* fix(rag): skip hidden and junk directories when indexing (#5559)
index_personal_documents walked the whole tree with no pruning, so
pointing RAG at a real-world folder silently swept in .obsidian/ plugin
JS, .git/ internals, node_modules/, and __pycache__/ — multiplying
indexing time and polluting retrieval with junk chunks.
Prune hidden directories and well-known junk directories from the walk,
and skip hidden files. The explicitly passed root is exempt, so a user
who deliberately indexes a hidden directory still gets its contents.
* fix(rag): prune hidden/junk dirs in the keyword index too, via a shared helper
The #5559 fix pruned only VectorRAG.index_personal_documents (the vector index).
The parallel keyword index built by PersonalDocsManager.refresh_index ->
load_personal_index walked the same tree unpruned, so .obsidian/, .git/,
node_modules/ etc. still swept into keyword retrieval and the file listing —
the 'end-to-end' guarantee was only half true.
Single-source the pruning policy in src/index_walk (prune_index_dirs +
is_indexable_file) and use it from both walkers so they cannot drift again.
The junk-dir match is now case-insensitive, so a Node_Modules on a
case-insensitive filesystem is pruned too.
Tests: keyword-path regressions covering hidden/junk dirs, hidden files, junk
at depth (not just top level), case-insensitive junk, and the explicit-hidden-
root exemption. The existing vector tests still pass against the shared helper.
* fix(email): use XOAUTH2 in test-connection for Google OAuth accounts
The test-connection endpoint was password-only and had no awareness of
OAuth accounts. For Google-connected accounts this caused two failures:
- IMAP: "Need IMAP host, username, and password" because imap_pass is
empty (no password is stored for OAuth accounts)
- SMTP: 535 BadCredentials because smtp.login() was called with an
empty password instead of an XOAUTH2 token
Fix: include oauth_provider and token fields in saved_body when hydrating
from the DB, then use conn.authenticate("XOAUTH2") / smtp.auth("XOAUTH2")
for Google accounts in both the IMAP and SMTP test paths, mirroring what
_send_smtp_message already does for real sends.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* test(email): add OAuth2 tests for test-connection endpoint
Covers the XOAUTH2 changes made to routes/email_routes.py:
- Google OAuth accounts must not be rejected with 'Need IMAP host,
username, and password' (no stored password for OAuth accounts)
- IMAP and SMTP test paths must use conn.authenticate('XOAUTH2')
for Google accounts
- Password accounts must still use conn.login() / smtp.login()
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* fix(email): bind OAuth account tests to Google transport
---------
Co-authored-by: TNTBA <trynottobreakanything@gmail.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
* fix(config): forward Google OAuth env vars into Docker container and document setup
GOOGLE_OAUTH_CLIENT_ID, GOOGLE_OAUTH_CLIENT_SECRET, and GOOGLE_OAUTH_REDIRECT_URI
were read by the app but never forwarded through docker-compose.yml's explicit
environment allowlist, causing the "not set" error even when the vars existed in .env.
Also adds a documented section to .env.example with step-by-step GCP setup instructions
so users know where to get the credentials.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* fix(config): cover OAuth in standalone compose files
* test(config): parse OAuth compose service env
* test(config): keep checkout skip wording neutral
---------
Co-authored-by: TNTBA <trynottobreakanything@gmail.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Slice 2i of the route-domain reorganization (#4082/#4071). Moves
compare_routes.py into routes/compare/, leaving a backward-compat
sys.modules shim at the old path. Pure file reorganization, no behavior
change.
The shim uses sys.modules replacement so the `import ... as cr` +
`monkeypatch.setattr(cr, "SessionLocal", ...)` / `"_owned_endpoint_by_url"`
/ `"_owned_endpoint_by_id"` pattern in test_endpoint_owner_scope_followup.py
reaches the canonical module.
Canonical module imports only from core/, src/, and routes.session_routes
(zero dependency on the legacy shim). One source-introspection test site
repointed: test_endpoint_owner_scope_followup.py (shared with other domains;
only the compare entry repointed here).
Adds tests/test_compare_routes_shim.py to pin the sys.modules shim
contract. Verified: compileall clean; targeted tests pass.
Slice 2h of the route-domain reorganization (#4082/#4071). Moves
admin_wipe_routes.py into routes/admin_wipe/, leaving a backward-compat
sys.modules shim at the old path. Pure file reorganization, no behavior
change.
The shim uses sys.modules replacement so the `import ... as
admin_wipe_routes` + `monkeypatch.setattr(admin_wipe_routes, "SessionLocal",
...)` / `"require_admin"` pattern in test_admin_wipe_gallery.py reaches
the canonical module.
Canonical module imports only from core/, src/, and stdlib (zero internal
routes/ coupling). Zero source-introspection landmines.
Adds tests/test_admin_wipe_routes_shim.py to pin the sys.modules shim
contract. Verified: compileall clean; targeted tests pass.
Slice 2g of the route-domain reorganization (#4082/#4071). Moves
cleanup_routes.py into routes/cleanup/, leaving a backward-compat
sys.modules shim at the old path. Pure file reorganization, no behavior
change.
The shim uses sys.modules replacement so string-targeted
monkeypatch.setattr("routes.cleanup_routes.*", ...) in
test_cleanup_owner_scope.py reaches the canonical module.
Canonical module imports only from src/ and stdlib (zero internal
routes/ coupling). Zero source-introspection landmines.
Adds tests/test_cleanup_routes_shim.py to pin the sys.modules shim
contract. Verified: compileall clean; targeted tests pass.
Slice 2f of the route-domain reorganization (#4082/#4071, per
specs/architecture-runtime-inventory.md §6.3). Moves note_routes.py into
routes/note/, leaving a backward-compat sys.modules shim at the old path.
Pure file reorganization, no behavior change.
The shim uses sys.modules replacement (same pattern as the merged gallery
#4903, research #4975, memory #5007, history #5090, and contacts #5227
slices) so that `import routes.note_routes`, `from routes.note_routes import
X`, `importlib.import_module(...)`, and the `import ... as note_routes` +
`monkeypatch.setattr(note_routes, "SessionLocal", ...)` pattern used by
test_note_reminder_fire_scope.py / test_notes_fail_closed_auth.py all
operate on the same module object the application uses.
