This article compares Model Context Protocol (MCP), Function Calling, and OpenAPI Tools for integrating tools and resources with language models, outlining their strengths, limits, security considerations, and ideal use cases.
Interact with opencode server over HTTP. The `opencode serve` command runs a headless HTTP server that exposes an OpenAPI endpoint that an opencode client can use.
This article details the author's insights into AI function calling, its challenges, and the Agentica framework developed to address them, emphasizing the importance of JSON schema understanding, compiler support, and a document-driven approach.
This repository provides reference OpenAPI Tool Server implementations, making it easy and secure for developers to integrate external tooling and data sources into LLM agents and workflows.
- Filesystem Access (servers/filesystem) - Manage local file operations safely with configurable restrictions.
- Git Server (servers/git) - Expose Git repositories for searching, reading, and possibly writing via controlled API endpoints.
- WIP: Database Server (servers/database) - Query and inspect database schemas across common DB engines like PostgreSQL, MySQL, and SQLite.
- Memory & Knowledge Graph (servers/memory) - Persistent memory management and semantic knowledge querying using popular and reliable storage techniques.
- WIP: Web Search & Fetch (servers/web-search) - Retrieve and convert web-based content securely into structured API results usable by LLMs.
- Filesystem Access (servers/filesystem) - Manage local file operations safely with configurable restrictions.
- Git Server (servers/git) - Expose Git repositories for searching, reading, and possibly writing via controlled API endpoints.
- WIP: Database Server (servers/database) - Query and inspect database schemas across common DB engines like PostgreSQL, MySQL, and SQLite.
- Memory & Knowledge Graph (servers/memory) - Persistent memory management and semantic knowledge querying using popular and reliable storage techniques.
- WIP: Web Search & Fetch (servers/web-search) - Retrieve and convert web-based content securely into structured API results usable by LLMs.
