Command Palette

Search for a command to run...

UnylyUnyly
Browse all

Ragdrift

FreeNot checked

Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.

GitHubEmbed

About

Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.

README

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

Package Tools When to install
@mukundakatta/promptbudget-mcp truncate_to_token_budget LLM needs to fit text into a context window mid-task
@mukundakatta/citecite-mcp inject_citations, parse_citations, strip_citations Round-trip [1] [2] markers in RAG outputs
@mukundakatta/ragmetric-mcp recall_at_k, hit_at_k, mrr, ndcg_at_k, evaluate_batch LLM helps score retrieval quality
@mukundakatta/ragdrift-mcp interpret_drift_score, recommend_thresholds, explain_drift_dimensions LLM diagnoses RAG drift alerts

Reliable transforms LLMs reach for tools instead of imagining

Package Tools When to install
@mukundakatta/csv-tools-mcp parse_csv, to_csv, pluck_columns LLM needs RFC 4180-correct CSV (quoted fields, embedded commas, BOMs)
@mukundakatta/regex-test-mcp test_regex, find_all, replace LLM needs exact regex semantics with real match offsets and named groups
@mukundakatta/jmespath-mcp json_query LLM needs deep JSON traversal (filters, projections, pipes) without hallucinating
@mukundakatta/diff-mcp unified_diff, apply_patch, parse_patch Code-review or code-edit agent needs character-precise patches
@mukundakatta/sqlfmt-mcp format_sql, list_dialects Deterministic SQL formatting across 19 dialects
@mukundakatta/shellquote-mcp quote_bash, quote_bash_argv, quote_cmd, quote_powershell Safe shell argument escaping; LLMs constantly mishandle quotes/$VAR
@mukundakatta/json5-mcp parse_json5, to_json5, to_strict_json LLM emitted JSON-with-comments / trailing-commas; round-trip to strict JSON
@mukundakatta/toml-yaml-json-mcp parse, format, convert TOML / YAML / JSON conversion (LLMs especially mishandle TOML)
@mukundakatta/timezone-mcp convert_tz, now_in, tz_offset IANA timezone math with real DST rules; LLMs hallucinate offsets
@mukundakatta/html-to-markdown-mcp html_to_md, extract_text Web-scraping agents need clean Markdown / text from HTML

Sibling libraries

The first four wrap or re-implement logic from the user's Rust + Python work:

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:

{
  "mcpServers": {
    "promptbudget": { "command": "npx", "args": ["-y", "@mukundakatta/promptbudget-mcp"] },
    "citecite":     { "command": "npx", "args": ["-y", "@mukundakatta/citecite-mcp"] },
    "ragmetric":    { "command": "npx", "args": ["-y", "@mukundakatta/ragmetric-mcp"] },
    "ragdrift":     { "command": "npx", "args": ["-y", "@mukundakatta/ragdrift-mcp"] },
    "csv-tools":    { "command": "npx", "args": ["-y", "@mukundakatta/csv-tools-mcp"] },
    "regex-test":   { "command": "npx", "args": ["-y", "@mukundakatta/regex-test-mcp"] },
    "jmespath":     { "command": "npx", "args": ["-y", "@mukundakatta/jmespath-mcp"] },
    "diff":           { "command": "npx", "args": ["-y", "@mukundakatta/diff-mcp"] },
    "sqlfmt":         { "command": "npx", "args": ["-y", "@mukundakatta/sqlfmt-mcp"] },
    "shellquote":     { "command": "npx", "args": ["-y", "@mukundakatta/shellquote-mcp"] },
    "json5":          { "command": "npx", "args": ["-y", "@mukundakatta/json5-mcp"] },
    "toml-yaml-json": { "command": "npx", "args": ["-y", "@mukundakatta/toml-yaml-json-mcp"] },
    "timezone":       { "command": "npx", "args": ["-y", "@mukundakatta/timezone-mcp"] },
    "html-to-md":     { "command": "npx", "args": ["-y", "@mukundakatta/html-to-markdown-mcp"] }
  }
}

Develop

git clone https://github.com/MukundaKatta/mcp-stack
cd mcp-stack
npm install
npm test --workspaces

License

MIT OR Apache-2.0.

from github.com/MukundaKatta/mcp-stack

Install Ragdrift in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install ragdrift-mcp

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add ragdrift-mcp -- npx -y @mukundakatta/ragdrift-mcp

FAQ

Is Ragdrift MCP free?

Yes, Ragdrift MCP is free — one-click install via Unyly at no cost.

Does Ragdrift need an API key?

No, Ragdrift runs without API keys or environment variables.

Is Ragdrift hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Ragdrift in Claude Desktop, Claude Code or Cursor?

Open Ragdrift on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

Related MCPs

Compare Ragdrift with

Not sure what to pick?

Find your stack in 60 seconds

Author?

Embed badge for your README

Browse similar

All ai MCPs