fastmcp-pvl-core
The opinionated shared implementation for the pvliesdonk/*-mcp
server family. fastmcp-pvl-core owns the shape of cross-cutting
concerns — auth, middleware, logging, config, and server-factory
builders — and exposes narrow hooks to downstream servers for
domain-specific behaviour. Downstream conforms
to the shape; pvl-core does not adapt to downstream preferences. See
Design principles for the rationale and the
classification test that follows from it.
Ecosystem
fastmcp-server-template— copier template that scaffolds new FastMCP servers on top of this library.- Active consumers:
markdown-vault-mcp,scholar-mcp,image-generation-mcp. - Public API changes here propagate to consumers via periodic
copier updateruns against the template. - See the template's README for the update flow and the expected project shape.
Design principles
fastmcp-pvl-core is not a buffet of helpers downstream picks from
à la carte. It is the load-bearing layer that fixes the shape of
cross-cutting concerns across the server family so the family stays
coherent as it grows. Five principles follow from that role; a
sixth keeps the exit clean for forks that leave the family.
Shape decisions live in pvl-core
Tool names, parameter shapes, route structures, capability declarations, error envelopes, environment-variable contracts — pvl-core picks one shape and downstream conforms. If two downstream servers would each prefer a different shape, the resolution is for pvl-core to pick one and migrate the others to it, not for pvl-core to grow an override kwarg.
Hooks expose domain-specific behaviour only
A hook like "where in my storage model do these bytes go?" is appropriate — pvl-core cannot know the answer for a particular downstream. A hook like "what should this tool be called?" or "what HTTP status code should an oversize body return?" is not — those are shape decisions pvl-core owns, and downstream accepts them.
The test for any proposed kwarg on a register_* helper, Build*
factory, or middleware constructor: would pvl-core be wrong to
make this decision itself? If pvl-core could pick a sensible value
and downstream has no domain-specific basis to disagree, pvl-core
picks it — no kwarg. If pvl-core literally cannot answer because
the answer is about the downstream's domain, the kwarg exists and is
not optional unless the entire feature is opt-in. There is no third
bucket of "pvl-core has a default but downstream can override."
Operator-side configuration (TTL ceilings, max body sizes, listening ports, debug flags) is a separate axis — environment variables, not kwargs. The kwarg surface is purely domain hooks.
If a proposed kwarg mixes the two — a legitimate hook bundled with an override of shape — split it: keep the hook, drop the override. PRs that grow override kwargs disguised as hooks are rejected.
Spec docs are protocol extensions, not design docs
Files under docs/specs/ describe the wire format and behaviour
requirements between independently developed servers — what bytes
move between systems and under what rules. Implementation choices
that pvl-core happens to make (lazy materialisation strategies, route
mechanics, framework-specific helpers, downstream tool naming and
registration mechanics) do not belong in a spec doc; they belong in
pvl-core's own implementor docs and code comments. Real spec gaps are
resolved through a proper spec evolution — a new release with the
version field bumped — not through inline amendments to a published
version.
Pre-existing downstream conflicts resolve by migration
If a downstream server has already shipped a different shape (a
differently named tool, a divergent parameter, a custom error
envelope), the resolution is for the downstream to migrate.
pvl-core does not grow a compatibility shim to spare downstream the
migration cost, even when the migration is large. If the migration
cannot land immediately, file a tracked downstream issue and ship
the breaking change in pvl-core anyway — the umbrella tracker
coordinates the cutover and the
fastmcp-server-template
scaffold updates carry the new shape forward to fresh consumers.
This applies to shape divergence (the things owned by pvl-core). Domain-specific divergence between downstreams is expected and does not require any migration — downstreams are supposed to differ in domain logic.
Downstream reuses pvl-core; it does not reimplement the protocol
Downstream servers reuse pvl-core's implementation of the shared
cross-cutting protocols — auth, logging, and the rest. They do not
reimplement a wire protocol independently. The specs under
docs/specs/ are the wire authority; pvl-core is their single shared
implementation. No implementation is "the reference" — not pvl-core's
either; the spec is.
If pvl-core's implementation is wrong, or diverges from a spec, the fix is to correct pvl-core centrally — one change, every downstream follows — or to evolve the spec. A downstream that believes pvl-core is wrong files the issue against pvl-core; it does not fork the behaviour and reimplement it locally.
Keep pvl-core cleanly foldable
A fork is not a downstream. The MIT licence lets anyone vendor pvl-core into their own tree — to take over a single server when the family is no longer maintained, or to run their own opinionated variant. That exit ramp is kept cheap on purpose: the seams that make pvl-core foldable (relative intra-package imports, no runtime lookups of its own package name, identity passed in rather than hard-coded, a narrow public surface) are the same seams that keep it a clean load-bearing layer. Foldability is a modularity property, not a coherence compromise — and never an excuse to flatten pvl-core's own abstractions "in case someone forks"; collapsing those is fork-side work.
Planning to fork and cut the dependency? See docs/forking.md for the fold-in recipe and what a single-server fork can safely collapse.
API stability
This package is stable at 2.x and follows
semantic versioning: breaking changes bump the
major version, new features bump the minor, bugfixes bump the patch.
"Public API" means symbols re-exported from the top-level
fastmcp_pvl_core package (see __all__), which intentionally
covers both the runtime surface (auth, middleware, factory builders,
env/config helpers) and the CLI parser helpers consumed by downstream
server.py entrypoints. Modules prefixed with _ are internal and
may change without a major-version bump.
