The initial Gemini backend defaulted to 2.5 Flash, but large semantic extraction chunks can benefit from newer models and more output headroom. Move the default to Gemini 3 Flash Preview, add CLI and environment model overrides, and increase the Gemini completion budget while keeping low reasoning effort for cost control.
Constraint: Google exposes Gemini through an OpenAI-compatible chat-completions endpoint
Rejected: Hardcode Gemini 3.1 Pro as the default | higher cost for routine repository indexing
Confidence: medium
Scope-risk: narrow
Directive: Keep --model and GRAPHIFY_GEMINI_MODEL working before changing Gemini defaults again
Tested: uv run --directory vendor/graphify pytest tests/test_llm_backends.py tests/test_chunking.py -q
Not-tested: Live Gemini 3 extraction on the full cloud-edge repo before this commit
Gemini is often the cheaper available quota for low-stakes semantic graph extraction, while OpenAI is a useful fallback. Extend the direct extraction backend registry, CLI validation, docs, and tests so headless extraction can use GEMINI_API_KEY, GOOGLE_API_KEY, or OPENAI_API_KEY without changing the existing Claude and Kimi paths.
Constraint: Gemini supports OpenAI-compatible chat completions at the Google generative-language endpoint
Rejected: Native google-genai integration | higher dependency and response-shape churn for the same chat-completions path
Confidence: medium
Scope-risk: moderate
Directive: Keep backend detection explicit and test every accepted API-key environment variable before adding new providers
Tested: uv run --directory vendor/graphify pytest tests/test_llm_backends.py tests/test_chunking.py -q
Not-tested: Live Gemini/OpenAI API calls; no GEMINI_API_KEY or OPENAI_API_KEY present in this environment
- Add Fortran support (26th language): .f/.F/.f90/.F90/.f95/.F95/.f03/.F03/.f08/.F08
via tree-sitter-fortran; capital-F files preprocessed with cpp -w -P
- Add graphify export {html,obsidian,wiki,svg,graphml,neo4j} CLI subcommands
- Add graphify query/path/explain CLI subcommands
- Reduce skill.md from 63KB to 47KB by replacing Python heredocs with CLI calls
- Extend to_html() with node_limit param for auto-aggregation on large graphs
- Add integration tests for all export/query/path/explain subcommands
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit adds full VB.NET language support to graphify, raising the
supported language count from 25 to 26. The implementation follows the
established LanguageConfig pattern used by all other tree-sitter-backed
extractors.
New dependency:
- Adds optional extra [vbnet] backed by tree-sitter-vbnet (published
to PyPI at https://pypi.org/project/tree-sitter-vbnet/0.1.0/).
Install with: pip install graphifyy[vbnet]
graphify/detect.py:
- Added .vb to CODE_EXTENSIONS so VB.NET files are discovered during
corpus ingestion and file-system watching.
graphify/extract.py:
- _import_vbnet(): import handler for imports_statement nodes; emits
imports edges using the namespace_name child text.
- _vbnet_extra_walk(): extra-walk hook that intercepts namespace_block
nodes, emits a namespace node, and recurses.
- _VBNET_CONFIG: full LanguageConfig covering class_block / module_block /
structure_block / interface_block as class types; method_declaration /
constructor_declaration / property_declaration as function types;
invocation call nodes with target/member_access fields.
- VB.NET-specific branches in _extract_generic:
* Class body: VB.NET has no wrapper body node; inherits and implements
are named fields directly on the class_block. Emits separate inherits
and implements edges for each base type, stripping generic arguments.
* Constructor name: constructor_declaration carries no name field in
the grammar; always resolves to New.
* Function body: uses the declaration node itself as body sentinel so
the call-graph pass can find invocations inside methods.
- extract_vbnet(path): public wrapper that delegates to _extract_generic.
- _DISPATCH['.vb']: routes .vb files to extract_vbnet.
pyproject.toml:
- Added vbnet = ['tree-sitter-vbnet'] optional dependency group.
- Added 'tree-sitter-vbnet' to the all extra.
tests/fixtures/sample.vb:
- New fixture file exercising: Imports statements, Namespace block,
Interface, Class with Inherits + Implements, Module, Structure,
Sub/Function/Property methods, and method calls.
tests/test_languages.py:
- Added 13 tests covering: no-error, class/interface/module/structure
detection, method detection, imports relation, inherits edge,
implements edge, and no-dangling-edges invariant.
README.md:
- Updated language count 25 to 26.
- Added VB.NET to language list and file-extension table.
Adds docs/docker-mcp-sqlite.md, a reproducible recipe for installing the
SQLite MCP server into Docker MCP Toolkit so any connected MCP client
(Claude Code, Cursor, VS Code, etc.) gains six SQLite tools alongside
graphify's knowledge-graph tools.
Notes the catalog has two SQLite images at time of writing: `mcp/sqlite`
(marked Archived but works) and `mcp/sqlite-mcp-server` (broken
entrypoint). Recommends the working one.
Linked from README.md under a new 'Optional integrations' section.
This is unrelated to the upstream graphify pipeline; it lives as an
optional companion runbook for users who want a lightweight persistent
SQL workspace exposed to their MCP-aware AI clients.
Co-Authored-By: Oz <oz-agent@warp.dev>
AST and semantic entries now write to cache/ast/ and cache/semantic/
respectively. Previously both used the flat cache/ dir causing semantic
results to overwrite AST entries for code files on mixed corpora, making
the shrink guard fire on every subsequent update run.
Migration: load_cached falls back to legacy flat cache/ for AST reads
so existing cache entries are not lost on upgrade.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Grep and Glob tools removed in CC v2.1.117; searches now go through Bash.
Hook now reads stdin tool_input and pattern-matches on search commands.
Uninstall/reinstall handles both old and new matcher for clean upgrades.
Closes#578
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Safi