"Code intelligence tools for LLMs to understand codebase structure and locate functionality" matching MCP servers:

A unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge sources.

MCP server for extracting structured intelligence from YouTube channels and videos — transcripts, topics, and competitive signals for AI-powered research workflows.

An MCP server for aggregating multi-domain intelligence feeds, performing 80:20 crossover analysis, and publishing structured insights to multiple channels.

Enables AI assistants to query the Vanoe Market Intelligence API directly for stock verdicts, trend-stage analysis, Point & Figure signals, sector breadth, macro regime, SEC filings, and macro calendar data via MCP tools.

Agent payments ecosystem intelligence. Scans GitHub, Hacker News, and npm for activity across AP2, ACP, x402, MPP, and UCP protocols. Returns scored and classified opportunities. Free protocol info and comparison, paid scan via x402 USDC

Local document intelligence for AI agents — extract text, detect tables, read metadata, analyze structure, search keywords, and detect language from PDF and DOCX files. No cloud API required, no API key needed.

This MCP server enables querying Medicaid drug utilization, managed-care enrollment, and state enrollment data from CMS's public Medicaid Open Data API, with tools for trends, market analysis, and program mix without authentication.

Enables authenticated MCP clients to research public YouTube channels and videos, read owner-authorized analytics reports, and draft, version and locally export original production blueprints. It runs locally with Docker Compose and PostgreSQL, providing eighteen tools with provenance, quota accounting, and governed analytics that return blocked responses when data or permission is missing.

A local MCP server for intelligent PDF management that converts papers to markdown and enables hybrid grep and semantic search, allowing token-efficient exploration of academic documents.

An evidence-based career intelligence layer for the German software job market, exposed to Claude as an MCP server.

A local-first database and assistant layer for organizing, analyzing, and retrieving research papers efficiently.

Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.

Enables AI coding agents to score any geographic coordinate for ecological and agricultural land suitability by analyzing satellite and climate data, returning a weighted score with per-metric breakdowns for vegetation, water, terrain, and more.

Provides market-intelligence tools for researching AI employee opportunities across Egypt, Saudi Arabia, and UAE using Meta ads evidence, with capabilities for competitor analysis, comparison, and evidence retrieval.

Recession probability, capital rotation, macro cascade analysis, and real-time economic data for Claude, ChatGPT, Cursor, and any MCP client.

Institutional-grade MCP server for the Colombo Stock Exchange. Features real-time market data, order flow pressure analysis, and AI-powered forensic fundamental screening.

An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.

Provides AI agents with access to US patent data through 16 tools for search, citation analysis, technology trends, and portfolio comparisons via the free USPTO PatentsView API.

5,000 years of military strategy, philosophy, and decision science — as AI-accessible tools.

Lint evidence behind AI answers: check_evidence_packet flags broken references, quote mismatches and evidence gaps. Local stdio: 32 tools. Hosted catalogs differ; Output Verification MCP offers free_trial_status and free_trial, with five network campaign attempts. Connect via https://output-verification.agendamcp.dpdns.org/mcp/agent. Human review required; no factual-truth certification.