flash-context
Read-only context exploration and retrieval for AI agents, available as a Python CLI and Model Context Protocol (MCP) server.
Delegate recursive, repetitive file search and reading to a utility model behind an OpenAI-compatible endpoint. The calling agent receives validated file-line citations and source snippets to use in its main task.
Codebases and repositories are the current focus; the same tools explore documentation, configuration, and other local text files. CLI and MCP share one exploration core with read-only tools, path safety, and resource limits. Scans and regex execution are bounded; partial results report truncation. Optional metadata-only trajectory logs must stay outside the inspected repository.
Inspired by FastContext, a now-withdrawn paper on delegating repository exploration to a dedicated model.
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
- Configuration: endpoint settings, precedence, and limits.
- Architecture and scope: design, status, specs, and references.
- Contributing: development setup, tests, and pull requests.
- Releasing: package checks and tag-driven TestPyPI/PyPI publishing.
License
1 maintainer
Metadata
1 maintainer
Release files for flash-context 0.2.0
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
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| File | Interpreter | ABI | Platform | Actions Reset |
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| flash_context-0.2.0-py3-none-any.whl | Python 3 | none | any | Details for flash_context-0.2.0-py3-none-any.whl |
Total release size: 61.7 kB
Release files / flash_context-0.2.0.tar.gz
| Download URL | flash_context-0.2.0.tar.gz |
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| Size | 28.9 kB |
| Tags | Source |
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| Tags | Python 3 |
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Signed by GitHub Actions, verified by PyPI on Nov 1, 2026.
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