweeps, job management, and result analysis.
    20
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Provides 42+ specialized tools for nutrition analysis integrating Canada's Food Guide recipes with Health Canada's official databases (CNF, DRI, EER) for recipe discovery, macro calculations, energy requirements, and dietary adequacy assessments.
    46
    115 PyPI
    2
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables natural language interaction with ANSYS Mechanical simulation software via gRPC, allowing users to manage geometry, mesh, boundary conditions, solve analyses, and generate reports through MCP-compatible AI clients.
    37
    20
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server for accessing and analyzing Apache Software Foundation Incubator podling data from podlings.xml. It provides tools to query podling metadata, generate statistics, and analyze incubation trends over time.
    22
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to search China market-entry guides, browse covered topics, and read chinaready.co articles as clean Markdown, with every answer citing its source page. Supports questions on ICP filing, licensing, app-store and game publishing, China cloud regions, payments, and compliance through read-only, no-auth tools.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to analyze a software repository with an MCP host to prepare a US provisional patent packet, chart prior art, build around patent claims, and run a trademark knockout check for self-filing.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables read-only, provenance-aware research over Discord by pairing an explicitly authorized Discord Desktop local-RPC/OAuth2 path for bounded live channel snapshots with message, thread, and channel search across a locally maintained archive, without writes, deletes, or session-token automation.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Unofficial MCP server providing Vietnamese stock market financial data, enabling natural language interaction with Claude Desktop.
    MIT