Install
uv add fastmcp-pvl-core
# If you use RemoteAuthProvider mode:
uv add "fastmcp-pvl-core[remote-auth]"
# For attaching a remote Python debugger inside a container image:
uv add "fastmcp-pvl-core[debug]"
Usage
See src/fastmcp_pvl_core/ for the full surface. Typical usage:
from fastmcp import FastMCP
from fastmcp_pvl_core import (
InstructionRole, ServerConfig, apply_tool_visibility, build_auth,
finalize_instructions, instructions_for, wire_middleware_stack,
)
config = ServerConfig.from_env("MY_APP")
mcp = FastMCP(name="my-app", auth=build_auth(config))
wire_middleware_stack(mcp)
instructions = instructions_for(mcp)
instructions.identity("my-app", "A widget service.")
instructions.add(
"This instance is READ-ONLY.",
role=InstructionRole.INSTANCE,
)
instructions.documentation("https://example.com/my-app/llms.txt")
# ... register tools; core register_* helpers add their own workflow snippets ...
apply_tool_visibility(mcp, config)
finalize_instructions(mcp, config, env_prefix="MY_APP")
Instructions (model-facing guidance)
Instructions carry what no single tool description can carry: identity, a documentation pointer, cross-tool workflows, and enforced instance facts.
| Role | Owner | Meaning | Tool dependencies |
|---|---|---|---|
IDENTITY |
pvl-core shape, template values | Deployed server and product identity | forbidden |
ROUTING |
operator | Data or domain this deployment serves | forbidden |
INSTANCE |
domain/core | Enforced configuration facts and limits | allowed when the fact depends on named tools |
POLICY |
operator | Deployment-specific behavioral policy | forbidden |
CAPABILITIES |
domain/core | Classes of work the server performs | allowed |
WORKFLOWS |
domain/core | How multiple tools compose | allowed |
DOCUMENTATION |
template/core | Where complete documentation lives | forbidden |
Add domain snippets with
instructions_for(mcp).add(text, role=..., requires_tools=...). General
contributors use only INSTANCE, CAPABILITIES, and WORKFLOWS; pvl-core
reserves identity, operator routing/policy, and documentation so their shape
and ownership stay consistent. A snippet requiring a tool FastMCP hides through
global provider, mount, namespace, or ordered visibility transforms is dropped
at finalize_instructions. Per-session transforms and per-subject authorization
remain outside this static instruction string; guidance for an auth-gated tool
must read naturally when that tool is unavailable to the current caller.
Finalization runs during synchronous server construction, before entering an
event loop, so FastMCP can evaluate its asynchronous global listing path safely.
The rendered survival order is deployment identity, operator routing, enforced instance facts, operator policy, capabilities, workflows, then documentation. The operator environment contract is:
{PREFIX}_SERVER_NAMEis passed by the server factory toidentity(server_name, product_description)and identifies the deployment.{PREFIX}_INSTANCE_DESCRIPTIONconcisely describes which material or responsibility distinguishes this instance for routing.{PREFIX}_INSTRUCTIONS_EXTRAsupplies deployment-specific behavioral policy.{PREFIX}_INSTRUCTIONSis a deprecated full replacement. When set, it ignores both additive operator variables and logs a warning naming them.
pvl-core measures instructions in UTF-16 code units, matching JavaScript
String.length. Generated guidance targets at most 1,536 units, reserving 512
units for normal operator routing and policy within Claude Code's known 2,048
unit boundary. Exceeding either threshold logs a role-level warning; pvl-core
does not truncate instructions or fail startup. Use utf16_code_units,
GENERATED_INSTRUCTIONS_TARGET_UTF16, and
CLAUDE_CODE_INSTRUCTIONS_LIMIT_UTF16 to enforce the same profile in tests.
Tool visibility (operator allow-/denylist)
Every exposed tool costs context in the connecting MCP client, so operators can trim what an instance exposes with two env vars, each a comma-separated list of explicit tool names:
{PREFIX}_TOOLS_ALLOW— the instance exposes only these tools.{PREFIX}_TOOLS_DENY— these tools are hidden.
Hidden tools disappear from tools/list and are rejected on
tools/call. Setting both variables is a startup ConfigurationError (an
allowlist already expresses every exclusion). Individual names matching no
registered tool are inert, so one operator config survives releases that add
or remove tools — but an allowlist that leaves zero tools exposed (fully
mistyped or fully stale) logs a startup WARNING, since that would
otherwise present as a silent total tool outage. Resources, resource
templates, and prompts are unaffected.
Servers wire it in with one call, after any visibility adjustments of their own so the operator's lists win:
from fastmcp_pvl_core import apply_tool_visibility
apply_tool_visibility(mcp, config) # config: ServerConfig.from_env("MY_APP")
Logging
configure_logging_from_env(env_prefix, *, verbose=False) is pvl-core's
console logging owner. It installs one handler chain — its shape depends on
the resolved output format, below — on the root logger, and neutralises
FastMCP's own logging (fastmcp.settings.log_enabled = False) so every
logger in the process, fastmcp.* included, propagates into that one chain
instead of rendering through its own. Repeated calls leave exactly one
chain at root, and nothing pvl-core installs writes to stdout.
That ownership is complete under stdio and HTTP alike. A server started
through run_http pins log_config=None,
so uvicorn never runs its own dictConfig and never reinstalls a handler
on uvicorn.access/uvicorn.error — those loggers stay on the root chain
this module installed, exactly like every other logger in the process.
The log level resolves in this order:
verbose=True(the-vCLI flag) forcesDEBUG.- Otherwise
{PREFIX}_LOG_LEVEL, case-insensitive. - Otherwise the legacy
FASTMCP_LOG_LEVEL— a migration bridge, honoured only when{PREFIX}_LOG_LEVELis unset, and kept for one major release. Using it logs a singlelog_level_env_deprecatedwarning naming the prefixed replacement; when both variables are set,{PREFIX}_LOG_LEVELwins silently. - Otherwise
INFO.
An unrecognised level name falls back to INFO rather than raising.
Output format
{PREFIX}_LOG_FORMAT picks how every record in the process renders,
case-insensitively:
rich— aRichHandlerpair (one for normal records, one that renders only tracebacks), producing a human-readableevent key=valueline per record.json— a single handler emitting one JSON object per record, for a log aggregator such as the ELK stack or Splunk.- Unset or unrecognised — auto:
richwhen stderr is a terminal,jsonotherwise. The case that matters in practice is a container: its stderr is a pipe, not a terminal, so it gets JSON with no configuration at all. pytest and CI runners are non-terminals too — a downstream test suite that asserts Rich-shaped stderr needs{PREFIX}_LOG_FORMAT=richset explicitly (tests/test_logging.pyin this repo does exactly that).
Both renderers recover a record's fields the same way: by parsing the
template the developer wrote (record.msg) against the log-call
grammar and pairing each placeholder with its
value from record.args, never by re-reading a value out of rendered
text — so a value containing whitespace or a quote cannot corrupt the
result, and a type like int or bool survives into JSON instead of
becoming a string. A record whose call does not follow the grammar falls
back to its plain formatted message — message in JSON, the formatted
text in Rich — the same way for both modes. That fallback is the common
case for third-party records (uvicorn, the MCP SDK, FastMCP itself) and,
today, for most of pvl-core's own calls too — see the log-call
grammar for the current count and the tracking
issue.
One call, both modes, captured from a run of configure_logging_from_env
in each mode — the Rich line is shown without RichHandler's own
timestamp, level and source-location columns, so only the rendered
message is compared line for line against the JSON below it:
cache_write key="user profile" ttl=3600 hit=True
{"ts": "2026-09-16T18:34:26.055997+00:00", "level": "INFO", "logger": "demo.cache", "event": "cache_write", "key": "user profile", "ttl": 3600, "hit": true}
The quoting around "user profile" is the same rule the request-logging
middleware and JSON mode already applied — a value containing whitespace
or a " renders quoted so the line stays one unambiguous key=value
record.
At INFO and above, three noisy third-party loggers are demoted — never
below the operator's own chosen level — so they do not flood the operator
log stream: httpx, httpcore, and mcp.server.lowlevel.server — the MCP
SDK's Processing request of type ... line. All three reappear (NOTSET)
at DEBUG. uvicorn.error is never touched, at any level — it carries
genuine bind / startup failures.
uvicorn.access (the HTTP access log) gets a filter instead of a demotion,
because a level cannot express "failures only". At every level except
DEBUG the filter keeps only records with status >= 400 — a 401 from
auth, a 404, a 413, a readiness 503 — and drops the 200s that would
otherwise duplicate the request-logging middleware's own lines. Its own
level stays NOTSET, inheriting root: raising {PREFIX}_LOG_LEVEL above
INFO is meant to silence access lines entirely, kept or not — the filter
decides which requests are worth a line, the level decides whether the
operator wants request lines at all. At DEBUG the filter
is always still installed and keeps every status, 200 included — the
redaction is exactly as unconditional as at any other level, it is only
which requests reach the log that verbosity changes.
Every record the filter sees is also rewritten, because uvicorn logs the
full path?query:
- The query string is stripped entirely. No route in this family carries diagnostic query parameters — the ones that do are the OAuth routes, where it is an authorization code or PKCE material.
- The segment after
/transfer/is masked totransfer/<redacted>. pvl-core's transfer token lives in the path, and an expired link produces exactly the 4xx this filter keeps by default; a live link produces a2xx, which is visible only atDEBUG— so the redaction has to hold there too.
Both redactions apply unconditionally, including at DEBUG: whether a
request line is worth logging is a preference the level and the
status filter both express, but whether a credential may appear in that
line is not a preference at all, so it is never tied to verbosity.
In JSON mode, a kept uvicorn.access record renders as fields rather than
a message string — client, method, path (already redacted by the
filter above) and status (an int, not a formatted code) — since the
filter parses and attaches them itself: uvicorn owns that record's
template, so it can never conform to the log-call
grammar the way a first-party call can. Captured
from an actual filtered record:
{"ts": "2026-09-16T18:30:55.624266+00:00", "level": "INFO", "logger": "uvicorn.access", "client": "127.0.0.1:54321", "method": "GET", "path": "/transfer/<redacted>", "status": 404}
One logger is capped in the other direction. docket.worker — pydocket's
background-task worker, which every consumer inherits through the
fastmcp[tasks] base dependency — logs a record per poll iteration at its
250 ms default check interval, roughly 2500 lines/minute on a queue that
never receives a job. At DEBUG it is pinned to INFO, so its startup and
lifecycle records still appear while the idle poll trace does not; at every
other level it is untouched. An operator debugging the task queue itself
restores the full stream after the call:
configure_logging_from_env("MY_APP", verbose=True)
logging.getLogger("docket.worker").setLevel(logging.DEBUG)
Handler ownership is exclusive over the console only: pvl-core removes any
pre-existing root handler that writes to stdout/stderr (the
double-render source when opentelemetry-instrument has installed one) but
leaves every other handler at root untouched. An OTLP, file, or syslog
handler an operator attached at root survives configure_logging_from_env
— and, because fastmcp.* now propagates instead of rendering through its
own handlers, it receives fastmcp.* records too, not just the domain's
own.
build_auth announces the resolved auth mode once per call — once per server
in the normal case — on every resolution path, whether the mode came from
AUTH_MODE or from auto-detection:
auth_mode_resolved mode=oidc-proxy source=auto-detected
auth_mode_resolved mode=remote source=explicit
The level is chosen by the provider build_auth ends up with, not by the
mode. A server that ends up with no provider accepts unauthenticated
connections, and that announces at WARNING rather than INFO so an
operator sees it without raising the log level:
auth_mode_resolved mode=none source=auto-detected — server accepts unauthenticated connections
Only none mode reaches that line. A resolved mode that asked for auth and
got no provider — AUTH_MODE=oidc-proxy with the client credentials absent,
say — raises ConfigurationError naming the unset variables rather than
starting a server that accepts anyone (#316):
ConfigurationError: auth mode oidc-proxy is configured but no auth provider
could be built; unset: {PREFIX}_OIDC_CLIENT_ID, {PREFIX}_OIDC_CLIENT_SECRET;
refusing to start a server that would accept unauthenticated connections
A builder that raises announces too, before the exception propagates, so a server that fails to start still says which mode it was building:
auth_mode_resolved mode=remote source=explicit — auth provider construction failed; server will not start
resolve_auth_mode never announces the mode. It is a public export a caller
may invoke any number of times, so announcing from inside it would emit the
line once per call rather than once per server. Its one remaining log is an
auth_mode_unknown warning when AUTH_MODE names a value it does not
recognise.
wire_middleware_stack installs a single conforming request-logging
middleware. Every line it emits starts with a bare snake_case event name,
followed by key=value pairs, with request timing carried inline:
tool_call_started tool=read method=tools/call source=client
tool_call_completed tool=read duration_ms=68.57
tool_call_failed tool=read duration_ms=109.84 error_type=ValueError error="Section '1.3' not found"
Non-tool messages use a generic request_* / notification_* vocabulary
keyed by method=. Rendering is process-wide — see Output
format above.
When an OpenTelemetry span is in scope, every line also carries the ids needed to join it to that trace:
tool_call_completed tool=read duration_ms=68.57 trace_id=dc538b4bb2b968a6017c12d54c45bfb8 span_id=7108b0b132270b25
This needs no configuration. Both fields are omitted whenever no valid span context is in scope — the usual case with no OpenTelemetry SDK installed — so an untraced server's output is byte-identical to the lines above.
"No SDK" and "no span" are not quite the same thing, though: FastMCP
extracts an inbound traceparent from request _meta without requiring
an SDK, so a client that propagates trace context gets correlated lines
even from an otherwise untraced server. In that case span_id is the
caller's span, because the server created none of its own.
See Telemetry for enabling export.
Serving over HTTP (run_http)
run_http(app, *, config, host=None, port=None) replaces a direct
uvicorn.run(...) call. The caller still builds the ASGI app itself —
run_http only runs it:
from fastmcp_pvl_core import ServerConfig, build_event_store, run_http
config = ServerConfig.from_env("MY_APP")
app = mcp.http_app(
path="/mcp",
event_store=build_event_store("MY_APP", config),
)
run_http(app, config=config)
Three settings are pvl-core's to pin, not the operator's or the caller's:
log_config=None. uvicorn's defaultdictConfigreinstalls its own handler onuvicorn.access/uvicorn.errorat server start, undoing the root chainconfigure_logging_from_envinstalled. Pinning it toNonemeans uvicorn never runs thatdictConfigand never reinstalls a handler, so the Logging section's guarantees hold under HTTP exactly as they do under stdio.lifespan="on". FastMCP's startup and shutdown hooks run through the ASGI lifespan protocol; a server started with this off is broken, not differently configured, so it is not a choice pvl-core leaves open.access_logis deliberately left alone. It keeps uvicorn's own default rather than being pinned toTrueorFalse, because whether an access line is worth printing is "failures only", which a boolean cannot express. That decision is made by the_AccessLogFilterinstalled onuvicorn.accessinstead — see Logging.
{PREFIX}_SHUTDOWN_GRACE_S (default 3, minimum 0) sets
timeout_graceful_shutdown: how long, in seconds, a SIGTERM may spend
draining in-flight requests before the server exits. Set it no higher than
the orchestrator's own termination grace period (Kubernetes'
terminationGracePeriodSeconds or equivalent) — a value that exceeds it
just means the orchestrator does the killing instead of uvicorn doing the
draining.
host and port come from config (itself {PREFIX}_HOST /
{PREFIX}_PORT, defaulting to 127.0.0.1 / 8000) unless the caller
passes an explicit override — typically a --host/--port CLI flag that
outranks the environment. None means "not given" and falls back to
config; 0 is a real value, "bind any free port", and is never treated
as unset.
The log-call grammar
Every first-party log call follows one shape, so a log consumer can read it as fields rather than a sentence:
logger.info("cache_write key=%s ttl=%d", key, ttl)
An event name in snake_case, then name=value fields — each value either a
single %-conversion or a fixed token with no space, % or =. Prose, a
compound placeholder (attempt=%d/%d), a unit suffix (waiting=%.1fs) and
%% are all outside it.
find_nonconforming_log_calls reports calls that break it, so a project can
fail its build rather than find out from an aggregator:
from pathlib import Path
from fastmcp_pvl_core import find_nonconforming_log_calls
def test_log_calls_conform():
src = Path(__file__).parents[1] / "src"
assert find_nonconforming_log_calls(src) == []
(parents[1] assumes the test file lives at tests/test_*.py, one level
below the project root that contains src/; adjust the index to match
where your test file actually sits.) find_nonconforming_log_calls raises
NotADirectoryError if the path does not exist or is not a directory,
rather than reporting a clean, unscanned tree as conforming.
It parses source with ast and imports nothing from the tree it scans. Each
violation carries path, line, reason and — except for an f-string or
other non-literal message, where it is None — the offending template.
pvl-core follows this grammar itself, and a test enforces it
(tests/test_log_conformance.py::test_pvl_core_follows_its_own_grammar) so it
stays that way. The library does not ask a downstream for something it has not
done: the 36 calls that predated the grammar were converted in
#328.
Telemetry (OpenTelemetry traces)
pvl-core ships no OpenTelemetry SDK, exporter, or bootstrap code. Trace export is operator and container configuration, not a library concern — see ADR 0003 for the reasoning. This section records the posture so the family converges on one way of doing it.
FastMCP instruments itself using the OpenTelemetry API only, so its MCP
spans are a no-op until an SDK is installed and configured. The supported
way to supply one is OpenTelemetry's own zero-code wrapper — no
application code, and no import opentelemetry anywhere in your server:
CMD ["opentelemetry-instrument", "my-mcp", "serve", "--transport", "http"]
with the SDK packages in the image:
opentelemetry-distro
opentelemetry-exporter-otlp-proto-http
opentelemetry-instrumentation-starlette # spans for non-MCP HTTP routes
opentelemetry-instrumentation-logging # trace ids in log records
The wrapper discovers and activates every installed instrumentor for
you. pvl-core offers no configure_telemetry_from_env() equivalent
because such a helper would have to hand-wire each instrumentor by name
and gain a new branch for every library the family adds — duplicating
opentelemetry-distro with nothing domain-specific of its own.
opentelemetry-distro turns on all three signals. It setdefaults
OTEL_TRACES_EXPORTER, OTEL_METRICS_EXPORTER and OTEL_LOGS_EXPORTER
to otlp, and the protocol to grpc.
This section describes traces first, not traces forever — metrics remain future work, sequenced behind. Logs now have a recipe of their own, below. Start by pinning both off, so a first rollout has one signal to reason about, and turn them on deliberately:
OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf
OTEL_EXPORTER_OTLP_ENDPOINT=http://collector:4318
OTEL_SERVICE_NAME=my-mcp
OTEL_METRICS_EXPORTER=none
OTEL_LOGS_EXPORTER=none
OTEL_PYTHON_LOG_CORRELATION=true
Leaving OTEL_LOGS_EXPORTER at its default ships every log record in
the process to the collector — fastmcp.* and uvicorn.* included,
not just your own code — because the logs pipeline attaches an OTLP
handler to the root logger, and pvl-core makes every logger in the
process propagate there (see Logging). That may well be what
you want, but it is easy to enable by accident before you have decided;
see Exporting logs below for the recipe.
| Variable | Effect |
|---|---|
OTEL_EXPORTER_OTLP_ENDPOINT |
Collector base URL. Absent ⇒ falls back to http://localhost:4318, not "off". |
OTEL_EXPORTER_OTLP_PROTOCOL |
Set to http/protobuf with the HTTP exporter above; the distro defaults it to grpc. |
OTEL_TRACES_EXPORTER |
Already otlp under the distro. Set none to disable traces (does not affect logs/metrics). |
OTEL_METRICS_EXPORTER / OTEL_LOGS_EXPORTER |
Set none for a traces-only posture (see above). |
OTEL_SERVICE_NAME |
Populates service.name. OTEL_RESOURCE_ATTRIBUTES=service.name=… sets it too. |
OTEL_PYTHON_LOG_CORRELATION |
true injects otelTraceID / otelSpanID (plus otelServiceName / otelTraceSampled) into every log record's raw attributes, and calls logging.basicConfig. That call is a no-op if configure_logging_from_env already installed root's handler; if correlation runs first, configure_logging_from_env removes any pre-existing console handler at root — including the StreamHandler basicConfig just installed — before installing its own (configure_logging_from_env's documented invariant: exclusive over the console, tolerant of everything else — an OTLP, file, or syslog handler is left in place). Either ordering leaves one console chain. |
OTEL_SDK_DISABLED |
true disables the SDK wholesale. |
FASTMCP_TELEMETRY_MODE |
native (default), propagation_only, or off. Read at import — set it in the container environment, not in code. |
Two failure modes are worth recognising before you enable this; a third that applied before pvl-core owned the root logger no longer does:
OTEL_TRACES_EXPORTER=otlpmeans gRPC by default. Paired with the HTTP-only exporter package it raises at startup, prints a traceback, and the server then runs on with no traces at all. SettingOTEL_EXPORTER_OTLP_PROTOCOL=http/protobufis what prevents this. Unaffected by the logging topology below — the exporter picks its protocol before pvl-core's own code runs.- An unreachable collector may still go unnoticed if you are not
watching stderr. The exporter logs a
Transient error … Connection refused … retrying in Nswarning per attempt plus an error per dropped batch. Previously, whether those reached stderr at all depended onOTEL_PYTHON_LOG_CORRELATIONinstalling the only console handler root had. That specific dependency is gone:configure_logging_from_envnow installs pvl-core's console chain at root unconditionally (the same invariant as the table row above), and the exporter's own warnings are ordinary records that propagate there like everything else, with or without correlation. This follows from that ownership invariant rather than a fresh probe against a live SDK and an unreachable collector — verify your first deployment against the collector regardless of what stderr shows. Correlation reformats the log stream.Closed by the same invariant: probed in both orderings — correlation configured beforeconfigure_logging_from_env(root's handler set went from a singleStreamHandlerto pvl-core's own chain) and after (pvl-core's chain either way, becausebasicConfigis a no-op once root already has a handler). Either ordering leaves one rendered stream, in pvl-core's chosen format — see theOTEL_PYTHON_LOG_CORRELATIONtable row above.
fastmcp.* no longer sits behind its own handler: pvl-core neutralises
it and every logger in the process propagates to root (see
Logging), so an OTLP log handler attached there — or a
correlation LoggingInstrumentor attached ahead of it, the normal
opentelemetry-instrument ordering — sees fastmcp.* records too. Its
own request log is a working example: exporting a tools/list call
produced exported: request_completed method=tools/list (fastmcp.middleware.requests) — see Exporting
logs below for the full probe.
In JSON mode, {PREFIX}_LOG_FORMAT=json's formatter also picks up
what OTEL_PYTHON_LOG_CORRELATION attaches: for a record carrying
otelTraceID/otelSpanID (and not the placeholder "0" the
instrumentor uses for "no span in scope"), the JSON envelope gets
trace_id/span_id fields from them, unless the record already carries
its own (the request log's _trace_fields values take priority). In
Rich mode they do not — that fallback is JSON-only. So a
fastmcp.* line rendered as text still carries no trace fields, the
same as before; the same line rendered as JSON does.
pvl-core's request log needs no OTEL_PYTHON_LOG_CORRELATION at all:
wire_middleware_stack's tool_call_* / request_* / notification_*
lines stamp trace_id and span_id themselves whenever a valid span is
in scope, in both text and JSON modes — that stamping is what
#319's
follow-up added, independent of correlation.
Exporting logs
A complete recipe — traces and logs together, since the zero-code wrapper turns both on once installed:
OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf
OTEL_EXPORTER_OTLP_ENDPOINT=http://collector:4318
OTEL_SERVICE_NAME=my-mcp
OTEL_METRICS_EXPORTER=none
OTEL_PYTHON_LOG_CORRELATION=true
MY_APP_LOG_FORMAT=json
Unlike the traces-only block above, this one does not pin
OTEL_LOGS_EXPORTER=none — the whole point here is to leave it enabled,
and the distro's default is already otlp, so it needs no setting at
all. {PREFIX}_LOG_FORMAT (MY_APP_LOG_FORMAT here, matching the
env_prefix used everywhere else in this README) selects JSON, so the
fields described below line up with what ships to the collector; see
the OTEL_PYTHON_LOG_CORRELATION table row above for what changes
between JSON and Rich mode. What an operator sees:
- stderr carries pvl-core's own console chain only: one JSON object
per record with
{PREFIX}_LOG_FORMAT=jsonset (Rich-rendered text otherwise), coveringfastmcp.*,uvicorn.*, and application loggers alike — see Output format. - the collector receives the same records independently. The OTLP
handler pvl-core leaves untouched (the same console-only rule) reads
the raw
LogRecordobjects directly, not the rendered stderr text. - With
{PREFIX}_LOG_FORMAT=json, the stderr stream and the exported records come from the same record: same logger, level, andevent key=valuemessage, rendered once as a JSON object on stderr and once as the exported record's body. The OTLP handler does not parse pvl-core'skey=valuegrammar into separate structured attributes — that parsing is pvl-core's own renderers' job — it bypasses them and reads the record directly.
Probed against a real opentelemetry.sdk._logs.LoggingHandler attached
at root before configure_logging_from_env ran:
exported: request_completed method=tools/list (fastmcp.middleware.requests)
exported: uvicorn_line detail=bind (uvicorn.error)
exported: domain_line key=v (a domain logger)
otlp handler still attached: True
All three namespaces exported. The handler survives because pvl-core removes only console handlers from root (the same rule as above) — an OTLP handler is not one.
None of this adds anything to pvl-core's own surface. pvl-core still
ships no OpenTelemetry SDK, exporter setup, or handler of its own — the
LoggingHandler above comes from the SDK's own zero-code wrapper, the
same one this section describes for traces. What changed is topology:
pvl-core now neutralises FastMCP's own propagate=False handler instead
of leaving it in place, so fastmcp.* reaches root like everything
else. ADR 0003's
classification is unchanged; see its "Resolved by" note against
#323.
Health and readiness routes
register_health_routes serves two unauthenticated routes so a container
orchestrator can probe for more than an open socket. They sit outside the MCP
mount and outside auth, which is what a probe needs: the MCP endpoint still
answers 401 while these answer normally.
from fastmcp_pvl_core import register_health_routes
register_health_routes(
mcp, config,
server_version=__version__, # the name comes from mcp.name
http_path=args.http_path, # the same value passed to mcp.run
env_prefix="MY_APP",
checks={"upstream_key": lambda: keepalive.last_ok}, # optional
)
The two routes answer different questions, and conflating them is how a temporarily unreachable Redis gets "fixed" by restarting a healthy process:
| Route | Question | Behaviour |
|---|---|---|
<prefix>/health |
Is the process serving? | Static, no I/O, 200 while it serves. A failure means restart me. |
<prefix>/health/ready |
Can it do its job? | Runs every check; 503 if any fails. A failure means take me out of rotation. |
<prefix> is the mount path with a conventional trailing mcp segment
removed, so /myserver/mcp publishes /myserver/health and the default /mcp
publishes /health. A mount that is not the conventional segment keeps its
whole path, so /scholar publishes /scholar/health rather than colliding with
every other single-segment mount at the root. This is derived rather than fixed
at the host root because a custom route registers at the ASGI app root
regardless of where MCP is mounted, and two servers sharing a hostname would
otherwise collide on /health.
checks is a domain hook. pvl-core registers one check of its own, kv_store,
which writes a short-lived key so a backend that has silently vanished is
detected — a read alone returns None from a store whose directory has been
deleted, which is the failure this route exists to catch, while a write raises.
There is no readback: a write that returns has been accepted on every supported
backend, and reading it back would assume read-your-write, which DynamoDB's
default get_item and a Mongo secondary read do not give. It covers the event
store too, since both resolve through the same factory. It does not cover the
task backend, which resolves FASTMCP_DOCKET_URL and tasks_url ahead of the
shared KV URL and opens its own client, nor a backend that fell back to
memory:// at startup because its state directory was unusable. pvl-core cannot know
whether your upstream API key is still valid or your index has loaded, so
those are yours to supply. A check is any zero-arg callable, sync or
async: returning falsy or raising means not-ready, and a raise never fails the
route. Checks run concurrently, so a probe costs the slowest check rather than
their sum, and async ones are bounded by a five-second ceiling so a blackholed
backend cannot hold a probe open until the OS TCP timeout. A synchronous check
that blocks is beyond reach, which is why anything touching the network should
be async. The name kv_store is reserved.
A check answers "does this make the server unable to serve". Whether a given
domain signal clears that bar is your judgment — there is deliberately no
severity knob, so a partial degradation you would rather not take the server
out of rotation for belongs in get_server_info instead.
<PREFIX>_HEALTH_DETAIL decides how much the bodies say, because the bodies are
readable by anyone who can reach the port. An unrecognised value warns and falls
back to standard.
| Level | /health |
/health/ready |
|---|---|---|
status |
{"status": "ok"} |
{"status": "ready"} |
standard (default) |
adds server name and version |
adds checks, a boolean per check |
full |
same as standard |
adds errors, naming the exception type and reason for each check that raised |
A check that simply returned falsy has no reason to report, so it appears in
checks and not in errors; full adds nothing over standard for it.
Use full only where the port is reachable from a trusted network. It strips
userinfo and query strings from every URL in a reason — backend URLs in this
codebase carry credentials — but a reason is upstream text, and trusting it
fully is a choice you make per deployment. The stripping also stops at /, so a
password carrying a raw / (which RFC 3986 requires to be percent-encoded)
survives it.
Background task backend
SEP-2663 task support (fastmcp[tasks], the fastmcp-tasks extension on
Docket) is a pvl-core base dependency — nearly every family server
carries long-running tools, and fastmcp refuses to start a server carrying
task=True tools when no tasks extension is registered, so the ~10 MB is
deliberately always present. Servers that register task-enabled tools call
configure_task_backend once before mcp.run(...); it registers the tasks
extension on the server with the resolved backend:
from fastmcp_pvl_core import configure_task_backend
configure_task_backend(mcp, "MY_APP", config)
Backend selection then follows pvl-core's unified surface: an explicit
MY_APP_TASKS_URL (memory:// or redis://) wins; otherwise a redis://
MY_APP_KV_STORE_URL is reused for the task queue too, so one variable
configures every stateful subsystem and tasks; otherwise fastmcp's
memory:// default applies (in-process, lost on restart — fine for
development, not for a multi-process deployment). The Docket queue name is
derived from the env prefix so family servers sharing one Redis do not share
a queue. The helper degrades to a no-op in the degenerate case of a
stripped fork or an incompatible pydocket pin — a server that still
registers task=-enabled tools then fails at startup with fastmcp's own
missing-extension error — and returns the registered extension otherwise.
The remaining Docket worker tunables are native fastmcp variables,
deliberately not wrapped: FASTMCP_DOCKET_CONCURRENCY,
FASTMCP_DOCKET_WORKER_NAME, FASTMCP_DOCKET_REDELIVERY_TIMEOUT,
FASTMCP_DOCKET_RECONNECTION_DELAY, FASTMCP_DOCKET_MINIMUM_CHECK_INTERVAL.
FASTMCP_DOCKET_URL / FASTMCP_DOCKET_NAME also keep working as native
escape hatches when the pvl-core surface leaves them untouched — read from
the process environment; a value supplied only via the extension's optional
dotenv file is overridden by pvl-core's derived URL and queue name.
Long-running tools (dual mode)
A tool that may outlive the client's request timeout registers once and gets both behaviours: protocol-native SEP-2663 task execution when the request is task-augmented, and foreground execution with soft-deadline promotion to a pollable background job otherwise:
from fastmcp_pvl_core import (
JobsConfig, build_jobs, register_job_tools, register_long_running_tool,
)
jobs_config = JobsConfig.from_env("MY_APP") # MY_APP_JOBS_* knobs
jobs = build_jobs(config, jobs_config)
@register_long_running_tool(mcp, jobs, tags={"reports"})
async def build_report(paths: list[str]) -> dict:
... # domain work; may take minutes
register_job_tools(mcp, jobs) # the one generic get_job_result tool
A call that beats MY_APP_JOBS_SOFT_DEADLINE_S returns its result
inline; a slower one immediately returns a job handle
({"status": "working", "job_id": ..., "poll_with": "get_job_result", ...}) and finishes in the background — results are retrievable via
get_job_result until MY_APP_JOBS_RESULT_TTL_S expires, scoped to the
calling subject.
A server whose long-running tool the wrapper cannot express (its own
promotion decision, a handle minted from a route) composes on the same
mechanics without the wrapper — from fastmcp_pvl_core.jobs import build_jobs and use jobs.run_with_deadline(...) / jobs.start(...)
inside its own tool. For intentional, runtime deferrals such as an
upstream rate limit, jobs.defer(...) adds the client-visible reason and
first-poll interval, and those handles resolve through the same generic
polling tool. All three verbs yield to a native SEP-2663 task when one is
running — it already is the background mechanism — returning the work's
own result there, with defer delivering its reason as the task's status
message instead of in a handle. See Jobs. Do not reach into fastmcp_pvl_core._jobs internals; the jobs
namespace is the supported seam.
The downstream contract — payload shapes, inline-failure semantics,
scoping/retention limits, and the path-2 rules — lives in the docstrings
of register_long_running_tool, register_job_tools, Jobs, and
build_jobs (they are the authority a coding agent reads first);
docs/jobs.md is the same contract as a narrative
implementation guide.
Per-user subject mapping (bearer auth)
Bearer auth has two modes:
-
Single token —
MY_APP_BEARER_TOKEN=<token>accepts one shared token. Authenticated callers all share the same subject (default"bearer-anon"; override withMY_APP_BEARER_DEFAULT_SUBJECT=<value>). -
Mapped tokens —
MY_APP_BEARER_TOKENS_FILE=/path/to/tokens.tomlloads a token→subject map at startup. Each token resolves to a distinct subject string for downstream attribution (audit logs, ACLs, request metadata).
# tokens.toml
[tokens]
"ghp_alice_xxxxxxxx" = "user:alice@example.com"
"sk_ci_yyyyyyyy" = "service:ci-bot"
If both MY_APP_BEARER_TOKEN and MY_APP_BEARER_TOKENS_FILE are set,
the file wins and a WARNING is logged. Subject strings are opaque to
the library; the <kind>:<id> convention (user:, service:,
token:) is documentation only.
If MY_APP_BEARER_TOKENS_FILE is set but the file is missing,
unparseable, or schema-invalid, the loader raises
fastmcp_pvl_core.ConfigurationError at startup — the server fails
fast rather than silently denying every request. The exception type
is part of the public API; downstream code can import and except
it as a stable contract.
MY_APP_BEARER_DEFAULT_SUBJECT only applies when bearer auth runs in
single-token mode (either standalone or as the bearer side of multi
mode alongside OIDC). It is ignored when MY_APP_BEARER_TOKENS_FILE
is set, including in multi mode — mapped mode uses the per-token
subjects from the TOML file.
OIDC scopes — requested vs. required
Two different questions, two different settings:
-
What a client should ask the IdP for — advertised in the server's protected-resource metadata (RFC 9728). pvl-core advertises
openid offline_accessby default.offline_accessis what makes the IdP issue a refresh token; without it a session ends at access-token expiry and needs a human to complete a browser flow again. -
What a token must carry to be accepted —
MY_APP_OIDC_REQUIRED_SCOPES=<space- or comma-separated>. This is a hard requirement checked on every request, so keep it minimal; a scope listed here is always advertised too, or clients would never request it and every token would fail the check.
Override the advertised set with
MY_APP_OIDC_ADVERTISED_SCOPES=<space- or comma-separated> when the
deployment needs something else — for example a registered client that
is not permitted offline_access, or extra claim scopes (groups,
email) that clients should request but that tokens are not required
to carry. MY_APP_OIDC_REQUIRED_SCOPES is still added on top.
pvl-core's own default is filtered against the IdP's published
scopes_supported (some providers reject an authorization request
outright with invalid_scope rather than ignoring an unknown scope); a
scope dropped that way is logged at WARNING. An operator-set
MY_APP_OIDC_ADVERTISED_SCOPES is used verbatim — a client-level
restriction is not visible in discovery, so the operator's list wins.
Identifying the caller — get_subject
Tools, middleware, and resource handlers can call
fastmcp_pvl_core.get_subject() to retrieve the subject of the current
request without knowing which auth mode is active:
from fastmcp_pvl_core import get_subject
@mcp.tool
def whoami() -> str:
subject = get_subject()
return subject or "anonymous"
Resolution order:
- Token present: prefer
claims["sub"](OIDC's standard subject claim); fall back toclient_idifsubis absent. The auth builders normaliseclient_idper mode:bearer-single→bearer_default_subject(default"bearer-anon").bearer-mapped→ the per-token subject from the TOML map.- OIDC modes (
oidc-proxy,remote) → typicallyclaims["sub"]wins (a real OIDC token always carriessub); theclient_idfallback is defensive. multi→ bearer-validated requests follow the bearer path, OIDC-validated requests follow the OIDC path.
- No token,
auth_mode == "none": returns the literal"local". - No token, auth required: returns
None— caller decides whether to fall back or error.
fastmcp_pvl_core.get_current_auth_mode() returns the mode build_auth
resolved, so a caller that needs to report or branch on it does not call
resolve_auth_mode a second time:
from fastmcp_pvl_core import build_auth, get_current_auth_mode
auth = build_auth(config)
mcp = FastMCP(name="my-app", auth=auth)
mode = get_current_auth_mode() # e.g. "oidc-proxy"
It reports the mode that was resolved, which is not the same question as
whether the server is authenticated. Since #316 a server that starts with no
provider is always in none mode — any other mode raises rather than
starting — so the two answers now agree. Prefer checking whether build_auth
returned a provider anyway: that is the same predicate pvl-core's own warning
uses, and it does not depend on the invariant holding.
