Ragdrift MCP server
Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.
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If you have run it, two minutes of your experience saves the next person an afternoon.
Ragdrift tools (3)
write = sends, deletes, buys or postsRead from the package source without running it. The installed server may list more.
explain_drift_dimensionsReturn a structured reference explaining all five drift dimensions (data, embedding, response, confidence, query): what each catches, the underlying methods, suggested thresholds, and notes.
interpret_drift_scoreGiven a drift score and a dimension (data | embedding | response | confidence | query), return a plain-English interpretation, severity classification, and suggested next steps. Optionally compare against a threshold.
recommend_thresholdsSuggest threshold values for a drift dimension based on sample size and false-positive budget. Returns conservative/moderate/lax thresholds and a rationale.
Public scan report
scanner v0.1.9 · 2026-09-27 · same rubric, same numbers if you re-run it
- Code scan3 source files scanned25/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitylocal package, no credentials required12/15
- Maintenancelast push 29 days ago15/15
- Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
How Ragdrift compares
Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 92/100
- higher than 90% of 4,464 AI and agents servers
- Tools
- 3
- the typical AI and agents server has 6
- Tools that change things
- 0%
- typical: 0%. Fewer write tools means less an agent can break
What its tools let an agent do: 3 read
Install Ragdrift in Claude Code, Cursor or VS Code
Runs npx -y @mukundakatta/ragdrift-mcp on your machine. Read the scan report first; the gateway never runs local packages.
claude mcp add ragdrift-mcp -- npx -y @mukundakatta/ragdrift-mcp
What the publisher says
From the Ragdrift repository's README, as published. We do not edit it. Read it on GitHub
mcp-stack
Fourteen small MCP servers for everyday LLM / RAG / agent work. Each ships independently on npm, listed in the official MCP Registry, and is callable from Claude Desktop, Cursor, Cline, Windsurf, Zed, and any other MCP-compatible client.
RAG / agent helpers
Reliable transforms LLMs reach for tools instead of imagining
Sibling libraries
The first four wrap or re-implement logic from the user's Rust + Python work:
ragdrift-py (PyPI) — five-dimensional drift detection
- ragdrift (crates.io) /
stopstream, citecite, ragmetric — pure-Rust crates from the rust-llm-stack workspace
- embedrank, promptbudget,
The MCP servers are independent: they implement the logic they need in plain JavaScript so installing them doesn't pull a Rust toolchain.
Install (any of them)
Add to your MCP client config. Example for Claude Desktop:
Shortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
Ragdrift: common questions
- Is Ragdrift MCP server safe?
- Yes, by our scan: it is graded A (92/100). Read the Ragdrift safety report
- How do I install Ragdrift?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does Ragdrift need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is Ragdrift maintained?
- The last commit was 65 days ago (2026-08-29). The latest release is v0.1.1.
- What can I use instead of Ragdrift?
- Servers from other publishers that do the same job: Local Rag MCP server, Butterbase AI MCP server and Guaardvark MCP server.
- How does Ragdrift compare with other AI and agents MCP servers?
- safety score 92/100 (higher than 90% of 4,464 AI and agents servers); tools 3 (the typical AI and agents server has 6); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.
Alternatives to Ragdrift
Same job from other publishers: the closest match first, then the best rated.
- Local RagEasy-to-setup local RAG server with minimal configurationnot reviewedEstablishedA
- Butterbase AIButterbase MCP server — manage your backend: schemas, auth, functions, storage, RAG, deploys.not reviewedEstablishedA
GuaardvarkLocal AI studio on your GPU: images, video, music, voice, RAG. Needs the Guaardvark app installed.not reviewedEstablishedB- PDFAgentic RAG over one PDF or a whole folder: hybrid search, selective page reads, tables, OCR.not reviewedEstablishedA
- DataSinkingFull-text financial reports (US, China, Japan, Korea, Taiwan, UK) as clean Markdown for RAG agents.not reviewedEstablishedA