Merge fix/consistency: statistics labels, event identity, quiet logging

README and CONTRIBUTING rewritten where they described the old behavior
or code that does not exist: the example test and mixin recipe now run,
MySQL is marked untested, the two Postgres driver paths are spelled out,
and the coverage figure is the measured 95%.

CHANGELOG.md

@@ -5,6 +5,63 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Calendar Versioning](https://calver.org/) (YYYY.MM.DD).
 
+## [2026.10.01.4] - 2026-10-01
+
+Statistics speak the same enum values as the rest of the API, events carry
+the caller's identity, and importing the package no longer configures
+logging.
+
+### Changed
+- `get_feedback_statistics` and `get_database_stats` key `by_type` and
+  `by_status` by enum value (`bug`, `in_progress`), the spelling
+  `list_feedback` returns and accepts as a filter. They grouped the raw
+  columns, which hold the enum NAMES on both SQLite (VARCHAR) and Postgres
+  (native enum types `feedbacktype`, `feedbackstatus`), so they returned
+  `BUG`, `IN_PROGRESS`. **Code reading the uppercase keys must switch to
+  lowercase.** Nothing stored changes. A row holding a value instead of a
+  name is counted under the same key; an unknown label is kept as-is.
+- The identity resolver runs once per call **before** the tool, instead of
+  after it. The call's record reuses the result (still redacted, still
+  limited by `hook_timeout`, still never raising). An async resolver can
+  therefore delay the tool by up to `hook_timeout`, and it now also runs for
+  ok calls that sampling drops afterwards. It does not run in mode `off` or
+  for `exclude_tools`. The enricher still runs after the call.
+- `PACKAGE_INFO` is read from the installed distribution's metadata. It
+  listed only the `postgresql` and `dev` extras and a classifier pyproject
+  did not have.
+- psycopg2-binary is in the `dev` and `test` extras, so `make test-pg`
+  covers the feedback tools on Postgres too.
+
+### Fixed
+- `record_event` (and `record_llm_call`) inside a tool call never set
+  `user_sub`, `caller_kind` or `client_id`, because identity was resolved
+  only after the call. Inside a call they now come from the call's resolved
+  identity, matching its row; `client_id` falls back to the FastMCP context's
+  as for calls. Values passed explicitly win, and `record_event` takes
+  `caller_kind=` and `client_id=` as well as `user_sub=`. Outside a call,
+  including a task the call started that records after it returned, nothing
+  is filled in.
+- Importing `fastmcp_feedback` called `logging.basicConfig` at INFO when the
+  root logger had no handlers, so every host process (the backfill CLI
+  included) printed an "initialized" line and had its root logger set up by
+  a library. The package now only adds a `NullHandler` to the
+  `fastmcp_feedback` logger and logs the version at DEBUG. **Servers that
+  relied on the package's INFO or WARNING lines must configure logging
+  themselves**; `fastmcp_feedback.setup_logging()` restores the old
+  behavior in one line.
+- The backfill CLI logs a summary of its counts at INFO, so `-v` shows
+  something on a dry run.
+
+### Documentation
+- README: statistics keys, identity resolver timing, a Logging section, the
+  two Postgres driver paths (`[postgresql]` for the feedback tools,
+  `[instrumentation]` plus asyncpg for the sinks), MySQL marked untested,
+  and the measured coverage (95% lines and branches with the Postgres cases
+  enabled) in place of "98%".
+- CONTRIBUTING: the example test, the mixin recipe and the commands now
+  match the package and were run; `make test`, `make test-pg` and
+  `make lint` replace commands that did not pass on this repository.
+
 ## [2026.10.01.3] - 2026-10-01
 
 ### Documentation
@@ -486,7 +543,7 @@ FastMCP 4 support, and a composition bug that affected every earlier release.
 - `create_feedback_server()` for server composition
 - Comprehensive test suite (97%+ coverage)
 - Full type hints and Pydantic validation
-- Documentation site at https://fastmcp-feedback.l.supported.systems
+- Documentation site (on a private development address at the time)
 
 ### Technical Details
 - Built on FastMCP 2.12.2+

CONTRIBUTING.md

@@ -1,6 +1,6 @@
 # Contributing to FastMCP Feedback
 
-Thank you for your interest in contributing! This guide will help you get started.
+How to set up, test and submit changes.
 