The canonical module does NOT depend on the shim — routes/note/note_routes.py
imports only from core/, src/, and stdlib. The outbound email cross-domain
imports (routes.email_routes._get_email_config, routes.email_helpers.
_send_smtp_message) are function-local lazy imports that keep resolving
through the email module's own path (email is not yet migrated).
One source-introspection test site repointed to the new canonical path:
- test_model_helper_owner_scope.py (shared with history; history entry
already repointed in #5090, note entry repointed here)
Adds tests/test_note_routes_shim.py to pin the sys.modules shim contract
(legacy and canonical paths resolve to the same module object; monkeypatch
via legacy alias reaches the canonical module).
Verified: compileall clean; full suite 4487 passed, 3 skipped.
* security(url-safety): reject RFC 6598 shared address space in strict mode
Strict mode (block_private=True) is a full SSRF lockdown, but it only
rejected is_private and is_loopback targets. CPython does not classify RFC
6598 shared/CGNAT space (100.64.0.0/10) as is_private (it is "shared", not
"private"), so a public redirect into 100.64.0.1 passed the per-hop guard
and still issued the request to a potentially internal CGNAT service.
not is_global would also exclude it, but only on CPython 3.11.10+/3.12.4+/
3.13+; the CI matrix runs 3.11/3.12, so reject the range explicitly to stay
correct across patch levels and the 3.14 runtime image. Default local-first
mode is unchanged. Adds strict-mode coverage for shared, non-global, and
public targets.
* docs(url-safety): correct CGNAT is_global rationale in strict-mode comment
The prior comment claimed `not is_global` catches 100.64.0.0/10 only on
CPython 3.11.10+/3.12.4+/3.13+. That is inaccurate for CGNAT: is_global
is False for 100.64.0.1 on every supported version (verified 3.10-3.14).
The version-fragility applies to other ranges gh-113171 touched, not CGNAT.
The explicit range reject is still the right choice; restate the reason as
is_private not covering shared space, and not coupling strict mode to
is_global's broader, cross-version definition. No behavior change.
* feat(models): define capability schema and readers
* fix(models): harden Google catalog probing
Restrict native catalog probing to the Gemini host, keep provider keys out of request URLs, filter non-chat model resources, and preserve the manual refresh default in the built-in Google add flow.
Add Arch-specific package installation and NVIDIA runtime configuration
to the Docker setup guide. Cover passthrough verification, the NVIDIA
Compose overlay, and the distinction between GPU passthrough and
CUDA-backed model serving
Refs #831
* Harden skill importer against SSRF: block private targets + revalidate redirects per hop
The skill importer validated only the initial URL with the lenient SSRF guard
(block_private=False) and then fetched with follow_redirects=True, so a 3xx to
an internal/metadata address (169.254.169.254, 127.0.0.1, RFC-1918) was still
connected to — inconsistent with the hardened services/search/content.py
:_get_public_url path.
Add a _get_checked() helper that follows redirects manually and re-runs the
SSRF guard with block_private=True on every hop, and route all three fetch
sites (skills.sh unwrap, _fetch_bytes, _list_github_dir) through it. GitHub's
own redirects and the final-host _assert_github_url checks are preserved.
Adds hermetic regression tests (IP-literal hosts, faked HTTP layer) and updates
the existing mock signature for the new block_private kwarg.
Defense-in-depth: the endpoint is admin-gated (require_admin) and admins are
trusted per THREAT_MODEL.md, so this is not a cross-boundary vulnerability.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
* test: enforce follow_redirects=False invariant in mock client
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
---------
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
* fix(db): restrict data/app.db to 0600
app.db holds bearer-token hashes, bcrypt password hashes, and encrypted
provider keys but was created under the default umask (0644 -> world-readable),
unlike .app_key/vault/integrations which are already 0600 via safe_chmod.
init_db() now chmods the SQLite file to 0600 right after create_all (POSIX
only; no-op on Windows, skipped for Postgres / in-memory). Unconditional and
idempotent, so it also re-locks already-deployed 0644 installs on next
startup. The transient rollback journal inherits 0600 from the parent file at
creation - no sidecar handling needed; -wal/-shm don't exist until WAL is
enabled (#4409 C4) and inherit the same mode then.
Satisfies Rule B, unblocking #4413 and the vault/integration secret moves.
Mirrors src/secret_storage.py:43-45.
Verified: security + DB-permission suites pass; 6 pre-existing visual_report
failures (missing markdown/nh3 deps) are unrelated.
Closes#4407
* fix(db): harden SQLite path parsing and re-lock sidecars
Address review feedback on #4420.
P2: derive the file to chmod from engine.url (SQLAlchemy's parsed URL)
via _sqlite_db_path(), instead of DATABASE_URL.replace("sqlite:///", "").
A driver-qualified URL (sqlite+pysqlite://) or one carrying query args
(?cache=shared) previously slipped past the prefix check / string slice
and left the DB world-readable; the parsed path resolves correctly and
drops the query.
P3: re-lock stale -wal/-shm/-journal sidecars to 0o600 at startup. The
main file is chmod'd first, so any sidecar SQLite creates afterward
inherits 0o600, but a -wal/-shm left world-readable by an older 0o644
install (once WAL was enabled) could still expose DB pages. Absent
sidecars are the normal case, not an error.
Tests: unit-test _sqlite_db_path across driver/query/memory/postgres URL
forms, and a subprocess test asserting stale 0o644 -wal/-shm are
re-locked on startup.
* fix(db): handle sqlite file URI app db permissions
* fix(db): close remaining SQLite permission bypasses
---------
Co-authored-by: Ethan <23321960+0xLeathery@users.noreply.github.com>
Co-authored-by: Alexandre Teixeira <alexandremagteixeira@gmail.com>
* docs: update static/js/MODULE_SUMMARY.md to reflect current ES6 frontend
Rewrite the stale module summary to match the current no-build,
ES6-module frontend architecture. Adds coverage of app.js orchestration,
the chat/SSE pipeline (chat.js, chatStream.js, chatRenderer.js,
streamingRenderer.js), new subsystems (research/, compare/, document
streaming, cookbook*, skills.js), and removes the obsolete <script> load
order assumptions.
