"pre-commit" matching MCP servers:

Commit Message AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

Pre-computed financial market intelligence for AI agents. Stocks, crypto, and ETFs.

Pre-flight scoring for AI agents, returns Accelerate, Fix, or Stop with EUR value range, decision confidence, and pace-layer drag.

Institutional-grade quantitative stock analysis and research signals for AI agents via the Model Context Protocol (MCP).

Enables AI assistants to generate real images via multiple models (OpenAI, Gemini, Recraft, Seedream, Grok, Arrow) and returns usable file paths instead of base64 data.

Offers a control surface for AI agent security with four independent checks: source-code scanning, tenant isolation, LLM content verification, and deploy gating. Currently in pre-release, with no functional scanning engines yet.

Maango is the pre-flight check for AI agents on the web. Before an agent scrapes, summarises, trains on, or searches a site, it calls Maango and gets back whether the action is allowed for that domain, along with the reason and the policy signals that decided it.

Agent-ready financial intelligence tools for AI agents. Two curated tools — get_stock_snapshot and get_company_metrics — that combine multiple data sources, derive signals (UNDERVALUED, STRONG, ACCELERATING), and pre-compute the math. One call, one agent-friendly response.

Deterministic pre-execution safety certification for autonomous AI agents. Evaluates proposed actions across scope, reversibility, and sensitivity constraints — returns Certified, Warning, Escalate, or Blocked decisions with cryptographic audit trails. 3 tools: certify_action, check_budget, get_certification_history. Built on the QAE Safety Kernel (Rust + PyO3 bindings, pip install qae-safety).

Enables AI assistants to browse the supported room types and interior design styles, then return a studio link with the user's chosen room and style pre-selected so they can upload a photo and get an AI redesign. Read-only, requires no sign-in, and never uploads photos or spends credits.

MCP server that analyzes images, reads code and ZIP archives, and provides text context for non-vision models.

MCP server for CrewOne that enables AI agents to query Taiwan film equipment rates, studio rentals, and photographer/director style references, and optionally generate full pre-production packages with an API key.

An MCP server that transforms LLM-enabled IDEs into professional video editors by pre-processing footage into text proxies, generating motion graphics via HTML/CSS, and orchestrating complex FFmpeg renders.

Autonomous music intelligence & A&R qualification engine. Extracts acoustic metadata (BPM, key, mood), scores real-time Spotify streaming traction, and detects AI-generated audio (Suno/Udio).

Enables interview preparation by analyzing resumes and job descriptions, generating role-specific questions, and evaluating answers using MCP tools integrated with an OpenAI agent.

invinoveritas is a Lightning/x402/card-paid AI verification and decision-intelligence MCP server. Get a neutral pre-action verdict (/review), a signed proof after (/prove), and strategic analysis/decisions (/reason, /decision) -- checkable against a public on-chain track record (/ledger), not just trust. Pay via Lightning (L402), USDC (x402), or card.

Aggregates and curates AI/tech news from 12 sources every 6 hours, providing pre-summarized and Opus-curated top picks for vibe coders and AI builders via MCP tools.

AI asset compliance and licensing. Search pre-cleared assets matched to your brief. Usage agreement auto-generated at checkout. Works with Claude and any MCP-compatible agent.

Persistent AI memory for Claude Code, Cursor, GitHub Copilot & Windsurf — sessions, lessons learned, semantic search, and team brain. 38 MCP tools. Free tier, EU servers.

Enables AI agents with persistent semantic memory, including semantic recall, knowledge graphs, and instant domain expertise via pre-built Intelligence Packs.