Browse 46,082 Model Context Protocol servers

io.github.mrsingh86/trimtab-aisOfficial

US tariff & trade truth: duty actually paid by origin/HS 2017+, HTS rulebook, CBP rulings. No key.

io.github.mrslbt/japan-uxOfficial

Japanese UI + UX correctness for AI coding agents — typography, forms, keigo, JLReq checks.

io.github.mrslbt/paypay-mcpOfficial

PayPay QR payments for AI agents: QR codes, status, refunds, cancels. Bilingual JP/EN.

io.github.msanchezgrice/talkformOfficial

Local Talkform schemas, bundled interview templates, and config validation for AI agents.

Audio MCPOfficial

Audio perception for AI agents: measure, see, compare, edit and synthesize sound locally.

The High CouncilOfficial

Several models from different labs plan in a blind proposal, debate and review loop. Your own keys.

io.github.muhammetali/recraft-mcp-serverOfficial

Recraft AI Image Generation MCP Server for AI coding agents

io.github.MukundaKatta/agentsnapOfficial

Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions.

io.github.MukundaKatta/citecite-mcpOfficial

Inject, parse, and strip [N] citation markers in RAG outputs.

io.github.MukundaKatta/csv-tools-mcpOfficial

Reliable CSV parsing + generation. Handles quotes, embedded commas, BOMs, CRLF.

io.github.MukundaKatta/diff-mcpOfficial

Character-precise unified diff + patch application + patch parsing.

io.github.MukundaKatta/html-to-markdown-mcpOfficial

Convert HTML to Markdown or strip to plain text. For web-scraping agents.

io.github.MukundaKatta/jmespath-mcpOfficial

Run JMESPath queries against JSON. Pure JS, no native binary needed.

io.github.MukundaKatta/json5-mcpOfficial

Parse JSON5 (comments, trailing commas, unquoted keys) and emit strict JSON.

io.github.MukundaKatta/promptbudget-mcpOfficial

Token-budget-aware text handling: count, truncate, and chunk for LLM prompts.

io.github.MukundaKatta/ragdrift-mcpOfficial

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

io.github.MukundaKatta/ragmetric-mcpOfficial

RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.

io.github.MukundaKatta/regex-test-mcpOfficial

Trustworthy JS regex testing. Real offsets, named groups, safe against zero-width loops.

io.github.MukundaKatta/shellquote-mcpOfficial

Safe shell argument escaping for bash, cmd.exe, and PowerShell.

io.github.MukundaKatta/sqlfmt-mcpOfficial

Deterministic SQL formatting across 19 dialects (postgres, mysql, snowflake, bigquery, etc.).

io.github.MukundaKatta/timezone-mcpOfficial

IANA timezone conversions with real DST rules.

io.github.MukundaKatta/toml-yaml-json-mcpOfficial

Parse, format, and convert configs across TOML, YAML, and JSON.

WasilahOfficial

Prayer times, Qibla, Hijri calendar, 99 Names, Quran audio, Bangladesh offsets. English + Bengali.

EasySociableOfficial

AI carousel maker for coding agents: branded multi-page carousels for TikTok, LinkedIn, Instagram.