* cleanup: remove dead MEMORY_DOC / memory_doc paths (closes#4411)
Removes the unused MEMORY_DOC constant and the matching DataConfig
memory_doc field / set_data_paths entry. No runtime code imports or
references these paths, so this is a no-behavior-change dead-code
cleanup under the storage-architecture tracker #4377.
conn.search() / conn.fetch() operate on volatile positional sequence
numbers that shift whenever messages are deleted or expunged. Three call
sites in the sig-learner (_pull_headers, _fetch_bodies) and morning-brief
email section were storing these as "uid" and reusing them in subsequent
fetches — causing wrong-message returns or NO responses if another client
modified the mailbox concurrently.
Replaced with conn.uid("SEARCH", ...) / conn.uid("FETCH", ...), which use
persistent RFC 3501 UIDs. _scan_one (urgency action) already did this
correctly; these were the remaining callers.
The reproduction window is narrow (requires concurrent deletion between
search and fetch), so the fix is verified by regression tests rather than
manual end-to-end: _SpyImap raises AssertionError if conn.search() or
conn.fetch() are called instead of conn.uid().
* fix(chat): Expand user chat bubble edit textbox width
- Update user chat bubble width from `fit-content` to `85%` to ensure consistency with the AI chat bubble edit textbox width.
* style(chat): Refine user message bubble width logic
- Change general bubble width to `fit-content`
- Set width to 85% specifically for user messages containing a `textarea`
stream_agent_loop's per-tool drain loop had no cleanup path for early
generator close. Starlette throws GeneratorExit into the generator at
whatever await point it's suspended on when the SSE client disconnects
(aclose()) - here that's 'await _progress_q.get()' inside the drain
loop, before the final 'await _tool_task' line ever runs. The task,
which wraps execute_tool_block, was left running unawaited and
uncancelled.
For bash/python tools this orphans the underlying subprocess:
subprocess_tools.py already has correct CancelledError handling that
kills the child process, but only runs if the task is actually
cancelled. A client disconnecting mid long-running command left that
subprocess running server-side for its full duration with nothing
left to reap it.
Wrap the drain loop in try/finally: on early exit, cancel _tool_task
(if not already done) and await it so the existing subprocess-kill
path runs.
Adds a regression test that drives the real stream_agent_loop with a
fake tool handler, closes the generator mid tool-call (mirroring what
Starlette does on disconnect), and asserts the handler observed
cancellation immediately - not merely via asyncio.run()'s own
end-of-run task cleanup, which would mask the bug.
Fixes#5105
* fix(calendar): trust operator CA bundle in CalDAV test_connection
The pre-flight test used httpx with trust_env=False, which ignored
SSL_CERT_FILE/REQUESTS_CA_BUNDLE. Self-signed CalDAV servers that
the real sync accepts (via caldav lib → requests → honors bundle)
were rejected by the test with CERTIFICATE_VERIFY_FAILED.
Build an explicit SSL context that loads the operator's CA bundle
and clears VERIFY_X509_STRICT (which rejects certs without a
keyUsage extension — common in self-signed setups). SSRF guards
(follow_redirects=False, trust_env=False) are preserved.
Fixes#4795Fixes#4779
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* fix(calendar): add regression tests and edge case handling for SSL context
Per review: add route-level regression tests covering SSL_CERT_FILE
precedence, VERIFY_X509_STRICT clearing, missing bundle graceful
fallback, and empty env var handling. Also log a warning when the
configured CA bundle path doesn't exist instead of silently falling
back to system CAs.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* test(calendar): rewrite SSL tests to exercise route handler directly
Addresses review feedback: tests now use FastAPI TestClient to hit the
actual test_connection route, capturing the verify= kwarg passed to
httpx.AsyncClient. This ensures the route's SSL context construction
is covered, not a test-side duplicate.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* ci: retrigger CI (redirect hardening test is a CI-env flake, passes locally)
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix(tests): remove module-level sys.modules stubs that leaked into other tests
The collection-time MagicMock stub of `caldav` replaced the real library
for every later test in the same process — test_caldav_redirect_hardening's
DAVClient became a mock that never sent the PROPFIND, failing its
must-reach-the-public-server assertion in CI. conftest already pre-imports
the real sqlalchemy/core.database, and the route's lazy imports are patched
per-request, so the stub block was both harmful and unnecessary.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
* test(calendar): verify exact CA bundle precedence
---------
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Alexandre Teixeira <alexandremagteixeira@gmail.com>
_sync_blocking (src/caldav_sync.py) and _writeback_blocking
(src/caldav_writeback.py) each open their own caldav.DAVClient via
_build_dav_client, but never close it. The client owns an HTTP session
with a pooled connection; without a close() that connection is held until
process exit.
Previously the fix added explicit client.close() calls before each early
return and at the end of the DB finally block. This still leaked the
client when SessionLocal() raised before the DB try/finally was entered.
Now _sync_blocking wraps the entire post-construction path in an outer
try/finally that calls client.close() unconditionally, covering:
- AuthorizationError / NotFoundError early return
- URL-fallback failure early return
- no-calendars early return
- normal return after sync
- SessionLocal() construction failure (new regression coverage)
_writeback_blocking already used a try/finally (unchanged).
- src/caldav_sync.py: replace scattered client.close() calls with a
single outer try/finally block around the discovery + DB sync path
- tests/test_caldav_client_cleanup.py: add CalendarDeletedEvent to the
database stub; add regression test for SessionLocal() failure path
Closes#4593
_load() returned whatever json.loads() produced without checking it was a
dict; _update() did the same before assigning data[key] = value. If the
oauth_tokens column ever held a JSON array or primitive (DB corruption,
manual edit, migration drift), _load()'s callers crashed with
AttributeError on .get(), and _update() crashed with TypeError trying to
item-assign into a list/string/int.
Validate the parsed value is a dict in both methods, falling back to {}
otherwise - same recovery behavior already used elsewhere in the codebase
for this exact JSON-blob-is-not-a-dict shape (_parse_tool_args,
_is_sensitive_path's siblings).
Adds 3 regression tests for _load, get_tokens, and _update against a
non-dict oauth_tokens value.
Fixes#5082
_scheduled_poll_once selected rows WHERE status='pending' and only wrote
status='sent'/'failed' after the SMTP send and IMAP append completed -
no atomic claim in between. Two overlapping callers (the in-process 30s
poller and an externally cron/systemd-driven 'odysseus-mail
poll-scheduled', or the CLI run manually) can both SELECT the same
pending row before either UPDATEs it, and both send it. _start_poller's
own docstring already names this exact risk ('avoid two copies of
_scheduled_poll_once racing on the same SQLite') but nothing in the code
enforced it - it was advisory only.
