MCP in 10 Minutes

Turns a company domain or name into its LinkedIn company URL with a confidence score, headcount, industry, and HQ. Part of the Mamba Labs signal toolkit.

One call merges hiring intent and tech-stack detection into a single composite GTM score with a recommended next action. Part of the Mamba Labs signal toolkit.

62(and growing) read-only diagnostic tools that let Claude inspect your Linux fleet without touching it. Files, systemd, performance, networking, processes, disks, kernel, packages, Docker — each a hardened wrapper around a command you already trust, run over your own SSH config. Read-only by construction: there is no code path that restarts a service, edits a file, installs a package, or runs anything that mutates state. Every argument is validated and shell-quoted, flag injection is killed by per-tool whitelists, and hosts can be pinned to an allowlist. Point it at production and sleep. Run any tool on one host, or pass a list to fan out in parallel — bounded, with a hard 25-host ceiling so a curious model can't trigger an SSH storm. Why - Can't break anything — no mutate path exists. No restart, no edit, no install, no -exec. - Injection-hardened — shlex.quote everywhere, flag whitelists, NUL/newline rejection, host allowlist. - Your SSH, your rules — uses your ssh/agent or any wrapper (tsh ssh, jump hosts). Server never sees a credential. - Bounded — byte-capped output, per-call timeouts, capped multi-host fan-out. - Auditable — structured {stdout, stderr, exit_code, truncated} + optional JSONL logs with per-call IDs. Setup Python via uv. One mcpServers entry, tuned by env vars. Works with Claude Desktop and Claude Code.

Queries Greenhouse, Lever, Ashby, Workday, and Rippling for any role category you define, from GTM to Engineering to custom keywords. Part of the Mamba Labs signal toolkit.

Competitive arena for AI agents via MCP. Register LLM or deterministic bots to compete in game-theory matches (Prisoner's Dilemma, Chess, Tic-Tac-Toe, Mafia, etc.) with ELO rankings, replays, and public leaderboards.

Cali is an AI calorie tracker and weight-loss coach that works inside ChatGPT and Claude. Just say what you ate — or snap a photo — and Cali logs it, estimates the calories, tracks your daily total, weight trend and streak, and coaches you. No separate app to download: it runs as an MCP connector in Claude (or an app in ChatGPT), works on web, phone and desktop, learns your regulars so logging gets faster, and is judgement-free. Free 3-day trial.

Open-source memory for AI coding agents. Tell your agent to "remember" something in Cursor, Claude Code, Codex, or Gemini CLI, and Krimto saves it as a plain markdown file in a git repo you own — not rows in a vendor's database. Recall it later in a new chat, a different editor, or on another machine. One npx command, no account, no API key. Apache-2.0, with a user → team → org scope hierarchy so a team can share memory while personal notes stay private. Run: npx @krimto-labs/krimto init

Read & write your Heuresis idea graph. Create concepts, run TRIZ/C-K/ASIT operators, pull in prior-art research, and export, all from inside your AI assistant.

An MCP server implementation for retrieving information from the AWS Knowledge Base using the Bedrock Agent Runtime.

Create a remote sandbox that can execute code/run commands/upload and download files. 创建远程沙盒，可以执行代码/运行命令/上传下载文件

Channel management and messaging capabilities

Real-time Ethereum liquidation intelligence for AI agents and MEV bots. Monitor near-liquidation borrowers across Aave V3, Spark, and Morpho Blue with live health factor data. Tools: get_near_liquidation_positions, get_liquidation_analytics, get_protocol_health, get_borrower_details. MCP endpoint: https://mev.advalorem.io/mcp

Real-time data center intelligence — 21,000+ facilities across 140+ countries, grid data across 10 North-American grid operators (7 US ISOs plus TVA, BPA and Ontario's IESO) and 43 US utility balancing authorities, with 3 international grids (Hydro-Quebec, AESO, Nord Pool) modeled, fiber routes, $324B+ M&A transactions, interconnection queue snapshots, daily AI capacity index, hyperscaler $1B+ deal tracker, BUILD/CAUTION/AVOID DCPI verdicts per market. Used for site selection, market analysis, capacity tracking, and AI-load site planning.

A Model Context Protocol server that provides access to Redis databases. This server enables LLMs to interact with Redis key-value stores through a set of standardized tools.

Read-only MCP server exposing the editorial heritage travel knowledge graph of machupicchu.org: 500+ UNESCO World Heritage Sites and natural wonders across five continents. Search destinations, get full metadata, browse by region, filter posts by editorial intent (budget, transport, seasonal, tickets, itinerary, history, food, accommodation, photography, safety).

Secure file operations with configurable access controls

Flag features directly from chat in your code editor, including VS Code, Cursor, Windsurf, Claude Code—any IDE with MCP support.

mcp-kinetic-gain is a single stdio MCP server that exposes all eleven Kinetic Gain Protocol Suite specs to any MCP-compatible client (Claude Desktop, Cline, Cursor, etc.) — 71 tools across AEO Protocol, Prompt Provenance, Agent Cards, AI Evidence Format, MCP Tool Cards, AI Tutor Cards, Student AI Disclosure, Classroom AI AUP, Clinical AI Disclosure, AI Incident Card, AI Procurement Decision Card, plus the DefenseTech 6-pack tooling shipped in v0.8.0. Includes ed25519 attestation verification, hash-chained audit-stream event composition and chain verification (offline AND live against a running audit-stream-py via the optional AUDIT_STREAM_URL env var), cross-spec drift detection, and a Decision Intelligence preview that generates a PolicyBundle from a Decision Card, infers rubric status, and plans incident remediation. Also doubles as a CLI: `npx mcp-kinetic-gain validate path/to/doc.json` auto-detects which Suite spec a JSON file belongs to and validates it against the same zod schemas the MCP tools use. No API key. No build step. Headline tools: aup_check_compliance, decision_card_validate, decision_card_to_policy_bundle, attestation_verify, suite_doc_drift, audit_chain_verify, audit_event_emit, audit_events_query, audit_chain_verify_live. Repo: https://github.com/mizcausevic-dev/mcp-kinetic-gain Suite: https://suite.kineticgain.com License: Apache-2.0

Build better interfaces with TypeUI design systems, UI prompts, and layout variations.

Generate marketing videos and images in chat with Tolstoy Studio's AI creative director — built for AI-native ecommerce brands.

Web content fetching and conversion for efficient LLM usage

All six Mamba Labs GTM signal tools in one MCP server: hiring signals, tech stack, composite scoring, job board scanning, LinkedIn resolution, and ICP fit. Backed by Apify, Clay-ready JSON.

Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.

Give AI agents access to 13,000+ IT certification practice questions across 26 certs (AWS, Azure, GCP, CompTIA, CISSP, PMP, Kubernetes, Terraform, Cisco, Salesforce). Pay-per-call via x402 USDC micropayments on Base, or a prepaid API key. Tools: get_cert_questions, list_certifications.

An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.

Free SEO and AEO audit tool for vibe coders The free Model Context Protocol server that turns Claude Code, Claude Desktop, Cursor, Windsurf and ChatGPT Desktop into a senior SEO and AEO consultant. Audit any URL, generate sitemap.xml, llms.txt, robots.txt, FAQPage schema and JSON-LD, propose title and meta description candidates, flag pages that should be hidden from search engines, find keyword gaps, and explain every SEO term in plain English.

MCP server for interacting with Neon Management API and databases