 ## Development Setup
 
@@ -13,17 +13,16 @@ Thank you for your interest in contributing! This guide will help you get starte
 ### Getting Started
 
 ```bash
-# 1. Fork the repository on git.supported.systems
+# 1. Fork fastmcp-feedback/fastmcp-feedback on git.supported.systems
 # 2. Clone your fork
 git clone git@git.supported.systems:YOUR_USERNAME/fastmcp-feedback.git
 cd fastmcp-feedback
 
-# 3. Create virtual environment and install dependencies
-uv venv
-uv pip install -e ".[dev]"
+# 3. Create .venv from uv.lock with the dev extra
+uv sync --extra dev
 
-# 4. Verify setup
-uv run pytest
+# 4. Verify setup (SQLite only; Postgres cases skip)
+make test
 ```
 
 ### Development Workflow
@@ -35,17 +34,14 @@ git checkout -b feature/your-feature-name
 # Make your changes...
 
 # Run tests
-uv run pytest
+make test
 
 # Run linting
-uv run ruff check .
-uv run ruff format .
-
-# Run type checking (optional but appreciated)
-uv run mypy src/fastmcp_feedback
+make lint
+uv run ruff format --check src/
 
 # Commit with clear message
-git commit -m "feat: Add support for custom validators"
+git commit -m "Count feedback by submitter in get_feedback_statistics"
 
 # Push and create PR
 git push origin feature/your-feature-name
@@ -56,19 +52,21 @@ git push origin feature/your-feature-name
 We use [Ruff](https://docs.astral.sh/ruff/) for linting and formatting:
 
 ```bash
-# Check for issues
-uv run ruff check .
+# Lint src/, examples/ and the test files that are kept ruff-clean
+make lint
 
-# Auto-fix issues
-uv run ruff check --fix .
-
-# Format code
-uv run ruff format .
+# Format what you changed
+uv run ruff format src/ path/to/your_test.py
 ```
 
+Many of the older test files predate the ruff configuration and do not pass
+it, so `ruff check .` over the whole repository reports errors that are not
+yours. `src/` must stay clean, and new test files should be added to the
+`lint` target in the Makefile.
+
 ### Style Guidelines
 
-- **Line length**: 88 characters (Black default)
+- **Line length**: 88 characters
 - **Imports**: Sorted with isort (via Ruff)
 - **Type hints**: Required for public APIs
 - **Docstrings**: Google style for public functions
@@ -78,11 +76,11 @@ uv run ruff format .
 ### Running Tests
 
 ```bash
-# Run all tests
+# Run all tests (coverage is on by default, see pyproject.toml)
 uv run pytest
 
-# Run with coverage
-uv run pytest --cov
+# Without the coverage report, as the Makefile does
+uv run pytest -q --no-cov
 
 # Run specific test file
 uv run pytest tests/unit/test_tools.py
@@ -90,11 +88,8 @@ uv run pytest tests/unit/test_tools.py
 # Run specific test
 uv run pytest -k "test_submit_feedback"
 
-# Run only unit tests
-uv run pytest -m unit
-
-# Run only integration tests
-uv run pytest -m integration
+# Run one directory
+uv run pytest tests/integration
 ```
 
 ### Running the tests against Postgres
@@ -118,7 +113,10 @@ shell on it. Every Postgres test gets its own freshly created database with
 the `vector` extension, dropped when the test ends, so tests never see each
 other's rows. To write a test that runs on both backends, take the `db_url`
 fixture from `tests/conftest.py`: `db_url("name")` returns an async URL for
-an empty database, the same one for the same name within a test.
+an empty database, the same one for the same name within a test. The
+feedback tools use a synchronous engine, so convert that URL's driver
+(`sqlite`, `postgresql+psycopg2`) as the `feedback_db` fixture in
+`tests/unit/test_consistency.py` does; psycopg2 comes with the dev extra.
 
 To point the suite at another server, set the variable yourself; the user
 needs permission to create and drop databases:
@@ -148,44 +146,60 @@ FFB_TEST_EMBED_URL=https://api.example.com/v1 FFB_TEST_EMBED_KEY=... \
 - Use descriptive test names: `test_submit_feedback_with_invalid_type_raises_error`
 - Use fixtures from `tests/conftest.py`
 