Add an atomic per-row claim: UPDATE ... SET status='sending' WHERE
id=? AND status='pending', proceeding only when rowcount == 1. The
loser of the race sees rowcount == 0 and skips the row instead of
sending a duplicate.
Adds a regression test that drives two real threads through the real
_scheduled_poll_once against a shared SQLite file, synchronized with a
barrier and a widened send-path window, and asserts exactly one send
fires. Reverting the fix makes the test fail reliably (5/5 runs); with
the fix it passes reliably (5/5 runs).
Fixes#5109
_store_email_flag and _move_email_message (used by the archive / delete / move /
mark-read endpoints) had an else branch that, when _uid_exists returned False,
ran conn.store(uid, ...) / conn.copy(uid, ...) followed by a folder-wide
conn.expunge(). But imaplib's plain store()/copy() take a message SEQUENCE
NUMBER, not a UID, so the op landed on whichever message occupied sequence
position == the UID value, and the expunge then permanently removed it. A stale
cached UID (or a server whose UID probe misbehaves) therefore deleted an
unrelated email instead of reporting 'not found'.
There is no valid case where treating a UID as a sequence number is correct, so
drop the fallback: when the UID isn't present, return False — callers already
surface 'Email not found'. Only the UID command path remains.
Sibling of #1874 (which fixes the auto-spam poller's _imap_move in
email_helpers.py); this covers the user-facing endpoints in email_routes.py.
Part of #2124.
The edit/delete/pause/run actions of do_manage_tasks gated ownership with
`if owner and task.owner and task.owner != owner`. The middle term made the
check a no-op whenever task.owner was null/empty — the state a scheduled task
sits in when it was created in no-login mode (or via the localhost middleware
bypass) before the periodic legacy-owner sweep reassigns it to the admin user.
Any authenticated user's agent could then edit, delete, pause, or run another
tenant's owner-less task; edit+run lets an attacker rewrite the task prompt and
execute it in the scheduler's agent context.
The sibling `list` action already scopes with an exact `owner == owner` filter,
so the mutators were strictly more permissive than the reader. Drop the middle
term so the guard fails closed on owner-less rows for authenticated callers,
matching `list` and the calendar/notes/gallery/session null-owner gates. Auth
disabled (owner falsy) and same-owner access are unchanged.
* fix(reminders): sanitize ntfy Title header to ASCII
The ntfy notification Title header was set directly from the note title.
HTTP headers must be ASCII, so a title containing emoji or other
non-ASCII characters caused httpx to raise UnicodeEncodeError, which
was swallowed by the surrounding try/except — so the reminder silently
failed and no notification was ever sent.
Sanitize the title with encode('ascii', 'replace') before placing it
into the header, replacing unsupported characters with '?'. This is
standard practice for HTTP header values. The note body is unaffected
(it is sent as request content, not a header) and continues to support
full UTF-8.
* fix(reminders): also truncate ntfy title to 200 chars for header safety
* style: compact ntfy header comment
---------
Co-authored-by: Am-GJ <Am-GJ@users.noreply.github.com>
Co-authored-by: RaresKeY <158580472+RaresKeY@users.noreply.github.com>
The self-host troubleshooting cookbook has been implemented in
docs/setup.md under "Common self-host traps" (PR #4834).
Fixes#4900
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
request_flags derives (agent, vision) and does last.get("role") after only
a truthy check. A client can send a bare-string message element
("messages": ["hi"]), and the vision loop right below already guards each
element with isinstance — so the .get() on a non-dict last element is an
oversight that raises AttributeError on every Copilot-proxied request with
such a body.
Use isinstance(last, dict) to match the loop's own guard.
Fixes#5273
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
build_user_content derived the data-URL subtype from the file extension
only (image_format = ext[1:]). An extensionless upload (e.g. a pasted
screenshot) has ext == "", producing "data:image/;base64,..." with an
empty subtype (invalid per RFC 2046) that vision/audio endpoints reject,
silently dropping the attachment. Fall back to the resolved MIME subtype
when the extension is missing; present extensions are unchanged.
chat_stream() references `_explicit_web_intent` in three places
(disabled-tools gating, global-disabled web allowance, and the
per-turn tool filter) but the assignment was dropped during a
branch merge. Every chat request raised
NameError: name '_explicit_web_intent' is not defined
at routes/chat_routes.py, surfacing to the client as a bare
"Internal Server Error" before any LLM call was made — chat was
fully broken on dev and main.
Restore the original definition, computed from the already-derived
tool intent, immediately before its first use:
_explicit_web_intent = bool(_tool_intent and _tool_intent.category == "web")
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
@@ -55,7 +55,7 @@ A full hover-to-play tour lives on the landing page: [`docs/index.html`](docs/in
## Contributing
Help is welcome. The best entry points are fresh-install testing, provider setup bugs, mobile/editor polish, docs, and small focused refactors. See [CONTRIBUTING.md](CONTRIBUTING.md) and [ROADMAP.md](ROADMAP.md).
Help is welcome. The best entry points are fresh-install testing, provider setup bugs, mobile/editor polish, documentation, and small focused refactors. See [CONTRIBUTING.md](CONTRIBUTING.md), the [public roadmap](ROADMAP.md), and the open [GitHub issues](https://github.com/odysseus-dev/odysseus/issues).
Odysseus is on a voyage, but not home yet. It works great for me (lol), but this ship is moving fast and feedback/help would be appreciated! (I don't know what I'm doing, help).
This document provides a high-level view of the areas Odysseus is currently improving.
If you see weird CSS, strange layout behavior, or a suspiciously murky corner of
the codebase, you are probably right to stay away.
It is directional rather than exhaustive. Priorities may change as the project evolves, defects are discovered, and maintainers learn more from implementation work and user feedback.
## High Priority
For current implementation work, see the open [GitHub issues](https://github.com/odysseus-dev/odysseus/issues). Accepted behaviour should be documented in the repository alongside the code.
- SQUASH BUGS
- Fresh install smoke tests on Linux, macOS, and Windows. Docker, native Python,
and WSL all need coverage.
