Ross ROSS = Recommend OSS · open-source software intelligence for agents

vamplabAI/sgr-agent-core

Schema-Guided Reasoning (SGR) has agentic system design created by neuraldeep community observed · 2026-08-28

github.com/vamplabAI/sgr-agent-core · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

79/100

  • Activity 92
  • Release rhythm 93
  • Longevity 26
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: 15
  • age_days: 372
  • days_rel: 49
  • days_push: 48
  • n_releases_24m: 12

Full methodology

Adoption not part of the score

1117 stars · 178 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

SGR Agent Core is an open-source Python framework for building research agents using Schema-Guided Reasoning, with an extensible BaseAgent interface and multiple ready-made agent implementations. It exposes an OpenAI-compatible REST API with real-time SSE streaming and works with any OpenAI-compatible LLM, including local models.

Use cases

  • build a deep research agent that searches the web and compiles reports
  • serve an OpenAI-compatible agent API for my app
  • run a private research agent with local LLMs
  • implement custom agents with structured reasoning schemas
  • stream agent reasoning and answers in real time via SSE
  • compare tool-calling vs schema-guided agent architectures

When to choose

  • you want structured, schema-guided reasoning for LLM agents
  • you need a drop-in OpenAI-compatible agent API server
  • you want ready-made deep research agents with web search tools
  • you need to work with local or any OpenAI-compatible LLM

When to avoid

  • you need a general-purpose agent framework with a huge plugin ecosystem
  • your use case is simple chat without structured reasoning
  • you require non-OpenAI-compatible LLM APIs only

Facets

framework · maturity active

agent-framework llm-inference rag http-server api-framework search-engine prompt-engineering large-language-models artificial-intelligence developer-tools python self-hosted cli schema-guided-reasoning structured-output deep-research openai-compatible function-calling streaming deepsearch ai-agents search docker web-server

2 sources

Member repositories

RepositoryRoleHealth v2
vamplabAI/sgr-agent-coremain79

For agents

markdown · JSON · MCP: product_card(name="vamplabAI/sgr-agent-core")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem