"pre-commit" matching MCP servers:

Startup engineering acceleration signals for VC investors. Tracks commit velocity, contributor growth, and repo expansion across 20 sectors via public GitHub data. No API key required.

Provides AI assistants with clean access to 58 US macroeconomic indicators from the FRED database, with pre-computed changes and no need to know series IDs.

Pre-build reality check for AI coding agents — searches 5 real databases (GitHub, Hacker News, npm, PyPI, Product Hunt) to check whether an idea already exists before you build it.

Pre-clinical drug discovery intelligence MCP server providing 44 tools to query 800+ drug targets, 12K+ compounds, 46K+ papers, 18K+ clinical trials, and 16K+ patents.

Enables local-first, versioned evidence retrieval from papers without loading the whole library into a conversation, with optional Zotero, writing, fixed-commit code, and experiment record integration returning bounded excerpts and page images.

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.

Enables agents to verify claims against a real falsification ledger, querying pre-registered refutation thresholds, recorded verdicts, and verifier drift metrics instead of guessing.

MCP server exposing Kaitai Struct for custom binary format reverse engineering.

An MCP server providing a harness-neutral trading research capability with a durable run lifecycle, supporting stage commit, receipts, pause/resume, cancellation, decision memory, report export, and credential-free fixture-based research workflows for TradingAgents integrations.

MCP server for BIOVIA Materials Studio 2023 on Windows, providing controlled preparation of Forcite and CASTEP inputs, model building, and LAMMPS/VMD pre-processing with reproducible, auditable workflows and strict scientific boundaries.

Enables AI agents to live-scan any public site's tech stack and query a pre-indexed directory of ecommerce vendors, account IDs, and quant signals, all without authentication.

Provides structured Valorant esports analytics data and metrics through MCP, including match analysis, player profiling, scouting reports, and ad-hoc SQL queries. Enables AI models to generate accurate coaching insights from pre-computed analytics tables.

Integrates data labeling workflows with AI IDEs via 12 tools, 6 resources, and 3 prompt templates, enabling LLM-assisted pre-labeling, inter-annotator agreement analysis, and conflict adjudication.

Enables AI agents to invoke six pre-trade integrity check skills: detect coordinated activity, score market subjects, cross-check claims, and flag disinformation patterns.

Provides live commercial real estate data (rates, demographics) and analysis tools (DCF, rent roll parsing, lease abstraction, IC memo generation) within Claude Desktop.

Enables AI agents to perform grounded equity research by analyzing tickers from SEC filings and market data, producing citation-guarded memos with pre-computed fundamentals.

MCP server for querying Google's Open Source Vulnerabilities (OSV) database. Enables vulnerability lookups by package, version, commit, or ID using natural language via Pipeworx gateway.

Enables agent-native web search and multi-angle research synthesis with pay-per-call USDC payments on Base via x402, requiring no API keys or subscriptions.

Premium research articles for AI agents with x402 payment on Base network.

akta.pro gives AI agents and teams structured access to 20M+ private companies and real-time news signals — entity-resolved, deduplicated, and pay-as-you-go.