MCP Servers

Read-only source search and retrieval across configured GitHub repositories

Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.

Local runtime evidence for coding-agent performance and reliability investigations

Stops agents double-firing side effects: 1,000 racing duplicates, exactly one execution.

Search open-source research papers across arXiv, OpenAlex, Crossref, PubMed, Semantic Scholar.

Evidence-grounded agent memory with mandatory provenance, on local SQLite or Cloudflare D1

Your AI research assistant that cites real sources and stays honest

Windows AutoCAD MCP server for handle-first CAD automation, validation, and drawing exports.

Microsoft Office MCP server: read and edit Word documents, Excel workbooks, and PowerPoint files

MCP server for Android emulator automation via ADB.

Verifiable agreements for agent-led commerce: mandates, obligations, evidence, transaction records.

Repository-native protocol and local MCP server for Work, Docs, History and durable project Memory.

Real quantum circuit simulator, VQE, molecular Hamiltonians, QM/MM forces, and MD via 21 tools.

86 tools: drive YOUR real Chrome via CDP + browse/install/publish Threads in chat. webloom.run.

NVIDIA Elements UI design system and agent tools for AI/ML, robotics, and autonomous vehicles.

Fathom AI meeting transcription MCP server for Model Context Protocol hosts

Analyze .NET solutions: Generate Mermaid graphs, ERDs, class diagrams, and project metrics.

Hybrid search over your local documents, with file and page citations. One binary, fully local.

TalentLMS MCP server: users, courses, groups, branches, reporting, and assessments

Search, read and research the web, with hidden text stripped by default and sources hashed

Lossless archive and search for AI agent sessions across clients, exposed to agents over MCP.

Statbotics MCP Server

Source-linked market intelligence for AI agents researching public-company tickers.

The Blue Alliance MCP Server