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
- 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
Metadata
Release files for flash-context 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| flash_context-0.1.0.tar.gz | 26.2 kB | With provenance | Details for flash_context-0.1.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| flash_context-0.1.0-py3-none-any.whl | Python 3 | none | any | Details for flash_context-0.1.0-py3-none-any.whl |
Total release size: 56.0 kB
Release files / flash_context-0.1.0.tar.gz
| Download URL | flash_context-0.1.0.tar.gz |
|---|---|
| Size | 26.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
56d3fea6d0ea3c2c8d2216ebc962599795ea8644cd5d21d4584a9f81a02c5295
|
|
BLAKE2b-256 checksum How to use checksums |
afaeeb6955490445a15e24d19d4b7f1be3bec7aef5bcbbc6c98923bab4c984f4
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
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Provenance
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Signed by GitHub Actions, verified by PyPI on Nov 1, 2026.
Transparency logRelease files / flash_context-0.1.0-py3-none-any.whl
| Download URL | flash_context-0.1.0-py3-none-any.whl |
|---|---|
| Size | 29.8 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
13c6369ea82ee2e853f3131368b8fab4066fc8cd7e99a9cb8dafc4e4f3d142da
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|
BLAKE2b-256 checksum How to use checksums |
905cbfe9d834a37cb3d0004e3a4fa183bfd3ae5f29d94fb55b380469546ab1fa
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Nov 1, 2026.
Transparency logSecurity for flash-context 0.1.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for flash_context-0.1.0.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Nov 1, 2026.
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