-Example test:
+Tests are async without a marker (`asyncio_mode = "auto"`). Call tools the
+way a client does, through `fastmcp.Client`. `submit_feedback` takes one
+argument, `request`, holding the fields of `SubmitFeedbackRequest`; `type`
+is one of `bug`, `feature`, `improvement` or `question`. Tools report
+failure in the result (`success: False` and an `error`) rather than raising.
 
 ```python
-import pytest
+from fastmcp import Client, FastMCP
+
 from fastmcp_feedback import add_feedback_tools
 
-@pytest.mark.unit
-async def test_submit_feedback_creates_record(app_with_feedback, db_session):
-    """Submitting feedback should create a database record."""
-    result = await app_with_feedback.call_tool(
-        "submit_feedback",
-        type="bug_report",
-        title="Test Bug",
-        description="Description"
-    )
 
-    assert result["status"] == "success"
-    assert result["id"] is not None
+async def test_submit_feedback_creates_record(tmp_path):
+    app = FastMCP("test")
+    add_feedback_tools(app, database_url=f"sqlite:///{tmp_path}/feedback.db")
+
+    async with Client(app) as client:
+        result = await client.call_tool(
+            "submit_feedback",
+            {
+                "request": {
+                    "type": "bug",
+                    "title": "Export fails",
+                    "description": "Exporting a scene with no objects raises",
+                    "submitter": "test",
+                }
+            },
+        )
+        listed = await client.call_tool("list_feedback", {})
+        stats = await client.call_tool("get_feedback_statistics", {})
+
+    assert result.structured_content["success"] is True
+    [item] = listed.structured_content["feedback"]
+    assert item["id"] == result.structured_content["feedback_id"]
+    assert (item["type"], item["status"]) == ("bug", "open")
+    assert stats.structured_content["by_type"] == {"bug": 1}
 ```
 
 ## Pull Request Guidelines
 
 ### Before Submitting
 
-1. **Tests pass**: `uv run pytest`
-2. **Linting passes**: `uv run ruff check .`
+1. **Tests pass**: `make test`, and `make test-pg` when you touched database code
+2. **Linting passes**: `make lint`
 3. **New features have tests**
 4. **Documentation updated** (if applicable)
 
 ### PR Title Format
 
-Use [Conventional Commits](https://www.conventionalcommits.org/):
+Say what changes, in the imperative, as the commit log does:
 
-- `feat: Add custom validation support`
-- `fix: Handle empty feedback list correctly`
-- `docs: Update installation instructions`
-- `test: Add edge case tests for insights`
-- `refactor: Simplify database connection logic`
+- `Key feedback statistics by enum value`
+- `Resolve caller identity before the tool runs`
+- `Import instrumentation without the database extras`
 
 ### PR Description Template
 
@@ -215,16 +229,20 @@ fastmcp-feedback/
 │   ├── models.py         # Pydantic models and SQLAlchemy ORM
 │   ├── database.py       # Database connection management
 │   ├── feedback.py       # Standalone server factory
-│   ├── insights.py       # Privacy-compliant analytics
-│   └── mixins/           # Modular tool mixins
-│       ├── base.py
-│       ├── submission.py
-│       ├── retrieval.py
-│       └── management.py
+│   ├── insights.py       # In-process usage metrics
+│   ├── mixins/           # The feedback tools, grouped
+│   │   ├── base.py       # BaseFeedbackMixin
+│   │   ├── submission.py
+│   │   ├── retrieval.py
+│   │   └── management.py
+│   └── instrumentation/  # Middleware, sinks, events, embeddings, backfill
 ├── tests/
-│   ├── conftest.py       # Shared fixtures
+│   ├── conftest.py       # Shared fixtures, including db_backend and db_url
+│   ├── _databases.py     # Per-test Postgres databases
 │   ├── unit/             # Unit tests
 │   └── integration/      # Integration tests
+├── docker-compose.yml    # Postgres + pgvector for make test-pg
+├── Makefile
 ├── pyproject.toml        # Package configuration
 ├── README.md
 ├── CONTRIBUTING.md       # This file
@@ -236,28 +254,56 @@ fastmcp-feedback/
 
 ### Adding a New Mixin
 
-1. Create `src/fastmcp_feedback/mixins/your_mixin.py`
-2. Inherit from `BaseMixin`
-3. Implement `register_tools(app, prefix="")`
-4. Export from `src/fastmcp_feedback/mixins/__init__.py`
-5. Add to main `__init__.py` exports
-6. Write tests in `tests/unit/test_your_mixin.py`
-7. Update documentation
+A mixin subclasses `BaseFeedbackMixin`, which holds the `FeedbackDatabase`
+(`self.database`) and the `FeedbackInsights` (`self.insights`). Its tools are
+methods decorated with `mcp_tool` from `fastmcp.contrib.mcp_mixin`;
+`register_tools(app, prefix=...)`, inherited from FastMCP's `MCPMixin`, adds
+them to a server.
+
+```python
+from fastmcp import FastMCP
+
+from fastmcp_feedback import FeedbackDatabase
+from fastmcp_feedback.mixins.base import BaseFeedbackMixin, Feedback, mcp_tool
+
+
+class CountMixin(BaseFeedbackMixin):
+    @mcp_tool(description="Count feedback items")
+    async def count_feedback(self) -> dict:
+        async with self.database.session() as session:
+            return {"count": session.query(Feedback).count()}
+
+
+app = FastMCP("demo")
+CountMixin(FeedbackDatabase("sqlite:///:memory:")).register_tools(app, prefix="admin")
+# The tool is registered as admin_count_feedback.
+```
+
+Then:
+
+1. Put it in `src/fastmcp_feedback/mixins/your_mixin.py`
+2. Export it from `src/fastmcp_feedback/mixins/__init__.py` and the package `__init__.py`
+3. Write tests in `tests/unit/`, calling the tool through `fastmcp.Client`
+4. Document it in README.md and on the docs site
 
