Ground Lens MCP Server
What it is · Quick start · Architecture · How it works · Engine · Runtime · Records · MCP server · Determinism · Examples · Docs · FAQ · Roadmap. It runs locally over stdio via the published package.
People who work with rag, ai governance and attestation and want it reachable from Claude, Cursor, VS Code, or another MCP client. The project is written in Rust.
VERIFIED ACTIVE
LAST COMMIT 2026-09-28 · ★ 7 · #25 OF 117 MAINTAINED AI & ML · VERIFIED 2026-09-30
Apache-2.0 · Rust servers · how we verify → /methodology
01 · Install Ground Lens
Claude Code
claude mcp add groundlens-dev-groundlens -- uvx groundlens Claude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"groundlens-dev-groundlens": {
"command": "uvx",
"args": [
"groundlens"
]
}
}
} Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as local process (stdio) - runs on your machine with your user's permissions
license Apache-2.0 - declared in the repository
pypi package groundlens - check the name against the project README before installing (PyPI has no namespace ownership)
registry namespace io.github.groundlens-dev is GitHub-verified and matches the repo owner
03 · What Ground Lens can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
Latest releases
v5.3.0 · 2026-09-22
add the semantic sentence-similarity verifier · trim the redundant Windows matrix jobs · sign release binaries and attach provenance as assets · pin cosign to v2.6.5 so signing produces .sig/.pem · activate NLI - base…
bundle-base-v2 · 2026-09-22
sha256: aa7fee3a801fd7492d8cc1d2124fff4881a11ba4f0d811066df8dec1e4d28c6e · intfloat/multilingual-e5-small @ 614241f622f53c4eeff9890bdc4f31cfecc418b3 (ONNX f32 export by the authors), for the lexical and semantic…
v5.2.0 · 2026-09-21
prepare official MCP registry listing · 5.2.0
04 · Who maintains Ground Lens
GroundLens is maintained by groundlens-dev. It's the only MCP server we track from this author; the repo dates to May 2026.
05 · Facts
- repository
- github.com/groundlens-dev/groundlens
- category
- AI & ML - ranked #25 of 117 actively-maintained AI & ML servers as of 2026-09-30.
- release cadence
- 10+ releases in the last 90 days (latest 2026-09-22)
- registry
- io.github.groundlens-dev/groundlens (active, first published 2026-09-21)
- packages
- pypi:groundlens
06 · Ground Lens FAQ
What is Ground Lens?
What it is · Quick start · Architecture · How it works · Engine · Runtime · Records · MCP server · Determinism · Examples · Docs · FAQ · Roadmap. It runs locally over stdio via the published package.
Is Ground Lens still maintained?
Yes - as of 2026-09-30, its last commit was 2026-09-28 and it shipped 10+ releases in the last 90 days. We re-verify nightly.
How do I install Ground Lens?
Run `uvx groundlens`. You can also paste the ready-made client config above.
Does Ground Lens run locally?
Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.
07 · Alternatives to Ground Lens
Alternatives to Ground Lens
Maintained AI & ML servers if Ground Lens isn't the fit.
- Fun ASR Transcribe local audio with FunASR and SenseVoice using private, on-device inference. ★ 20,555 · 2026-09-30
- Wigolo Local-first web intelligence MCP server for AI coding agents ★ 5,432 · 2026-09-29
- Auto TS Automated time series forecasting with model search, anomaly detection, and event risk analysis ★ 1,429 · 2026-08-25
- Anymd Any file → clean Markdown for AI agents: PDF, Office, EPUB, HTML, images, audio/video. Local MCP. ★ 963 · 2026-09-29
- Haiku RAG Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval ★ 615 · 2026-09-30
- Local RAG (shinpr) Easy-to-setup local RAG server with minimal configuration ★ 405 · 2026-09-29
Pairs well with
Servers that cover what Ground Lens doesn't - only shown when the pairing reason fits the companion.
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