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flash-context

Read-only context exploration and retrieval for AI agents, available as a Python CLI and Model Context Protocol (MCP) server.

Ask natural-language questions across source code, documentation, configuration, and other local text files, and get validated file-line citations and snippets. The current focus is codebases and repositories. Both interfaces share one exploration core, backed by an OpenAI-compatible FastContext-style endpoint. Local tools enforce read-only access, path safety, and resource limits.

Quickstart

Requires Python 3.13+, uv, and an OpenAI-compatible model endpoint with tool calling support.

uv tool install flash-context
export FLASH_CONTEXT_BASE_URL=http://localhost:1234/v1
export FLASH_CONTEXT_MODEL=your-model

flash-context explore --repo . --query "Find the request validation logic"

Replace the endpoint and model with your settings. Set FLASH_CONTEXT_API_KEY if authentication is required. Installed commands use environment variables; source checkouts also support project-root config.yaml and .env.

Default output is repository-relative citations:

src/api/validation.py:42-88

Use --format json for structured results with source snippets, or --max-turns 6 to set the exploration limit. Exact path and unique symbol lookups can resolve locally without an endpoint. See the CLI contract for options, output schemas, and exit codes.

MCP

uvx --from 'flash-context[mcp]' flash-context mcp --transport stdio

Exposes explore_repository(query, repo_root?, max_turns?, citation?). See MCP integration for editor configuration and source launches.

Documentation

License

Apache License 2.0.

Metadata

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