Mukundakatta MCP Servers
20 servers published under mukundakatta. 0 answered our last handshake, 0 did not, and between them they expose 0 tools.
20 servers 0 answering 0 not responding 605 installs/wk
RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.
Structured-output enforcer: extract and validate JSON from messy LLM text.
Network-egress firewall for agent tools: check URLs against a declarative policy.
Validate tool-call args before execution. Returns LLM-friendly retry hints.
Parse partial / truncated / messy JSON for LLM tool calls and structured outputs.
Token-aware message truncation: fit a chat history into your model's context budget.
Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions.
Inject, parse, and strip [N] citation markers in RAG outputs.
Trustworthy JS regex testing. Real offsets, named groups, safe against zero-width loops.
Character-precise unified diff + patch application + patch parsing.
Parse JSON5 (comments, trailing commas, unquoted keys) and emit strict JSON.
Token-budget-aware text handling: count, truncate, and chunk for LLM prompts.
IANA timezone conversions with real DST rules.
Reliable CSV parsing + generation. Handles quotes, embedded commas, BOMs, CRLF.
Convert HTML to Markdown or strip to plain text. For web-scraping agents.
Run JMESPath queries against JSON. Pure JS, no native binary needed.
Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.
Deterministic SQL formatting across 19 dialects (postgres, mysql, snowflake, bigquery, etc.).
Safe shell argument escaping for bash, cmd.exe, and PowerShell.
Parse, format, and convert configs across TOML, YAML, and JSON.