Model Context Protocol servers that extend AI capabilities
[](https://glama.ai/mcp/servers/avansaber/tailtest-cline) ๐ ๐ ๐ ๐ช ๐ง - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
...more[](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) ๐ โ๏ธ - Connect any AI to PostgreSQL, MySQL, or SQL Server โ 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available.
...more[](https://glama.ai/mcp/servers/runyourempire/4DA) ๐ ๐ ๐ ๐ช ๐ง - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.
...more__ ๐ ๐ ๐ ๐ช ๐ง - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens โ 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
...more[](https://glama.ai/mcp/servers/openpulsechain/public) ๐ โ๏ธ - PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. `npx @openpulsechain/mcp-server`
...moreRedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql.
[](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp) ๐ โ๏ธ - Live Hyperliquid HIP-4 prediction market data. 10 tools for odds, orderbooks, candles, trades, and portfolio positions. First MCP server for on-chain prediction markets. No API keys required.
...more[](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) ๐ ๐ - MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto avg-equity ROE.
...moreEmail deliverability for AI agents. 12 tools: verify, DNSBL, DMARC, spam-trap, finder.
[](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions.
...more[](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) ๐ ๐ ๐ - Persistent agent memory via filesystem-native consolidation daemon. Agents read/write/search memory through MCP; a background daemon handles consolidation and extraction. Works with Kiro, Claude Desktop, Cursor, and any MCP client. `npx mcp-agent-memory --setup`
...more[](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - YouTube knowledge base for AI agents. Summarize videos, fetch full transcripts (including videos without captions, via AI ASR), search channels and playlists, and save everything into a per-user knowledge base for cross-session recall. OAuth 2.1 with Dynamic Client Registration. Hosted at [subdownload.co
...moreSearch infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and production-grade when needed.
[](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) ๐ โ๏ธ - Location & routing intelligence for AI agents โ geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth.
...more[](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) ๐ โ๏ธ - GPS coordinates to AI-ready location context โ returns place name, stable category (gym, supermarket, restaurantโฆ), and live opening hours via OpenStreetMap. Works in Claude Desktop, Claude Code, Hermes Agent, OpenClaw, and any MCP client.
...more[](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) ๐ โ๏ธ - `@deliveriq/mcp` โ email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the
...more[](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) ๐ -
...more[](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) ๐ ๐ ๐ ๐ง - Local system monitoring โ CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
...more[](https://glama.ai/mcp/servers/dimpagk92/cellar) ๐ฆ ๐ ๐ ๐ ๐ง - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models.
...more[](https://glama.ai/mcp/servers/sifter-ai/sifter) ๐ ๐ โ๏ธ - Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client.
...more[](https://glama.ai/mcp/servers/wei9072/aegis) ๐ฆ ๐ ๐ ๐ช ๐ง - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing โ emits BLOCK / WARN / PASS verdicts, never coaches the agent.
...more[](https://glama.ai/mcp/servers/mopanc/depguard) ๐ ๐ ๐ ๐ช ๐ง - Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 12 MCP tools. Zero runtime dependencies โ the SBOM serializer is implemented natively against the public CycloneDX schema.
...more[](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Read WeChat (ๅพฎไฟก) Official Account articles with native multimodal output โ body, images, and video keyframes as MCP content blocks. Handles all three embed types: Tencent Video (yt-dlp keyframes), WeChat-native (mp4 keyframes), Channels/่ง้ขๅท (metadata + cover via public API).
...more[](https://glama.ai/mcp/servers/googlarz/suunto-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export, plus 24/7 activity, sleep, and recovery/HRV. Resources expose today's recovery and the week's training summary as ambient context.
...more