Koskamo

Agentic Research Engine MCP

An open-source, local-first research agent that verifies its own answers using a pipeline of classification, planning, search, retrieval, synthesis, and verification. It supports multiple interfaces including an MCP server for integration with Claude Desktop, Cursor, and Continue, allowing agents to perform deep research with citations while keeping data private.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

Agentic Research Engine MCP logo, by TheAiSingularityCommunity listingLocal stdioSource reviewed; not executedPublished by TheAiSingularity
Vendor documentation

Checks and signals

Each line is separate evidence, not a trust score.

  • Popularity 2 GitHub stars

What you can do with it

  • Perform local research with citations using Gemma 3 4B
  • Integrate research capabilities into Claude Desktop via MCP
  • Verify answers using Chain-of-Verification and FLARE active retrieval
  • Search across multiple domains like papers, medical, and financial

Source and maintenance

Community listingRegistry 0.1.3MIT
Last repository push
Latest release
v0.1.3
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

agentic-research-engine 0.1.3

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

Tools

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Maintenance history

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  • · repository · passed · metadata changed · updated
  • · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

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