Delphi Code

Offline semantic code search for agents. Delphi Code is a small Python CLI that indexes local source trees with a local embedding model and answers natural-language queries with JSON. It runs one command at a time, with no daemon, server, account, cloud embedding provider, or runtime downloads.

Quick start

uv tool install --python 3.12 --managed-python delphi-code
delphi-code setup
delphi-code index -p /absolute/path/to/project
delphi-code search 'where are user passwords checked?'

setup downloads and verifies the pinned embedding model once. After that, every command runs fully offline. Without -p, search looks through every indexed project.

Requirements

• macOS 14 or later on arm64 (the tested target). Linux has not yet been verified; Windows is not supported by the current file locking implementation.
• CPython 3.12 with SQLite loadable extensions. Some python.org macOS builds disable that feature; --managed-python makes uv use its own Python build, which supports it. doctor reports this explicitly.
• CPU inference; no GPU is needed.

Installation

From PyPI, as in the quick start:

uv tool install --python 3.12 --managed-python delphi-code
delphi-code setup

From a checkout, with uv:

uv tool install --python 3.12 --managed-python /absolute/path/to/delphi-code
delphi-code setup

From a checkout, with the pinned dependency versions and a Python 3.12 build that supports SQLite extensions:

python3.12 -m venv .venv
.venv/bin/python -m pip install -r requirements-lock.txt
.venv/bin/python -m pip install --no-deps --no-build-isolation .
.venv/bin/delphi-code setup

requirements-lock.txt records the tested macOS environment, not a cross-platform lock.

Model setup

setup downloads the pinned all-MiniLM-L6-v2 revision in a separate process. It validates every file against bundled SHA-256 hashes and runs local embedding, SQLite, and native-storage diagnostics before moving the model into place.

• Running setup again verifies and reuses valid assets.
• Concurrent setup for the same destination fails clearly.
• Failed downloads or diagnostics never leave a partial model behind; invalid existing models are preserved with recovery instructions.
• setup --model /absolute/path or DELPHI_CODE_MODEL selects a different destination.

For an offline installation, install dependencies from a wheelhouse prepared for the target platform, then import a complete prepared MiniLM directory, including its license and model card:

delphi-code setup --from /absolute/path/to/all-MiniLM-L6-v2

setup provisions the pinned MiniLM model only. Other models can be used at runtime through --model or DELPHI_CODE_MODEL (see Models below). index, search, status, and doctor never download anything.

Commands

delphi-code doctor -p /path/to/project
delphi-code index -p /path/to/project
delphi-code search -p /path/to/project 'where are user passwords checked?'
delphi-code search -p /path/to/project 'parse configuration' --language python --path 'src/*' --limit 5
delphi-code status -p /path/to/project

• index builds or incrementally updates a project's index.
• search runs a natural-language query. Without -p, it searches every stored index.
• status reports stored index state. It needs no model and does not rescan source files to detect staleness.
• doctor checks the model, SQLite extensions, and native storage, then runs a real local embedding and vector distance calculation.
• setup provisions the model (see above).
• add, sync, list, and remove manage tracked projects (see below).

python -m delphi_code works as an alternative to the delphi-code executable.

Selecting a project

• --project / -p accepts a path, resolved relative to the current working directory. The project root is explicit; it is not inferred from Git.
• After a project has been indexed once, its key or folder name works too, for example delphi-code search -p acme/api 'parse config' or -p myapp. A key matches in full or by a trailing part (bitbucket.org/acme/api, acme/api, or api). A name that matches several indexes produces an error listing their keys. Use ./name or an absolute path to select a directory explicitly.
• Without --project, search searches all stored indexes; other commands use the current directory.

Tracking projects

Instead of indexing projects one by one, keep a list of them and update them all together:

delphi-code add ~/src/api ~/src/web --path 'src/*'
delphi-code sync
delphi-code list
delphi-code remove api

• add records projects and indexes them; --no-sync only records them. Filter options are stored with each project, and adding a project again replaces its options.
• sync indexes every tracked project. One failing project does not stop the rest: the command then exits with sync_failed (code 5) and still reports each project's result under data.
• list shows tracked projects and every stored index, including ones created with plain index. It needs no model.
• remove stops tracking a project and deletes its index; --keep-index keeps the index.

The list lives in repos.toml in the storage directory (DELPHI_CODE_REGISTRY overrides the location). You can edit it by hand; add and remove rewrite it without comments.

