Project knowledge orchestrator and MCP server for research repositories
Project description
projio
Project knowledge orchestrator and MCP server for research repositories.
Turns a research repository into a queryable knowledge environment for humans and AI agents. Provides structured, machine-accessible knowledge layers by integrating code, papers, notes, pipelines, figures, and documentation through a unified MCP server interface.
Install
pip install projio # core orchestrator + MCP server
pip install "projio[all]" # all ecosystem packages
For development:
git clone https://github.com/arashshahidi1997/projio.git
cd projio
make dev
Quick start
# Scaffold .projio/ workspace
projio init .
# Scaffold a study or tool project
projio init . --kind study
projio init . --kind tool
# Show project status
projio status -C .
# Start MCP server (stdio)
projio mcp -C .
# Site operations
projio site build
projio site serve
Ecosystem
Projio orchestrates six specialized packages:
| Package | Domain | Description |
|---|---|---|
| projio | orchestration | Workspace scaffold, site workflows, MCP entrypoint |
| indexio | retrieval | Corpus indexing, chunking, embedding, semantic search |
| biblio | literature | Bibliography management, citekey resolution, paper context |
| notio | notes | Structured notes, idea capture, manuscript assembly & rendering |
| codio | code | Library registry, code reuse discovery, implementation strategy |
| pipeio | pipelines | Pipeline authoring, contracts, notebook lifecycle, Snakemake flows |
| figio | figures | Declarative figure specs, panel rendering, SVG/PDF composition |
Install individual extras: pip install "projio[biblio]", pip install "projio[pipeio]", etc.
MCP tools
The MCP server exposes 70+ tools across all subsystems:
| Category | Tools | Examples |
|---|---|---|
| Retrieval | 6 | rag_query, rag_query_multi, corpus_list, indexio_build |
| Bibliography | 26 | biblio_ingest, citekey_resolve, paper_context, biblio_compile |
| Notes | 10 | note_create, note_list, note_search, notio_reindex |
| Manuscripts | 16 | manuscript_build, manuscript_assemble, manuscript_cite_check |
| Code | 11 | codio_list, codio_discover, codio_add, codio_registry |
| Pipelines | 51 | pipeio_flow_new, pipeio_run, pipeio_nb_exec, pipeio_dag_export |
| Figures | 5 | figio_build, figio_inspect, figio_validate |
| Project | 10 | project_context, ecosystem_status, site_build, datalad_save |
See the MCP tools reference for the full list.
Configuration
Project-local defaults live in .projio/config.yml.
Optional user defaults in ~/.config/projio/config.yml are merged first, with project config taking precedence.
# Scaffold user config
projio config init-user
# Show merged config
projio config -C . show
Claude Code / MCP config
{
"mcpServers": {
"projio": {
"command": "/path/to/python",
"args": ["-m", "projio.mcp.server"],
"env": { "PROJIO_ROOT": "/path/to/your/project" }
}
}
}
Documentation
Full docs at arashshahidi1997.github.io/projio.
License
MIT
Project details
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