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io.github.TheAiSingularity/agentic-research

github By github 👁 1 views ▲ 0 votes

Local research agent that verifies its own answers. Runs on Gemma 3 4B + Ollama, $0/query.

Homepage Verified source GitHub

Install

uvx agentic-research-engine

Configuration Example

{
  "remotes": [],
  "packages": [
    {
      "registryType": "pypi",
      "identifier": "agentic-research-engine",
      "version": "0.1.3",
      "runtimeHint": "agentic-research-mcp",
      "transport": {
        "type": "stdio"
      },
      "environmentVariables": [
        {
          "description": "Any OpenAI-compatible endpoint. Default: OpenAI cloud. Use http://localhost:11434/v1 for Ollama.",
          "name": "OPENAI_BASE_URL"
        },
        {
          "description": "API key for the endpoint above. Use 'ollama' as a sentinel value when running locally against Ollama.",
          "isSecret": true,
          "name": "OPENAI_API_KEY"
        },
        {
          "description": "Model identifier used for the synthesize node. Defaults to 'gpt-5-mini'; set to 'gemma3:4b' for Mac-local Ollama.",
          "name": "MODEL_SYNTHESIZER"
        },
        {
          "description": "Model for the plan / classify / critic / compress / verify nodes. Defaults to 'gpt-5-nano'.",
          "name": "MODEL_PLANNER"
        },
        {
          "description": "Embedding model identifier (for retrieval + memory). Default 'text-embedding-3-small'; use 'nomic-embed-text' on Ollama.",
          "name": "EMBED_MODEL"
        },
        {
          "description": "Base URL of the SearXNG meta-search instance. Default http://localhost:8888.",
          "name": "SEARXNG_URL"
        },
        {
          "description": "Path to an index directory built via scripts/index_corpus.py. When set, local corpus hits augment web search.",
          "name": "LOCAL_CORPUS_PATH"
        },
        {
          "description": "Set to '1' to enable the BAAI/bge-reranker-v2-m3 cross-encoder rerank stage. First run downloads ~560MB.",
          "name": "ENABLE_RERANK"
        },
        {
          "description": "Set to '0' to skip the trafilatura full-page fetch stage. Default '1'.",
          "name": "ENABLE_FETCH"
        }
      ]
    }
  ]
}
mcp model-context-protocol pypi

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