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Python Extension System (Runtime and Distribution)
Third-party Python packages can expose an install(registry, config) function and be
loaded, in deterministic order, from the startup-only top-level plugins: list in
config.yaml. Keep this list out of extensions_config.json: the latter is writable
through Gateway APIs, while importing Python entry points is an operator-controlled code
execution boundary. A plugin marked required: true fails Gateway construction when it
cannot load; optional plugins fail open with attributed diagnostics.
Packaged extensions use one PEP 621 entry point in the
deerflow.extensions group, for example
example = "deerflow_extension_example:install". The operator CLI is dispatched from
the existing deerflow console script to extensions/cli.py and exposes only these
surfaces: install SOURCE [--yes], list, enable NAME, disable NAME, and
remove NAME. NAME resolves against the entry-point name, distribution name, or
module:install value. The root make extension-* targets are convenience wrappers;
because they execute from backend/, documentation should use absolute local source
paths with SOURCE= unless backend-relative behavior is intentional.
ExtensionManager owns the package/config transaction. Install runs a controlled
uv add --project <backend> --group extensions --no-workspace --no-sync -- <source>, updates the dedicated
[dependency-groups].extensions list and uv.lock, discovers exactly one packaging entry
point, and inserts or adopts one
managed plugins: record with name, package, use, enabled, required, and
private config. New records are written required: false, matching the loader default:
required: true turns any later load failure — a broken wheel, a missing native library, a
deleted snapshot — into a Gateway startup abort recoverable only through shell access, so
it is an explicit install --required opt-in rather than the managed default. Adoption of
an existing hand-written record preserves whatever required the operator already chose.
Enable/disable changes only the host-level enabled flag and preserves
private configuration. Remove runs uv remove --group extensions, removes the plugin
record, and deletes its managed source snapshot. Install validates the selected config
file before running any uv command, because uv add/uv sync execute the package's build
backend: a config this manager could never write to must fail before that code runs, not
afterwards through rollback.
Failed install/remove operations restore pyproject.toml and uv.lock and resynchronize
the restored environment; that second restore runs even when the recovery sync itself fails
(a recovery sync without --locked writes a lock while resolving), and a failing recovery
sync reports the original failure alongside it. The restore is deliberately not blanket:
when recovery detects a concurrent external edit to the dependency files or the config it
preserves that edit and raises instead, and remove leaves the plugin deactivated in that
case rather than reviving a record whose package declaration may already be gone. A
cancellation skips the recovery sync entirely — the declarations are already restored and
the next locked startup sync reconciles the environment, whereas blocking an interrupt on a
full dependency resolve invites a second interrupt that escapes the handler mid-transaction.
Package mutation is deferred from environment mutation: after uv add/remove
updates the declaration and lock, one uv sync --locked --all-packages preserves the same
config-/environment-detected optional extras as normal startup. All three uv calls pin the
backend project explicitly and discard UV environment overrides that could redirect the
project, working directory, sync mode, lock policy, or target environment — including
UV_PYTHON, which would swap the interpreter that then loads the extension entry point,
and UV_INSECURE_HOST, which would remove the TLS validation the HTTPS-only source rule
depends on; index, proxy, cache, and credential-provider settings remain available.
The --no-workspace boundary requires uv 0.8.0 or newer. The stock Docker paths pin uv
0.11.1, and the manager fails before mutation when the host uv is older.
All install/remove/enable/disable mutations for a checkout hold the cross-process
.deer-flow/extension-manager.lock; remove deactivates config before changing the package
declaration, and rollback preserves a concurrent external config edit instead of replacing
it. The MVP has no in-place upgrade: operators retain private config, remove the old
package, install the new source pin, and restore that config.
Local-directory installs are snapshots, not editable links. The manager validates the
source, derives the destination from the normalized distribution name, and copies it to
backend/extensions/sources/<distribution>/. It ignores Git metadata, virtual
environments, Python caches, and bytecode; rejects symbolic links, path-escaping
distribution names, and likely credential files; and the root .dockerignore explicitly
re-includes the entire managed tree so package READMEs, native modules, and assets reach
the backend builder. These checks prevent common packaging accidents, not malicious
code. Both Python build hooks and imported extension code execute with Gateway
privileges, so the CLI requires confirmation (or explicit --yes) and accepts only
trusted operator sources; source URLs containing embedded credentials are rejected.
Remote direct references are limited to HTTPS, and remote Git sources must use public
Git-over-HTTPS (with loopback HTTP accepted for local tooling). SSH Git URLs are rejected
because the stock Docker builder does not forward host SSH credentials; relative paths and
local wheels must use the managed directory snapshot path instead. Git's SCP-like shorthand
(git@host:org/repo.git) carries no URL scheme, so it is detected before the scheme rules
and reported with the same public-HTTPS correction rather than the local-path message.
Local wheel and file:// sources are rejected because they cannot be reproduced inside the
Docker build context; local code must enter through the directory-snapshot path. Stock
production builds support public package indexes and public HTTPS Git sources reachable by
the builder; authenticated source configuration must not be embedded in the recorded URL.
Source validation alone cannot catch environment-driven resolution (for example a
UV_FIND_LINKS wheelhouse turning a plain package requirement into a local wheel
reference), so after every uv add/remove the manager audits the new lock before syncing
or enabling anything. Any local reference that the stock backend image build cannot
reproduce — absolute paths, file: URLs, or relative paths outside the project root, its
exact workspace members, and the managed extensions/sources/ snapshots — fails the whole
transaction and rolls back the dependency files, config, snapshot, and environment. A
loopback URL recorded in the lock is warned about rather than rolled back: 127.0.0.1
inside the image builder is a different machine, so the reference is just as
non-reproducible, but unlike an environment-driven wheelhouse resolution it is a source the
operator typed deliberately. A private-network index is left alone entirely — a builder on
that network can reach it. A
config with duplicate top-level plugins: keys is rejected outright rather than managed
against one block while the Gateway reads another.
The managed plugins: block is rewritten in place, and both of its boundaries come from
the YAML parser rather than a key-shaped pattern. AppConfig allows extra top-level keys,
so a neighbouring section may be named anything YAML accepts (my.key, 2fa, $schema, a
non-ASCII word); a pattern that fails to recognize the next key does not fail loudly, it
reports "no next section" and the rewrite replaces that neighbour and its whole subtree.
Trailing comments below a file-final block are preserved for the same reason — the manager
appends plugins: at end of file, so that is the steady-state shape.
Dependency synchronization has one lock authority: the manager's uv add/remove calls
are the only extension workflow allowed to update backend/uv.lock, and each mutation is
followed by the local-source audit described above. The extensions
group is included in [tool.uv].default-groups alongside dev. Root/backend install
targets use uv sync --locked; direct backend make dev/make gateway use
uv run --locked; the local full-stack launcher and Docker-dev entrypoint perform one
locked sync and then launch with uv run --no-sync; the production Docker builder syncs
the same copied backend project and lock, and both image runtime commands use
--no-sync. Thus production may download locked remote artifacts while building an
image, but production container startup never resolves or installs an extension from the
network. Local and Docker-dev pre-start syncs may fetch missing locked artifacts.
docker/dev-entrypoint.sh retries a failed sync once after recreating .venv, but keeps
--locked on the retry: that repairs a broken virtualenv, not a stale lock. A second
failure aborts with recovery instructions instead of starting uvicorn against an
environment that does not match the lock, because startup must never silently resolve
dependencies.
That discipline assumes the uv writing the lock and the uv reading it stay compatible, so
uv is pinned rather than floating: backend/Dockerfile's UV_IMAGE is the single source of
truth, both compose defaults repeat it, and every astral-sh/setup-uv step pins the same
version so CI exercises the manager against the binary production actually runs. Otherwise a
newer uv can bump uv.lock's revision (or make uv lock --check disagree with a lock
generated elsewhere) while CI stays green, and the pinned uv in the production image then
fails on the committed lock. backend/tests/test_ci_uv_version_pin.py keeps the four
locations in step, which makes a uv upgrade one deliberate, reviewable change.
Rebuild the Gateway image after changing the managed set. Every install, enable, disable,
remove, or config mutation also requires a Gateway restart because plugin loading is
startup-only.
The root management wrappers bootstrap the checkout environment without the extension group
via uv run --frozen --no-group extensions, so a broken or disappeared extension source cannot
trigger project validation before the operator can list, disable, or remove it, while a
fresh checkout can still install the non-extension environment from the existing lock. After CLI
entry, the manager owns the controlled locked sync.
The public package is packages/extension-api/ and must never import deerflow or carry
framework dependencies. Extensions declare any FastAPI, LangChain, or LangGraph imports
themselves. Its registry contract exposes five contribution kinds: middleware
contributors, task-lifecycle contributors, system-model-call observers, Gateway-lifetime
services, and eager routers. Middleware contributions declare lead/subagent scope, stable
order, and a semantic placement (MODEL_LOGICAL, MODEL_PHYSICAL, TOOL_VISIBLE,
TOOL_RAW, or STANDARD) rather than a fragile list index. extensions/stack.py is the
single final composition point; do not inject inside
the shared base builder because the lead builder appends more middleware afterward.
extensions/ordering.py owns host ordering invariants and validates the final composed
stack. Nothing under extensions/ may import agents.middlewares at module scope: the
middleware layer calls into this one, so a module-scope reference points the dependency
backwards and closes a cycle as soon as any middleware imports something under
extensions/ at module level. Both tables that need middleware classes therefore resolve
on first use — ordering.py::core_ordering_constraints() and stack.py::_anchors() —
which is assert_ordering / composition time, already inside the middleware builder.
Defer by deferring the call; do not fake a resolved value with a lazy container
subclass, which reports one answer when iterated and another when measured.
Contributed middlewares are wrapped by IsolatedMiddleware: extension failures emit
diagnostics and fail open without repeating a downstream model/tool side effect. The
wrapper mirrors lifecycle hooks, tools, transformers, and state schema implemented by
the inner middleware. LangChain treats each sync/async model or tool wrapper pair as one
capability, so a single-sided wrapper receives a pass-through counterpart; implement
both sides when the extension must observe both synchronous and asynchronous execution
paths.
Lead runs and subagents allocate an ExtensionData task store only when middleware,
task-lifecycle, or system-model observation is registered; services and routers are
app-scoped and do not allocate one. Middleware and system-call sites recover the
live store through EXTENSION_TASK_STORE_KEY / task_store_from_runtime(); lifecycle
contributors receive that same store directly. Each task resolves the immutable
loaded-extension snapshot once and binds that same object through task-store allocation,
hooks, and synchronous agent construction, so a concurrent singleton replacement cannot
mix two extension generations without changing the LangGraph graph-factory ABI. The
graph-build binding is a ContextVar scoped to synchronous construction, so it has already
exited by the time the lead agent delegates; the run worker therefore also publishes the
snapshot on runtime context under the host-internal EXTENSION_SNAPSHOT_CONTEXT_KEY,
task_tool reads it back through resolve_run_extensions() (type-checked — runtime
context is caller-mergeable), and SubagentExecutor binds it at construction. That key is
written after the caller merge and popped when the run has none, so a caller-supplied value
is never authoritative. Absent the key — embedded DeerFlowClient, standalone LangGraph
Server — the executor keeps its get_loaded_extensions() fallback.
The lead worker awaits on_task_start after the run has started and awaits on_task_stop
after completion persistence/hooks but before clearing any active finalizing barrier or
publishing the stream end. A subagent with a parent run_id wraps its execution with the
same start/stop pair. Outcomes are conservative (completed, aborted, or failed),
contributors run in registration order within one bounded budget, and notification failures
are logged and fail open.
Fail-open is decided by the origin of a failure, not by its base class, because
CancelledError reaches a contributor's except for two unrelated reasons. Only a genuine
cancellation of the host task increments asyncio.Task.cancelling(), so _notify_each
propagates on that and contains everything else: a contributor that lets a CancelledError
escape — an extension implementing an internal timeout with cancellation, say — must not
skip its successors, and must not reach the worker's deferred-interrupt path, which would
end an otherwise successful run as cancelled. KeyboardInterrupt / SystemExit still
propagate.
System-model-call observers cover DeerFlow-owned model invocations that do not pass
through middleware model-call wrappers: goal evaluation, memory extraction, title
generation, and summarization. They receive a request/result snapshot, duration, and the
active task store when one exists; detached system work receives an isolated store. All
three terminal paths are reported without changing the exception the host observes:
success and failure are awaited inline, while cancellation — routine, since
interrupt/rollback admission and shutdown both cancel the run task, with the provider
tokens already spent — is submitted to the notify loop instead of awaited, because a
repeated cancel would interrupt that await before any observer ran. A deployment with no
registered notify loop drops the cancellation observation, exactly as the synchronous
memory bridge does. SystemModelRequest.messages normalizes to a tuple at construction: goal and
memory pass a message list while title and summarization pass one prompt string, and a
bare str is already a Sequence, so without normalization an observer iterating it
would walk characters. Normalizing also copies a live list, which is what makes the frozen
snapshot immutable in fact rather than only by declaration. Gateway registers one canonical extension-notification loop. Awaited lifecycle
hooks and async system observations are dispatched to that loop even when the caller is a
subagent's isolated loop, while synchronous system callbacks submit fire-and-forget work
there. Shutdown stops accepting detached observations before the memory shutdown flush and
resets the loop only after in-flight run/subagent drain ordering is complete.
Gateway services start in registration order after the persistence engine and session
factory are ready. Each receives the same ExtensionRuntimeDeps snapshot containing the
app store, projected host policy, and session factory. Start failures are attributed and
fail open. The runtime captures app.state.extensions once, registers cleanup before the
start batch, and stops the attempted service prefix in reverse order after run/subagent
drain but before store, checkpointer, and engine teardown. Each stop has an independent
bounded timeout; failures do not starve later cleanup. A service-originated
CancelledError fails open, while a new cancellation of the host task still propagates
through the exit stack. Runtime diagnostics must be appended through
record_runtime_diagnostics() so app.state.extension_diagnostics remains the canonical
live list.
Routers are constructed eagerly during install() and mounted only after all host routes,
so host handlers always win. The Gateway rejects a contributed router atomically when an
earlier host or extension route provably covers one of its paths for the same HTTP method.
The conservative matcher proves common shadows through normalized parameter names,
static-vs-dynamic matching, known built-in-converter containment, supported compound
segments, full-segment path catch-alls, and Mount descendants reducible to those same
rules. Relationships requiring general regex-language inclusion are allowed rather than
guessed. Host WebSocket routes do not collide with contributed HTTP routes, but contributed
WebSocket routes are rejected until the host can supply authentication and Origin checks.
Because include_router() recompiles contributed routes, preflight projects the converter
registry at include time. Nonstandard converters fail closed against reserved security
paths but otherwise prove a shadow only when their normalized matchers are identical.
Host authentication- and CSRF-exempt paths are reserved, and contributed Mounts, unsupported
route items, startup/shutdown hooks, and custom router lifespans are rejected; lifetime
resources must use ExtensionService. Auth and CSRF classify
get_request_route_path(request), the same root-path-adjusted ASGI path Starlette routes
match; do not switch those security predicates back to reconstructed request.url.path.
That helper delegates to the private starlette._utils.get_route_path on purpose. Its
requirement is not "strip root_path correctly" but "return exactly what the router is
matching on", so importing the dispatcher's own implementation keeps the two in lockstep by
construction. Do not vendor a local copy: a private import that disappears fails loudly at
startup, while a stale copy diverges silently at a security boundary. starlette is
therefore a declared, bounded direct dependency so the bump is visible in review, and
tests/test_gateway_request_path.py pins the agreement independently of the mechanism.
Any preflight, conflict, or include failure rolls back the whole router without preventing
later routers from mounting. Do not introduce a framework-bound RouterContributor
contract: the public registry accepts Sequence[Any]
to keep extension-api dependency-free.
The memory kind reaches those observers through a different shape, and the difference is
deliberate rather than an oversight to be "aligned" away. DeerMem must stay vendorable and
cannot import the extension API, so it reports through the MemoryCallbacks.on_memory_llm_result
host hook, which the DeerFlow-side callbacks translate into an observation and submit
without awaiting. It also guards its provider call with BaseException rather than
Exception, which is safe precisely because that whole path runs on a worker thread — the
debounce timer, or the executor update_memory offloads to — where cancelling the awaiting
side never interrupts the running thread, so CancelledError cannot arrive there at all.
The host hook wrapper around the callback stays at Exception: only the hook's own failures
are non-fatal, and an observability path must not swallow SystemExit / KeyboardInterrupt.
Gateway create_app() loads plugins once, stores the immutable registry on app.state
and in the process-wide singleton, mounts contributed routers last, and installs one
canonical live diagnostics list.
Changing plugins requires a restart. Any future contribution kind must be added to the
public contract and host runtime in the same slice; never accept a registration method
that the current host silently ignores.
Extension Manager Test Repositories
test_extension_manager.py creates temporary Git repositories for local extension sources.
Temporary commits use an empty repository-local hook directory. They must not run developer or CI Git hooks.
Tests for hook behavior must create and invoke their own hook fixtures.