[[repo]]
source = "/Users/me/src/api"
key = "bitbucket.org/acme/api"
paths = ["src/*"]

[[repo]]
source = "bitbucket.org/acme/billing"
ref = "release"

Bitbucket Cloud and GitHub repositories

Repositories you have not cloned can be tracked too:

delphi-code add bitbucket.org/acme/billing
delphi-code add git@bitbucket.org:acme/billing.git --ref release
delphi-code add github.com/octo/tools

• sync asks the hosting service for the latest commit of the branch or tag, which is the default branch unless --ref names another. It skips the repository when the index already holds that commit with the same filters and model. Otherwise it makes a shallow clone into a temporary directory, indexes it, and deletes the clone. Unchanged files are not embedded again.
• Search results from these repositories carry a url: a Bitbucket or GitHub link to the indexed commit and line range. The response also includes ref and commit, and project is null.
• Use sync, not index, to update them.
• Only add and sync touch the network. index, search, status, and list stay offline.

Picking repositories. Run add without sources in a terminal to choose from the repositories your accounts can see:

delphi-code add

Choose Bitbucket or GitHub (asked only when both have credentials), then a Bitbucket workspace or GitHub account (skipped when there is only one). Then check repositories in a list you can filter by typing. Repositories you already track start checked, so unchecking one stops tracking it and deletes its index. After you confirm, the new repositories are indexed. Filter options and --ref apply to the repositories you add. The prompts are drawn on stderr, and stdout still receives one JSON object with the added repositories under repos and the untracked ones under removed. Cancelling changes nothing and reports "cancelled": true. Without a terminal, add requires sources.

Credentials. Git never prompts. Credentials from the environment reach git through GIT_ASKPASS, never in URLs or arguments, and take precedence over configured git credentials. Listing repositories for the picker uses the services' REST APIs. The API requests run in a separate process, like the model download in setup, so the main process keeps its network guard.

Bitbucket has replaced app passwords with API tokens. An API token also works in BITBUCKET_APP_PASSWORD. Git over HTTPS takes the username that Bitbucket shows for it, and the REST API takes your Atlassian account email, which you set in BITBUCKET_EMAIL.

DELPHI_CODE_BITBUCKET_GIT_BASE and DELPHI_CODE_GITHUB_GIT_BASE send clones to another base URL, such as a mirror, and DELPHI_CODE_BITBUCKET_API_BASE and DELPHI_CODE_GITHUB_API_BASE do the same for the APIs. Result links still point to bitbucket.org and github.com.

Searching across projects

Cross-project search returns a single globally ranked list, with the key and full project path on each result (null for Bitbucket and GitHub repositories, whose results carry a url instead). The query is embedded once, --limit applies to the combined list, and path/language filters apply within every index. All indexes must be readable, complete, and built with the selected model: a busy, broken, or incompatible index produces an error rather than silently partial results. Use -p to narrow the search when needed.

Output

Each command writes one JSON object to stdout with schema_version, ok, command, and either data or error. Progress and library diagnostics go to stderr; argument help is plain text.

{
  "command": "search",
  "ok": true,
  "schema_version": 1,
  "data": {
    "project": "/Users/me/src/delphi-code",
    "index_directory": "/Users/me/Library/Application Support/delphi-code/indexes/3a3565ee…",
    "query": "where is the model checksum verified?",
    "results": [
      {
        "path": "delphi_code/setup.py",
        "language": "python",
        "start_line": 17,
        "end_line": 31,
        "distance": 1.1042553186416626,
        "score": 0.3903100956258001,
        "text": "def verify_assets(root):\n    manifest = json.loads(…"
      }
    ]
  }
}

Search results contain project-relative paths, language, inclusive 1-based line ranges, the original chunk text, Euclidean distance, and cosine similarity score. Lower distance and higher score mean closer matches; scores are not probabilities. Equal distances use stable path/line/id ordering.

Indexing and filters

What gets indexed

• Nested .gitignore and .delphi-codeignore files apply with Git-style patterns and negation; an ignored parent directory is not traversed. .delphi-codeignore follows .gitignore within each directory.
• Repeated --ignore patterns add another exclusion layer.
• Git's global ignore file and .git/info/exclude are not read.
• Built-in exclusions: .git, .delphi-code, .venv, venv, node_modules, __pycache__, .models, and the selected model directory.
• Symlinks, binary or non-UTF-8 files, blank files, and files over --max-bytes (default 1 MiB) are skipped.
• Unknown languages are indexed as text.

Filters

Repeated --path globs are alternatives over project-relative POSIX paths (* can match /). Repeated --language values are alternatives using CocoIndex language names such as python, rust, and typescript. Path and language filters combine with AND.