## Current priorities
- Integration audit: do integrations even work? Confirm what works, what needs setup docs, and what should be removed or hidden.
- Cookbook reliability on other computers. This is probably the area most likely to need work across different machines, GPUs, drivers, shells, and Python environments.
- Cookbook SGLang support across platforms. Make sure SGLang setup/serve works
predictably on Linux, Windows/WSL, macOS where possible, Docker, and common
NVIDIA/AMD hardware paths.
- Deep Research model presets by hardware. Recommend approved model/parameter
profiles for small, medium, and large local setups so people with different
hardware can use Deep Research without guessing. Surface this either in Deep
Research settings or as a Cookbook scan/dropdown suggestion.
- Cookbook model scan/download ranking. Prioritize newer architectures and
better hardware-fit models instead of scoring everything almost the same.
Ranking should account for architecture age, quant format, VRAM/RAM fit,
backend support, vision/mmproj requirements, and likely serve reliability.
- Cookbook error feedback and logging. Failed downloads, dependency installs,
preflights, and serve jobs should show the actual command/output/error in the
UI, with copyable logs and clear next steps instead of just "crashed".
- Agent prompt/context bloat. Agent mode is too heavy for smaller local models:
tool schemas, skills, memory, documents, and instructions can eat the context
before the user request really starts. We need slimmer prompts, better tool
selection, smaller default tool sets, and clearer guidance for models with
4k/8k/16k context windows.
- Local model speculative decoding support. For Odysseus-tuned local models,
plan to ship or recommend a small same-tokenizer draft model when the serving
backend supports it. Early vLLM testing showed a generic `Qwen3-0.6B` draft
beside `Qwen3-8B` can materially reduce wall time, while an unsupported
DSpark conversion performed poorly. Treat this as a supported draft-model lane
first; keep MTP-specific packaging as future work only when the architecture
and runtime support are real. Judge this by time-to-success, tool correctness,
grammar, and unchanged target output, not tokens/sec alone.
fetched pages, and memories should be treated as untrusted data. Keep testing
whether models follow malicious instructions from those surfaces.
- Better degraded-state reporting for ChromaDB, SearXNG, email, ntfy, and provider probes.
- Email performance audit. Fetching, searching, opening, deleting, and sending
email can feel slow, especially over IMAP/SMTP providers with high latency.
Need someone who knows mail performance to profile the current flow, identify
whether the bottleneck is IMAP folder select/fetch, cache invalidation,
attachment/body loading, SMTP handshakes, or frontend refresh behavior, then
propose safer caching/prefetch/batching without breaking multi-account state.
- Provider setup/probing audit for Anthropic, Gemini, Groq, xAI, OpenRouter, OpenAI, and DeepSeek.
### Reliability and setup
## Refactor Targets
-CSS cleanup. `static/style.css` basically Calypso's island atm.
-Tour core helper. The onboarding tours have too much copy-pasted scaffolding; promote a shared `tour-core.js` helper before adding more tours.
-Modal/window positioning cleanup. Some window controls have improved, but the
underlying popup/dropdown/fixed-position behavior is still too fragile.
- Mobile media override discoverability. A lot of "CSS did not move" bugs are mobile `@media` overrides of the same selector; comments or linting around desktop/mobile paired rules would help.
- Dead code pass for old routes, stale feature flags, and unused UI states.
- Improve fresh-install and smoke-test coverage across supported environments.
-Make provider setup, probing, and failure states more predictable.
-Improve Cookbook reliability across hardware, operating systems, drivers, shells, and serving backends.
-Improve degraded-state reporting and recovery guidance when optional services are unavailable.
## Frontend
### Local model workflows
-Expand the Editor for quicker, more robust everyday use. Better file/document
@@ -68,14 +68,14 @@ External content that reaches the LLM is treated as untrusted via `src/prompt_se
-`X-Content-Type-Options: nosniff` and `Referrer-Policy: no-referrer` everywhere.
- **CSP:** nonce-based `script-src 'self' 'nonce-{nonce}' https://cdn.jsdelivr.net`. `style-src 'unsafe-inline'` is intentionally kept — `static/index.html` ships inline `<style>` blocks and JS modules set `style=""` attributes at runtime. Inline styles do not execute script so the risk is visual-only. Removing this requires templating the HTML files and auditing all JS-set style attributes.
## Token-Supplied Model Endpoints
Direct `/api/v1/chat` requests with a token-supplied `base_url` must use a public HTTP(S) endpoint. This restriction applies only to untrusted direct values; administrator-configured endpoints may intentionally use local or LAN URLs for private model providers.
## Known Gaps
These are open, acknowledged, and contributor help is welcome:
1.**No shell/filesystem sandbox.** The agent `bash` and `read_file`/`write_file` tools run as the app process user with no network egress filtering or filesystem confinement. A successful prompt-injection reaching a shell-enabled admin session can make outbound requests to internal services. See #1058 for the sandbox proposal.
2.**SSRF via `/api/v1/chat` `base_url` parameter.** A chat-scoped API token can supply an arbitrary `base_url`; the server forwards the LLM request to that host without validating the scheme or address. PR #1039 fixes this.
3.**`src/search/` partial consolidation.** `src.search.core` and `src.search.providers` correctly alias `services.search` via `sys.modules` replacement. `analytics`, `cache`, `content`, `query`, and `ranking` are still independent copies that can drift. The SSRF regression tests in `tests/test_webhook_ssrf_resilience.py` test `src.webhook_manager` directly (separate from search), so the safety net there is intact. See #1058.
4.**Token scopes are coarse.** There is no way to grant a session a subset of the owning user's privileges. Companion/mobile tokens carry either `chat` or `admin` scope with no per-capability granularity.
2.**Token scopes are coarse.** There is no way to grant a session a subset of the owning user's privileges. Companion/mobile tokens carry either `chat` or `admin` scope with no per-capability granularity.
Compact, code-grounded discovery maps of cross-cutting systems in the checked-in Odysseus codebase. They preserve investigation context and open factual questions; they are not canonical subsystem specifications, a feature certification, or a substitute for normal testing.
> [!IMPORTANT]
> Checked-in code is the source of truth for current behaviour. Mature subsystem specifications, where they exist, are the canonical documentation of accepted subsystem behaviour. Check code, tests, and configuration before reconciling a discovery finding. Discovery remains non-canonical.
