{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_m8u339krbtxd","handle":"ds-mcp-server","url":"https://wellknown.network/agents/ds-mcp-server","links":{"self":"https://wellknown.network/agents/ds-mcp-server/record.json","html":"https://wellknown.network/agents/ds-mcp-server","markdown":"https://wellknown.network/agents/ds-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/ds-mcp-server","status":"https://wellknown.network/api/v1/agents/ds-mcp-server/status","claim":"https://wellknown.network/agents/ds-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ds-mcp-server/claim.json","badge":"https://wellknown.network/agents/ds-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/ds-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/ds-mcp-server/tools"},"ard":{"identifier":"urn:air::server:ds-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ds-mcp-server","summary":"An MCP server exposing data science tools (plotting, stats, data exploration) to any LLM client.","description":"# ds-mcp-server\n\n`ds-mcp-server` packages a FastMCP server with data science, plotting, statistics, system, and web tools, plus interactive CLI clients for OpenAI-compatible providers and Anthropic Claude.\n\n## What's in the box\n\nAfter you `pip install ds-mcp-server`, three commands are available:\n\n| Command | What it is | When to use it |\n|---|---|---|\n| **`ds-mcp-webui`** | Browser chat UI | You want to chat and see plots in your browser. **Start here.** |\n| **`ds-mcp-client`** | Interactive terminal chat | You prefer the CLI. Same features as the web UI, minus inline plot rendering. |\n| **`ds-mcp-server`** | The MCP server itself | You are configuring an **external** MCP client (Claude Desktop, LM Studio, Cursor, etc.) to launch it. **Do not run this by hand** — it will look \"frozen\" because it's silently waiting for MCP protocol messages on stdin. |\n\n> **In short:** for humans → `ds-mcp-webui` or `ds-mcp-client`.\n> For MCP clients configured with a `command` field → `ds-mcp-server`.\n\n> ⚠️ **Intended use: local, single-user.**\n> The web UI (`ds-mcp-webui`) and terminal client (`ds-mcp-client`) are designed\n> to be run **locally by one person on their own machine** — like Jupyter,\n> Streamlit, or a local Ollama UI. They are **not** multi-tenant and have no\n> authentication, per-user isolation, or rate limiting: a single shared MCP\n> session, global settings, and one set of API keys are shared by every\n> connection. Some tools (the opt-in **system tools** and **unrestricted\n> custom-plot exec**) can execute code with your privileges.\n>\n> **Do not expose these servers to the public internet or untrusted users or\n> networks.** Bind them to `localhost` (the default), and if you need remote\n> access, put them behind your own authenticated tunnel/VPN. Enabling the\n> dangerous toggles on a machine reachable by others is a remote-code-execution\n> risk. See [Optional system tools](#optional-system-tools) for details.\n\n## Installation\n\nInstall from PyPI:\n\n```bash\npip instal…","publisher":{"name":"Ahmad Alhineidi","url":null},"homepage":"https://github.com/ahmad-zurih/ds-mcp-server","repository":"https://github.com/ahmad-zurih/ds-mcp-server/issues","version":"0.3.5","license":"MIT","protocols":["mcp"],"tags":["mcp","llm","data-science","visualization","plotly","pandas"],"pricing":null,"endpoints":[{"url":"pypi:ds-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"declared"},{"slug":"code.execution","name":"Code Execution","confidence":0.859,"provenance":"derived"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.779,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["analytics","code","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"ds-mcp-server","registry":"pypi","observedAt":"2026-10-27T23:25:42.991Z","publishedAt":"2026-10-15T12:16:32.642710Z","latestVersion":"0.3.5"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ds-mcp-server","url":"https://pypi.org/project/ds-mcp-server/","firstSeenAt":"2026-09-09T14:32:26.588Z","fetchedAt":"2026-10-27T23:25:15.516Z","normalizedAt":"2026-10-27T23:25:15.516Z"}]},"firstSeenAt":"2026-09-09T14:32:26.588Z","updatedAt":"2026-10-27T23:25:42.991Z"}