"none" is a resolved mode and is distinct from None, which means
build_auth has not run in this context. The mode is stored in a
ContextVar with the same scoping caveats as get_subject: last writer
wins, so a process composing two servers reads the mode of whichever
build_auth ran last.
Authorization (opt-in) — native auth checks
pvl-core builds on FastMCP's native authorization (AuthCheck +
AuthMiddleware). It ships factories for the two checks the framework
has no built-in for — subject→scope (the only per-token authz available
in bearer modes) and claim→scope (group/role authz for OIDC modes) —
plus an OR-combinator for multi mode. Scope- and tag-based patterns
use FastMCP's own require_scopes / restrict_tag.
Components opt in with meta={"required_scope": "<scope>"}; the checks
read it. Components without it are unrestricted.
import os
from pathlib import Path
from fastmcp import FastMCP
from fastmcp.server.middleware import AuthMiddleware
from fastmcp_pvl_core import (
make_acl_check, make_claims_check, any_check, load_acl, parse_claim_grants,
)
# OIDC mode — claim-based (identity: name IdP groups to match scopes)
mcp = FastMCP(..., middleware=[AuthMiddleware(auth=make_claims_check("groups"))])
# bearer mode — static subject ACL
mcp = FastMCP(..., middleware=[AuthMiddleware(auth=make_acl_check(load_acl(Path("/etc/my-app/acl.toml"))))])
# multi mode — OR of both
raw = os.environ.get("MY_APP_AUTHZ_GRANTS")
grants = parse_claim_grants(raw) if raw else None
mcp = FastMCP(..., middleware=[AuthMiddleware(auth=any_check(
make_acl_check(load_acl(Path("/etc/my-app/acl.toml"))),
make_claims_check(os.environ.get("MY_APP_AUTHZ_CLAIM", "groups"), grants),
))])
@mcp.tool(meta={"required_scope": "write"})
async def edit_document(...): ...
ACL TOML schema (load_acl) and inline-JSON grants (parse_claim_grants):
[subjects]
"user:alice@example.com" = ["read", "write"]
"user:admin@example.com" = ["*"] # wildcard scope
{"app-writers": ["read", "write"], "app-admins": ["*"]}
Key properties:
- Claim vs scope. Claim-based authz reads OIDC claims (
groups,roles) — the user's IdP-issued permissions — not OAuth scopes (which describe the client/token grant). Bearer tokens carry no usable claims, so usemake_acl_checkthere. - Opt-in per component via
meta["required_scope"]; absent ⇒ unrestricted. *is the only special scope ("any required scope passes").- Loaders fail fast with
ConfigurationError; never silent denial. - Loaded once at startup. Restart to pick up changes.
stdiotransport bypasses checks entirely — FastMCP'sAuthMiddlewareshort-circuits for stdio (no OAuth concept there), so every component is reachable.- On HTTP, install these checks only alongside an
AuthProvider.AuthMiddlewarestill runs without one, but every request then carries no token, so a component withmeta["required_scope"]is denied outright (unannotated ones stay open). Authorization is meaningful only when authentication is configured.
Remote debugging in containers
Containerised consumers can opt into a remote Python debugger by calling
maybe_start_debugpy(env_prefix) early in their CLI entrypoint, passing
the same per-app prefix the server uses for the rest of its config:
from fastmcp_pvl_core import configure_logging_from_env, maybe_start_debugpy
def main() -> None:
configure_logging_from_env("MY_APP")
maybe_start_debugpy("MY_APP") # no-op unless MY_APP_DEBUG_PORT is set
...
Environment contract ({PREFIX} matches the argument):
{PREFIX}_DEBUG_PORT— TCP port to listen on. Unset, blank, or any value that parses to0is a silent no-op. Non-numeric or out-of-1..65535values log aWARNINGand the helper returns without raising.{PREFIX}_DEBUG_WAIT— when truthy (1/true/yes/on, case-insensitive), block startup until the IDE attaches. Default is non-blocking.- If
debugpy.listen()itself fails (port in use, permission denied, debugpy-internal error), the helper logs aWARNINGand continues — a debug-port problem must never crash the server.
Install the optional debug extra on images that need the listener:
uv add "fastmcp-pvl-core[debug]" # quote brackets in zsh
# or, equivalently:
uv add debugpy
The helper logs a WARNING and continues if debugpy is unavailable,
so it is safe to ship in default scaffolds.
⚠️ Security: the listener binds
0.0.0.0and debugpy's DAP protocol is unauthenticated — any peer that can reach the port has arbitrary code execution as the server process. Only enable{PREFIX}_DEBUG_PORTin environments where the port is reachable solely from a trusted developer workstation, e.g.kubectl port-forward,docker run -p 127.0.0.1:5678:5678(loopback bind), or an SSH tunnel. Never publish the debug port on a public network.
License
MIT
Release files for fastmcp-pvl-core 9.0.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| fastmcp_pvl_core-9.0.1.tar.gz | 769.1 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| fastmcp_pvl_core-9.0.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 958.3 kB
Release files / fastmcp_pvl_core-9.0.1.tar.gz
| Download URL | fastmcp_pvl_core-9.0.1.tar.gz |
|---|---|
| Size | 769.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
d3cc55103752b126851995f645fdcdd36baedc407da2062688381f314805b5c1
|
|
BLAKE2b-256 checksum How to use checksums |
bde75f58c37ecbf3624918c21eb1bb58223bdc8ee1b842577778f7870690bbe3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 24, 2026.
Transparency logRelease files / fastmcp_pvl_core-9.0.1-py3-none-any.whl
| Download URL | fastmcp_pvl_core-9.0.1-py3-none-any.whl |
|---|---|
| Size | 189.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
2341079db6e991863836e4985be1a271a50ad471392529dc6651587db3eeb34f
|
|
BLAKE2b-256 checksum How to use checksums |
8c1f88f11a9d23d4315c5bcd8126374c0b24119b061b264a6f616be48cfb63b7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 24, 2026.
Transparency log