## Explore the maps
| Document | Purpose |
|---|---|
| [Current system map](system-map.md) | Records evidence locations, confirmed local observations, and factual open questions about subsystem boundaries. |
| [Safety boundaries](safety-boundaries.md) | Records evidence about broad authority, safeguards, confirmed risks or gaps, and unverified behaviour. |
## Working rules
- **Trace the code first.** Confirm the current path in source before recording a claim.
- **Promote selectively.** When an owning mature specification exists, add a fact only when it is verified, useful, and not already represented there.
- **Record missing ownership.** When no owning specification exists, retain the verified finding in discovery and record missing documentation ownership as a follow-up.
- **Retain uncertainty here.** Keep unresolved questions and useful investigation context in discovery rather than treating them as canonical truth.
- **Keep specifications current-state only.** Do not record intentions, design direction, refactor plans, decision history, priority, ownership, or sequencing here.
- **Investigate with cause.** Do not exhaustively revalidate existing functionality without a report, visible failure, relevant change, or high-authority review need.
- **Review authority carefully.** Give execution, data access, external tools, credentials, destructive operations, and unattended work focused review.
- **Use stable locations.** Cite modules, routes, classes, and functions instead of fragile line ranges or generated evidence tables.
## Reconciliation flow
1. Start with the relevant map and trace the cited code.
2. Classify the finding against current source evidence and an owning mature specification where one exists.
3. Promote only verified, useful facts that are missing from an existing owning specification.
4. When no owning specification exists, retain the verified finding here and record missing documentation ownership as a follow-up; otherwise retain unresolved context here and correct stale wording.
> [!NOTE]
> This package intentionally contains no generator, validator, maturity scale, feature database, or parallel work tracker. The [architecture runtime inventory](../specs/architecture-runtime-inventory.md) remains useful structural context, but is an explicitly draft snapshot.
> This non-canonical discovery map records code-grounded safeguards, confirmed risks or gaps, and unverified behaviour. Broad authority does not by itself establish a vulnerability. Verify the cited source before relying on a finding. No destructive test, external connection, or real credential was used for this map.
## Navigate the boundaries
- [Shell and subprocess execution](#shell-and-subprocess-execution)
- [Filesystem access and workspace confinement](#filesystem-access-and-workspace-confinement)
- [MCP and external tool servers](#mcp-and-external-tool-servers)
- [Outbound network requests and URL validation](#outbound-network-requests-and-url-validation)
- [Secrets, credentials, and vault sessions](#secrets-credentials-and-vault-sessions)
- [Authentication and privileged administration](#authentication-and-privileged-administration)
- [Deletion, wipe, backup, and restore](#deletion-wipe-backup-and-restore)
- [Background jobs and unattended task execution](#background-jobs-and-unattended-task-execution)
## Shell and subprocess execution
- **Boundary:** Shell routes, agent `bash` and `python` tools, local model serving, and detached background jobs.
- **Available authority:** Commands run as the application process user and can create child processes.
- **User-controlled inputs:** Direct shell requests, model-produced tool arguments, scheduled-task prompts, and model-serving configuration.
- **Current safeguards:** Agent dispatch applies owner/admin checks and tool policy; process helpers use timeouts or bounded background-job lifecycle where implemented.
- **Confirmed risks or gaps:** Intentional authority with a confirmed gap: the agent shell starts in its workspace but is not sandboxed to it, and has no egress sandbox. This is documented in source and the threat model; it is not a newly demonstrated bypass.
- **Unverified behaviour:** Role-gate and disabled-tool outcomes, direct shell-route behaviour, and timeout, cancellation, and output handling for foreground and detached processes remain unverified.
- **Available authority:** Read and modify files within active workspace confinement or fallback allowlisted roots.
- **User-controlled inputs:** Tool paths, patches, file contents, search patterns, and workspace selection passed into the tool dispatcher.
- **Current safeguards:** [`src/tool_execution.py`](../src/tool_execution.py) resolves paths, blocks sensitive subpaths, applies allowlist containment, and tightens paths to the active workspace when one is bound. File tools use those resolvers.
- **Confirmed risks or gaps:** Intentional authority with safeguards. The file-tool policy does not sandbox the shell; treating a workspace as a whole-process containment boundary would be incorrect.
- **Boundary:** Model output becomes native or parsed tool calls and is dispatched by the agent loop.
- **Available authority:** The authority of every enabled tool, including privileged built-ins and external tools.
- **User-controlled inputs:** Chat content, attached/retrieved content that may influence the model, tool arguments, per-request tool selection, and policy toggles.
- **Current safeguards:** [`src/tool_security.py`](../src/tool_security.py) blocks protected tools for non-admin users and fails closed for malformed tool names; [`src/tool_policy.py`](../src/tool_policy.py) supports disabled and guide-only policy; prompt-security helpers label untrusted context.
- **Confirmed risks or gaps:** Credible risk requiring verification: aliases, legacy text tools, native function calls, and MCP-qualified names must all reach the same policy outcome. The code has specific alias handling for email/MCP names, which makes this a sensitive compatibility seam.
- **Unverified behaviour:** The current policy outcomes for owner role, request mode, disabled state, native versus parsed invocation, qualified aliases, and external-content entry points remain unverified.
## MCP and external tool servers
- **Boundary:** Configured MCP servers and their tools are exposed to the agent through the MCP manager and routes.
- **Available authority:** Depends on the server: external network access, local process access, messaging, or data mutation may be delegated outside the application.
- **User-controlled inputs:** Server configuration, remote OAuth completion, tool arguments, and model-selected MCP calls.
- **Current safeguards:** MCP routes are registered through [`routes/mcp_routes.py`](../routes/mcp_routes.py); MCP-qualified tools are denied to non-admin users by [`src/tool_security.py`](../src/tool_security.py). OAuth state and token persistence are handled in [`src/mcp_oauth.py`](../src/mcp_oauth.py).
- **Confirmed risks or gaps:** Credible risk requiring verification: an MCP server authority is broader than the application can infer from its tool name. This map does not establish a trust or approval model for server installation and individual tool invocation.
- **Unverified behaviour:** Server onboarding, credential storage, server-origin trust, OAuth callback deployment, tool disablement, and invocation audit behaviour remain unverified.
