mcp
Sorted by GitHub stars, which measures attention rather than fitness. Read the release date and the commit count next to it before picking one.
| Tool | Stars |
|---|---|
Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP server. no licence · released 2026-06-23 | n/a |
Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost. no licence · released 2026-06-23 | n/a |
Query a folder of CSV / Parquet / JSON files with SQL — one queryable source, read-only. no licence · released 2026-06-23 | n/a |
Local-first supply-chain security gate for npm/pnpm/bun: typosquat, release age, provenance checks no licence · released 2026-07-11 | n/a |
Generate design token systems from a hex color — OKLCH-derived, WCAG-validated, multi-format no licence · released 2026-03-27 | n/a |
Meta Ads MCP by ScaleForge — control Facebook & Instagram Ads via Graph API v24.0. 32 tools. no licence · released 2026-04-17 | n/a |
Live tools for USDi: CPI-indexed exchange rate, contract/pool addresses, and mint/redeem mechanics. no licence · released 2026-07-27 | n/a |
Structural codebase indexer with 17 query tools. 87% token reduction. Zero dependencies. no licence · released 2026-02-17 | n/a |
Clarity and memory persistent workspace context manager for Claude. no licence · released 2026-05-29 | n/a |
Query Mina Protocol: accounts, blocks, transactions, zkApp events/actions, archive SQL, Rosetta. no licence · released 2026-05-31 | n/a |
Generate AI videos from a prompt or document (PDF/PPTX/DOCX/URL) and export shareable MP4s. no licence · released 2026-05-28 | n/a |
Look up on-chain Attribution reputation scores for wallets and AI agents on Base. no licence · released 2026-08-26 | n/a |
UK compliance documentation for the EU AI Act, Worker Protection Act 2024, and UK GDPR. no licence · released 2026-09-04 | n/a |
Personalised Yoruba cosmology orientation report, rooted in Ifa and Isese tradition. no licence · released 2026-09-04 | n/a |
UK statutory letters citing real legislation, for councils, NHS, housing, SEND, employers and more. no licence · released 2026-09-04 | n/a |
Code security scanner for AI agents. 45+ vulnerability patterns, AST analysis, Solana micropayments. no licence · released 2026-08-12 | n/a |
Transcode/conform/splice video, convert docs, transcribe audio for AI agents. Free $1 trial. no licence · released 2026-09-05 | n/a |
Company, KYB, VAT, sanctions, LEI and address data for 15 EU countries. no licence · released 2026-08-03 | n/a |
AI-powered mobile device automation for Android and iOS devices, emulators, and simulators no licence · released 2026-01-29 | n/a |
MCP server for MDMA — exposes spec, prompts, docs, and package metadata to AI assistants. no licence · released 2026-04-15 | n/a |
Local-first MCP server for agent skills. Validate, lint, diff, and convert across IDEs. no licence · released 2026-05-23 | n/a |
On-device MCP tools for macOS: local AI, speech, vision, browser automation, system control. no licence · released 2026-09-05 | n/a |
Agency-grade MCP for WordPress Elementor — multi-site, safe edits, templates, versions. no licence · released 2026-06-07 | n/a |
Unofficial Infomaniak MCP — hosting, Node.js, mail, DNS, kDrive, SSL, VPS, domains. 81 tools. no licence · released 2026-06-16 | n/a |
Generate app icons, favicons, OG images, and logos by routing across 30+ image models. no licence · released 2026-04-25 | n/a |
Judge hardware timing/serial against a contract: pass/marginal/fail (WS2812, DShot, logs) no licence · released 2026-08-25 | n/a |
Educational dermatology knowledge and lesion tooling. No credentials needed. Not a medical device. no licence · released 2026-08-24 | n/a |
Korean stock market theme lifecycle analysis (TLI) — rankings, stock lookup, predictions & prompts no licence · released 2026-07-17 | n/a |
Submit and manage ZATCA-compliant Saudi e-invoices through Saudi VAT Pro. no licence · released 2026-09-07 | n/a |
Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval. no licence · released 2026-03-15 | n/a |
Vivino wine data for AI assistants: search, explore, wine details and meal-aware recommendations no licence · released 2026-07-05 | n/a |
Human-curated crypto market intelligence with x402 payments. Weekly signals and analysis. no licence · released 2026-02-04 | n/a |
Human-curated crypto signals, altcoin analysis, and airdrop alpha. x402 payments. no licence · released 2026-02-05 | n/a |
MCP server for Atlassian Bitbucket Data Center - interact with repositories and code no licence · released 2026-08-01 | n/a |
MCP server for Atlassian Confluence Data Center - access and manage content no licence · released 2026-08-01 | n/a |
MCP server for Atlassian Jira Data Center - search, view, and create issues no licence · released 2026-08-01 | n/a |
Agent-first prediction markets on Base. Trade, quote, create markets via MCP. no licence · released 2026-03-20 | n/a |
Solana token safety for AI agents — rug-pull, honeypot & Token-2022 trap detection before you buy. no licence · released 2026-06-17 | n/a |
Search Console for agents: index status, unindexed-URL discovery, Request Indexing, sitemaps. no licence · released 2026-08-08 | n/a |
Relays messages between two Claude Code sessions on different machines using the Channels API no licence · released 2026-08-19 | n/a |
Structured-output enforcer: extract and validate JSON from messy LLM text. no licence · released 2026-04-27 | n/a |
Token-aware message truncation: fit a chat history into your model's context budget. no licence · released 2026-04-27 | n/a |
Network-egress firewall for agent tools: check URLs against a declarative policy. no licence · released 2026-04-27 | n/a |
Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions. no licence · released 2026-04-27 | n/a |
Validate tool-call args before execution. Returns LLM-friendly retry hints. no licence · released 2026-04-27 | n/a |
Inject, parse, and strip [N] citation markers in RAG outputs. no licence · released 2026-05-10 | n/a |
Reliable CSV parsing + generation. Handles quotes, embedded commas, BOMs, CRLF. no licence · released 2026-05-10 | n/a |
Character-precise unified diff + patch application + patch parsing. no licence · released 2026-05-10 | n/a |
Convert HTML to Markdown or strip to plain text. For web-scraping agents. no licence · released 2026-05-10 | n/a |
Run JMESPath queries against JSON. Pure JS, no native binary needed. no licence · released 2026-05-10 | n/a |
Parse JSON5 (comments, trailing commas, unquoted keys) and emit strict JSON. no licence · released 2026-05-10 | n/a |
Token-budget-aware text handling: count, truncate, and chunk for LLM prompts. no licence · released 2026-05-11 | n/a |
Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions. no licence · released 2026-05-10 | n/a |
RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch. no licence · released 2026-05-10 | n/a |
Trustworthy JS regex testing. Real offsets, named groups, safe against zero-width loops. no licence · released 2026-05-10 | n/a |
Safe shell argument escaping for bash, cmd.exe, and PowerShell. no licence · released 2026-05-10 | n/a |
Deterministic SQL formatting across 19 dialects (postgres, mysql, snowflake, bigquery, etc.). no licence · released 2026-05-10 | n/a |
Parse partial / truncated / messy JSON for LLM tool calls and structured outputs. no licence · released 2026-04-25 | n/a |
IANA timezone conversions with real DST rules. no licence · released 2026-05-10 | n/a |
Parse, format, and convert configs across TOML, YAML, and JSON. no licence · released 2026-05-10 | n/a |
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