Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Veldra — talk an agent into existence, then watch it grow. A self-hostable, local-first agent platform: describe what you need in plain language and it compiles a working agent tools, MCP, RAG, teams. The more you use it, the better it gets agents learn from your feedback and reshape as you talk.
| Date | Stars |
|---|---|
| 2026-07-31 | 399 |
| 2026-08-06 | 399 |
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<div align="center"> # Veldra ### Talk an agent into existence. **A self-hostable, local-first agent-harness platform.** Describe what you need in plain language — Veldra compiles it into a *working agent*: its policy, tools, **skills**, a RAG knowledge base, a reasoning method, even a whole **team**. Route a task to the right agent automatically, connect external tools over **MCP**, and reshape anything later just by talking to it. Agents **learn from your feedback** and improve.        </div>  > **The one load-bearing idea:** an agent is *data*, not code — a versioned > `AgentSpec` row in Postgres. "Build me an agent" = compile natural language → > validated `AgentSpec`. "Change it" = a JSON-Patch you approve. The runtime is a > pure interpreter of that spec. --- ## ✨ Highlights - **Type a task — it routes or builds.** A smart composer auto-selects the best existing agent for what you typed, or builds a new agent from the prompt and drops you straight into its chat. - **A real workspace, with sign-in.** A first-run **install wizard** (name the workspace, check your providers, create the admin), then a sign-in gate. Invite teammates with roles — **admin / member / viewer**. - **Plugins & MCP connectors.** Built-in tools (calculator, web scraper, RAG search, HTTP, workspace files, …) are always on. Install external **MCP connectors** (Shopify, Alibaba, or any Streamable-HTTP / SSE / stdio server) from a template gallery — configure credentials, test the connection, enable per agent. Side-effecting connector tools require explicit approval. - **Agent teams.** Describe a business and the orchestrator plans a coordinator + specialists and wires them together (depth-capped delegation). - **Editable knowledge bases.** Upload PDFs/markdown or **index a web page**; edit a document and it re-embeds; per-KB **retrieval mode** (semantic / keyword / hybrid), **embedding model**, **reranker**, and **vector store** (pgvector / Qdrant). Citations carry `page` / `section` / `char-span`. - **A visual workflow builder.** start · end · llm · classifier · kb_search · if_else · condition · code (sandboxed) · tool · http · template · aggregator — per-node inspector and typed variable passing. - **Agents with a soul.** Every agent has a *persona* — a character and voice (its "soul") that shapes how it talks, distinct from what it does. And it **grows little by little**: with auto-improve on, it reflects and stores a *lesson* not only from a 👎 but quietly from its own mistakes (a failed tool call, a dead-end) — like a colleague who gets sharper the more they work with you. Lessons + persona are injected on every future run, so experience accumulates. - **Faust**, the floating admin bot: rename / tag / re-policy / delete agents, inspect & clear logs, manage documents — through audited admin tools. - **Insights & Activity** — usage / cost / reliability rollups and the full step trace of every build / ask / edit. ## 📸 Screenshots | | | |---|---| |  |  | | **Home** — smart composer, KPI strip, agent board | **All agents** — gallery, tags, chat / builder | |  |  | | **Plugins** — MCP connectors + template gallery | **Install wizard** — first-run setup | ## 🏗️ Architecture at a gl
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Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:4f348801eb2f853c, topic:nlp, topic:natural-language-processing
matched fp:4f348801eb2f853c, topic:autogpt
matched fp:4f348801eb2f853c, topic:chatbot, name:chatbot