## Outbound network requests and URL validation
- **Boundary:** Search/content fetch, research, webhooks, skill import, provider endpoints, and other HTTP clients.
- **Available authority:** The application can make outbound requests from its network position.
- **User-controlled inputs:** Search/fetch URLs, imported skill URLs, webhook configuration, and some endpoint settings.
- **Current safeguards:** [`src/url_security.py`](../src/url_security.py) validates untrusted public HTTP URLs and fails closed on unsuitable schemes or private addresses. [`services/search/content.py`](../services/search/content.py) resolves and rejects non-public hosts, pins resolved addresses for fetches, caps bodies, and limits redirects.
- **Confirmed risks or gaps:** Intentional split: administrator-created model endpoints may target private providers, while untrusted URLs use public-address checks. That distinction is required for self-hosted deployments but needs explicit call-site review.
- **Unverified behaviour:** The URL-source classification for outbound clients and the current handling of redirects and DNS changes remain unverified.
## Secrets, credentials, and vault sessions
- **Boundary:** Application-managed encrypted secrets, API keys, provider credentials, and Bitwarden/Vaultwarden CLI sessions.
- **Available authority:** Credentials unlock remote providers and connected personal services.
- **Current safeguards:** [`src/secret_storage.py`](../src/secret_storage.py) uses a locally stored Fernet key with restrictive permissions for supported database secrets. Vault routes require an administrator, avoid passing master passwords in command arguments, and set restrictive permissions on the vault-session file.
- **Confirmed risks or gaps:** Confirmed current boundary: vault session data is persisted through the vault path, not through [`src/secret_storage.py`](../src/secret_storage.py). This is an unresolved question about current security semantics, not a confirmed exposure.
- **Unverified behaviour:** Current encryption-at-rest, owner scope, rotation, lock/logout, backup/restore, and log/tool-result exposure behaviour remains unverified.
## Authentication and privileged administration
- **Boundary:** Session authentication, API tokens, privileged routes, and internal tool loopback.
- **Available authority:** Administrative identity can access execution, settings, integrations, data deletion, and secrets.
- **User-controlled inputs:** Login/signup data, session cookies, API tokens, authentication configuration, and requests to privileged routes.
- **Current safeguards:** [`core/auth.py`](../core/auth.py), [`core/middleware.py`](../core/middleware.py), and route-level checks establish identity and administrator gates. [`app.py`](../app.py) warns when localhost bypass is configured; [`SECURITY.md`](../SECURITY.md) documents deployment requirements.
- **Confirmed risks or gaps:** Intentional authority with safeguards. Security depends on deployments keeping authentication enabled and internal services private; this map does not audit reverse-proxy or environment configuration.
- **Unverified behaviour:** Setup, anonymous, non-admin, admin, token, and internal-loopback behaviour, including privileged-route gate consistency, remains unverified.
## Deletion, wipe, backup, and restore
- **Boundary:** Administrative wipe, cleanup, backup import/export, and the backup restore command.
- **Available authority:** Delete or replace user data and credentials.
- **Current safeguards:** Administrative wipe routes use the administrative boundary. Cleanup exposes a preview route before mutation. The documented backup tool requires explicit restore confirmation, stages the old data directory, and validates archive members before extraction.
- **Confirmed risks or gaps:** Intentional destructive authority. Backup archives contain secrets by design, as documented in [`docs/backup-restore.md`](../docs/backup-restore.md); this is an operator confidentiality responsibility, not a code defect established here.
- **Unverified behaviour:** Role-gate, confirmation, archive-rejection, staged-recovery, and owner-isolation behaviour remains unverified. No destructive runtime test was performed.
## Background jobs and unattended task execution
- **Boundary:** Scheduled tasks, background-job monitor, startup tasks, and notification/delivery work that continue without an active browser request.
- **Available authority:** Scheduled agent work can obtain model access and, for eligible owners, shell and file tools; task output can interact with connected services.
- **Current safeguards:** [`src/task_scheduler.py`](../src/task_scheduler.py) serializes execution, records task runs, associates work with an owner, and applies the agent owner-based tool gate. [`src/bg_jobs.py`](../src/bg_jobs.py) keeps bounded state and can terminate overlong subprocess jobs.
- **Confirmed risks or gaps:** Credible risk requiring verification: authority is inherited and exercised later, so changes to roles, task configuration, and disabled tools must be checked at execution time rather than assumed from task creation.
- **Unverified behaviour:** Creation, editing, role-change, scheduling, cancellation, restart-recovery, and execution behaviour remains unverified, including whether current policy is re-evaluated before privileged action.
> This non-canonical discovery map is an evidence guide, not an exhaustive feature catalog or runtime certification. Verify the cited source before relying on a finding. Each section records local implementation observations, evidence locations, confirmed current problems, and unresolved factual questions.
## Navigate the system
- [Startup and application composition](#startup-and-application-composition)
- [Frontend shell and browser interaction](#frontend-shell-and-browser-interaction)
- [Chat, sessions, and streaming](#chat-sessions-and-streaming)
- [Agents, tools, and execution](#agents-tools-and-execution)
- [Models, providers, and local serving](#models-providers-and-local-serving)
- [Search and research](#search-and-research)
- [Documents, retrieval, and personal knowledge](#documents-retrieval-and-personal-knowledge)
- [Memory and skills](#memory-and-skills)
- [Email, calendar, contacts, notes, and tasks](#email-calendar-contacts-notes-and-tasks)
- [Media, speech, and image work](#media-speech-and-image-work)
- [Authentication, secrets, and privileged administration](#authentication-secrets-and-privileged-administration)
- [Persistence, background work, and operations](#persistence-background-work-and-operations)
## Startup and application composition
- **How it works:** [`app.py`](../app.py) creates the application, mounts static assets, constructs shared services, registers route factories, and owns lifespan startup and shutdown. [`src/app_initializer.py`](../src/app_initializer.py) prepares application state; [`core/`](../core/) provides persistence, authentication, middleware, sessions, and platform helpers.
- **Known problems:** None recorded by this mapping.
- **Open question:** Which component currently owns startup and shutdown for each long-lived service?
## Frontend shell and browser interaction
- **How it works:** [`static/index.html`](../static/index.html) is served by the root and SPA deep-link routes in [`app.py`](../app.py); [`static/app.js`](../static/app.js), [`static/style.css`](../static/style.css), and [`static/js/`](../static/js/) implement the client surface.
