kepano/obsidian-skills
Obsidian Skills provides a collection of agent skills enabling AI agents to interact with Obsidian vaults, facilitating content creation and editing of Markdown, Bases, and JSON Canvas files, as we...
Awesome AI Agents › AI Agent Development
vercel-labs/knowledge-agent-template
Knowledge Agent Template is an open-source starting point from Vercel Labs for an agent that answers questions from a body of source material and stays current with it. Its defining choice is to skip the usual retrieval pipeline: there is no vector database, no chunking step and no embedding model. Sources are synced to a filesystem and the agent searches them with ordinary shell tools, running grep, find and cat inside isolated sandboxes through an SDK that exposes bash and batched bash as AI SDK compatible tools. The authors argue this makes results deterministic and explainable, since the exact commands and files consulted are visible, and removes the infrastructure normally needed for retrieval. Sources are pluggable and the documentation covers GitHub repositories, YouTube transcripts and custom APIs. The same agent can be exposed on several surfaces at once through adapters from the Chat SDK: a web chat application, GitHub Issues and Discord are supported, with Slack and Linear listed as planned, and adding a platform is described as writing one adapter file. Operational features come built in rather than being left to external services. An admin panel provides usage statistics, error logs, user management, source configuration and content sync controls, and an admin agent answers questions about the deployment itself using internal tools for querying stats and errors, running SQL and drawing charts. A complexity router classifies each incoming question and sends trivial ones to fast cheap models and hard ones to stronger models, so cost control does not require hand-written rules. The chat UI streams tool activity in real time, showing which files are read and how long each step takes, and conversations can be shared as public read-only links. Sandboxes are pooled and shared across users and conversations, read-only and with dangerous commands blocked. TypeScript, deployable to Vercel in one click.
https://github.com/vercel-labs/knowledge-agent-template
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