• On index, filters define the entire indexed set for that run, and previously indexed files outside it are removed. Running index without filters returns to the full selection.
• On search, filters restrict results before ranking, so a matching result cannot be lost behind unfiltered top-k candidates.

Incremental updates

CocoIndex memoizes each file's content-dependent work and maintains the exported SQLite vec0 rows. Changed contents are detected even when timestamps are unchanged, and deleted or newly excluded files have their rows removed. Every candidate file is read on each index run, but unchanged files skip chunking and embedding. The selected file contents are held in memory during indexing.

Chunking and search

The code splitter targets 900-byte chunks with overlap. Embeddings are normalized SentenceTransformers outputs computed on the CPU, with the same model configuration for indexing and queries. The model's token limit can truncate long chunks.

Search is an exact sqlite-vec distance scan over the filtered rows, not an approximate-nearest-neighbor index. That keeps results exact and suits small codebases.

Models

The default model is MiniLM: a small, general-purpose model that keeps the tool fast and light, not one tuned for code retrieval. Any local SentenceTransformers model can be used through --model /absolute/local/model or DELPHI_CODE_MODEL, provided that it:

• uses only Transformer, Pooling, Normalize, and Dense modules;
• stores its weights as safetensors (pickle weights and custom model code are not supported);
• is trusted and stays unchanged while a command runs.

Models with asymmetric query/document instructions are not specially configured. Each index records a hash of the full model assets, so searching an index with different weights or configuration fails with a clear error instead of returning wrong results.

Storage

Models and indexes live outside the installation, so reinstalling or upgrading leaves them intact:

• macOS: ~/Library/Application Support/delphi-code/
• Linux: $XDG_DATA_HOME/delphi-code/, or ~/.local/share/delphi-code/

The default model is under models/all-MiniLM-L6-v2/ and indexes are under indexes/. DELPHI_CODE_INDEX_ROOT overrides the index location.

Each project has one index in indexes/<id>/, where the id is random. The index holds CocoIndex's incremental state, the SQLite vector table, and a manifest recording the project's key and its last indexed path. Command output includes this index_directory and the key.

A project's key decides which index it uses:

• The root of a Git repository with an origin remote is keyed by that remote, normalized to host/owner/repo. git@bitbucket.org:acme/api.git and https://bitbucket.org/acme/api both become bitbucket.org/acme/api. Moving or re-cloning the repository keeps its index, and unchanged files are not embedded again.

• Any other directory, including a subdirectory of a repository, is keyed by its resolved path: local:/path/to/project.

• Indexes created by earlier versions are given a key when they are first seen, without being rebuilt. If another index already has that remote key, the older index keeps a path key.

• A file lock prevents reads during updates and concurrent writers.

• An interrupted or failed update leaves the index marked ready: false, and search refuses it until indexing succeeds. There is no fallback to a last good snapshot.

• Two checkouts of the same repository share one index, which holds whichever of them was indexed last. Select a subdirectory to keep them apart.

• Moving a project that has no Git remote changes its key, and indexing it again builds a new index.

• To switch model assets or rebuild incompatible state, move that index_directory aside and run index again.

Offline guarantees

Before any third-party import, the CLI disables CocoIndex usage tracking and Hugging Face telemetry, and sets the Hub and Transformers offline flags. Models load only from an existing local directory with local_files_only=True, trust_remote_code=False, and safetensors weights.

A Python audit hook also rejects Internet socket operations and DNS lookups. This is defense in depth, not OS isolation: it does not cover native extensions. For an OS-level boundary on macOS, run commands under a sandbox that denies networking:

/usr/bin/sandbox-exec -p '(version 1)(allow default)(deny network*)' \
  delphi-code index -p /path/to/project

Delphi Code needs read access to source and model files, write access to its user index directory, threads, SQLite extensions, and CocoIndex's LMDB memory maps. It needs no network access, except for setup and for add and sync of Bitbucket or GitHub repositories; local projects never need it. Some stricter sandboxes deny CocoIndex's native storage initialization with EPERM; doctor probes for this and reports sandbox_storage_denied. The application never escalates its own permissions. doctor reports the Python guard only; it does not claim that an external OS sandbox is active.

Development

See CONTRIBUTING.md for running the tests and publishing releases.

License

Apache-2.0. See THIRD_PARTY_NOTICES.md for dependency and model provenance and redistribution notes. The package does not bundle dependencies or model weights; the model's asset hashes are recorded in MODEL_PROVENANCE.json.