Jmespath
FreeNot checkedRun JMESPath queries against JSON. Pure JS, no native binary needed.
About
Run JMESPath queries against JSON. Pure JS, no native binary needed.
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:
- ragdrift (crates.io) / ragdrift-py (PyPI) — five-dimensional drift detection
- embedrank, promptbudget, stopstream, citecite, ragmetric — pure-Rust crates from the rust-llm-stack workspace
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.
Install Jmespath in Claude Desktop, Claude Code & Cursor
unyly install jmespath-mcpInstalls 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 jmespath-mcp -- npx -y @mukundakatta/jmespath-mcpFAQ
Is Jmespath MCP free?
Yes, Jmespath MCP is free — one-click install via Unyly at no cost.
Does Jmespath need an API key?
No, Jmespath runs without API keys or environment variables.
Is Jmespath hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install Jmespath in Claude Desktop, Claude Code or Cursor?
Open Jmespath on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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