- **Known problems:** The `/backgrounds` route in [`app.py`](../app.py) calls `serve_html_with_nonce` for `static/backgrounds.html`, but that file is absent from [`static/`](../static/). This is a confirmed broken prototype route, not evidence about the rest of the frontend.
- **Open question:** Is `/backgrounds` currently an intentionally supported route or an obsolete prototype?
## Chat, sessions, and streaming
- **How it works:** [`routes/chat_routes.py`](../routes/chat_routes.py) and [`routes/chat_helpers.py`](../routes/chat_helpers.py) coordinate requests, session state, and SSE delivery. [`src/chat_handler.py`](../src/chat_handler.py), [`src/chat_processor.py`](../src/chat_processor.py), [`src/llm_core.py`](../src/llm_core.py), and [`src/session_actions.py`](../src/session_actions.py) provide message preparation, provider interaction, and session operations.
- **Known problems:** [`src/agent_loop.py`](../src/agent_loop.py) annotates `_resolved_tool_event_name` with `Any` but imports no `Any` and does not enable postponed annotation evaluation. Python evaluates that annotation while importing the module, so this is an import-time defect at the checked baseline.
- **Open question:** No end-to-end provider or browser streaming run was performed for this map.
## Agents, tools, and execution
- **How it works:** [`src/agent_loop.py`](../src/agent_loop.py) drives multi-round tool use. [`src/tool_execution.py`](../src/tool_execution.py) dispatches calls and binds workspace context. [`src/agent_tools/`](../src/agent_tools/) contains individual implementations; [`src/tool_security.py`](../src/tool_security.py) and [`src/tool_policy.py`](../src/tool_policy.py) apply role and request policies. Long-running command work is represented by [`src/bg_jobs.py`](../src/bg_jobs.py).
- **Known problems:** The import-time annotation defect above blocks the main agent/tool path. The shell is intentionally not a filesystem or network sandbox; that is an authority boundary, not by itself a vulnerability claim.
- **Open question:** Which native, legacy, and MCP-qualified invocation paths reach each policy gate?
## Models, providers, and local serving
- **How it works:** Model routes delegate to discovery, capabilities, endpoint resolution, and LLM core modules. Cookbook routes and hardware-fit services handle model lifecycle and local-serving support.
- **Known problems:** None recorded by this mapping.
- **Open question:** Which endpoint inputs are administrator-created and permitted to use private provider addresses?
## Search and research
- **How it works:** HTTP search routes use [`services/search/`](../services/search/); research is exposed through [`routes/research/`](../routes/research/) and implemented in [`services/research/`](../services/research/), [`src/deep_research.py`](../src/deep_research.py), and related helpers. [`src/search/`](../src/search/) remains an import-compatibility layer for callers not yet moved to `services.search`.
- **Known problems:** None recorded by this mapping.
- **Open question:** No live provider request was made; provider configuration and network access remain unverified.
## Documents, retrieval, and personal knowledge
- **How it works:** Document routes coordinate upload handling, document processing, and editor actions. Personal-document and RAG modules use Chroma and embedding clients. PDF viewing uses the optional-dependency loader in [`src/pdf_runtime.py`](../src/pdf_runtime.py); form extraction and filling live separately in [`src/pdf_forms.py`](../src/pdf_forms.py) and [`src/pdf_form_doc.py`](../src/pdf_form_doc.py).
- **Known problems:** PDF viewing/runtime loading and PDF form processing are separate implementations. That separation is confirmed and intentional in the source; it is not a defect without a reported behavioural failure.
- **Open question:** Optional PDF dependencies and representative uploaded documents were not exercised.
## Memory and skills
- **How it works:** Memory routes use [`services/memory/`](../services/memory/) and vector helpers. Skills are exposed through [`routes/skills_routes.py`](../routes/skills_routes.py), stored and managed in [`services/memory/skills.py`](../services/memory/skills.py), and may be imported through [`services/memory/skill_importer.py`](../services/memory/skill_importer.py).
- **Known problems:** None recorded by this mapping.
- **Open question:** Which imported skill content can reach execution-capable paths, and which validation occurs before that point?
## Email, calendar, contacts, notes, and tasks
- **How it works:** Dedicated route modules own email, CalDAV calendar, CardDAV contacts, notes, and tasks. Supporting modules include email helpers and pollers, CalDAV sync and writeback, and the task scheduler.
- **Known problems:** None recorded by this mapping.
- **Open question:** External account behaviour, writeback, and delivery require controlled credentials and are not runtime-validated here.
## Media, speech, and image work
- **How it works:** Gallery and image routes coordinate media features. Service modules own speech and media integrations; [`src/generated_images.py`](../src/generated_images.py) and [`src/visual_report.py`](../src/visual_report.py) support artifact handling and presentation.
- **Known problems:** None recorded by this mapping.
- **Open question:** Hardware- and provider-dependent media workflows were not exercised.
## Authentication, secrets, and privileged administration
- **How it works:** [`core/auth.py`](../core/auth.py) and [`core/middleware.py`](../core/middleware.py) provide identity and request gates. [`src/secret_storage.py`](../src/secret_storage.py) encrypts application-managed database secrets with a local Fernet key. Vault handling is separate: [`routes/vault_routes.py`](../routes/vault_routes.py) and [`src/tools/vault.py`](../src/tools/vault.py) invoke the Bitwarden CLI and persist its session data in the application data area.
- **Known problems:** Vault-command handling and local application secret storage are distinct paths with different storage mechanisms. This is a source-confirmed boundary, not evidence that either path is compromised.
- **Open question:** What are the current confidentiality, ownership, rotation, and backup semantics for vault session data?
## Persistence, background work, and operations
- **How it works:** SQLite models and persistence are centred in [`core/database.py`](../core/database.py); managers use application data paths. The scheduler and background-job monitor can continue work outside a live browser request. Operational routes cover cleanup, backup, and administrative wipe; the repository also provides a backup script and user documentation.
Covers ``build_chat_url`` and ``build_models_url`` for the provider families
exercised by this module: Anthropic, Gemini, Groq, xAI, OpenRouter, OpenAI,
DeepSeek, and Ollama (local and cloud).
"""
importpytest
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