 ### Adding a New Tool
 
-1. Add to appropriate mixin or create new one
-2. Use `@app.tool()` decorator with clear description
-3. Add Pydantic models for request/response if complex
-4. Write unit tests
-5. Add integration test
-6. Document in README
+1. Add a method to the mixin it belongs to, decorated with `mcp_tool` and a
+   description written for the model that will call it
+2. Return a dict; report failures as `{"success": False, "error": ...}`
+   instead of raising
+3. Return enum fields as their values (`bug`, `in_progress`), as
+   `feedback_to_dict` does; the database stores the names
+4. Use a Pydantic model for structured input
+5. Test it on both backends where it touches the database (`make test-pg`)
 
 ## Versioning
 
 We use **calendar versioning** (CalVer): `YYYY.MM.DD`
 
-Version bumps happen automatically on release. Contributors don't need to update version numbers.
+A release bumps the version in `pyproject.toml` and
+`src/fastmcp_feedback/__init__.py` and adds a CHANGELOG entry. Contributors
+don't need to update version numbers.
 
 ## Getting Help
 

Makefile

@@ -60,4 +60,5 @@ test-all: test test-pg
 lint:
 	uv run --no-sync ruff check src/ examples/ tests/_compat.py tests/_databases.py \
 		tests/unit/test_test_databases.py tests/unit/test_instrumentation.py \
-		tests/unit/test_embeddings.py tests/unit/test_backfill.py
+		tests/unit/test_embeddings.py tests/unit/test_backfill.py \
+		tests/unit/test_consistency.py

README.md

@@ -10,10 +10,10 @@ Record every tool call your server handles, and let people and models report pro
 - **Secret Redaction** - Tokens and passwords removed from recorded arguments, results and errors by default
 - **One-Line Integration** - Add feedback tools to any FastMCP server instantly
 - **Modular Mixins** - Selective tool registration for fine-grained control
-- **Multi-Database Support** - SQLite (dev), PostgreSQL, MySQL (production)
+- **SQLite and PostgreSQL** - Both covered by the test suite. A `mysql` extra exists but MySQL is untested
 - **Privacy-Compliant Analytics** - Optional usage insights without sensitive data
 - **Type-Safe** - Full Pydantic validation and type hints
-- **Well-Tested** - 98% coverage, run against FastMCP 2.12, 2.14, 3.x and 4.x
+- **Tested** - 95% line and branch coverage with the Postgres cases enabled (measured for 2026.10.01.4), run against FastMCP 2.12, 2.14, 3.x and 4.x
 
 ## Installation
 
@@ -26,8 +26,11 @@ uv add fastmcp-feedback
 # Using pip
 pip install fastmcp-feedback
 
-# With PostgreSQL support
+# Feedback tools on PostgreSQL (psycopg2, synchronous)
 uv add "fastmcp-feedback[postgresql]"
+
+# Instrumentation's DatabaseSink on PostgreSQL (async)
+uv add "fastmcp-feedback[instrumentation]" asyncpg
 ```
 
 What each install covers:
@@ -38,7 +41,11 @@ What each install covers:
 | `fastmcp-feedback[instrumentation]` | `sqlalchemy[asyncio]` (greenlet), `aiosqlite` | `DatabaseSink`, `build_metadata`, call history for linking feedback (`capture_recent_calls` across workers, `link_feedback`, `feedback_context`) |
 | `fastmcp-feedback[instrumentation,embeddings]` | `pgvector` | `EmbeddingSink`, `OpenAIEmbedder`, `similar()`, the backfill helpers; pgvector is only needed on PostgreSQL |
 
-Postgres hosts add `asyncpg` for the async sinks. Without the
+The two database paths use different drivers. The feedback tools run a
+synchronous engine, so on Postgres they need `[postgresql]` (psycopg2) and a
+`postgresql://` URL. `DatabaseSink` and `EmbeddingSink` run an async engine,
+so on Postgres they need `[instrumentation]` plus `asyncpg` and a
+`postgresql+asyncpg://` URL. A server that does both installs both. Without the
 `instrumentation` extra, `from fastmcp_feedback.instrumentation import
 DatabaseSink` raises an `ImportError` that names the missing package and the
 extra to install, and the middleware's database helpers return their empty
@@ -96,13 +103,37 @@ add_feedback_tools(app, database_url="sqlite:///feedback.db")
 Pass a `database_url`. Without one the tools use an in-memory SQLite
 database, which is handy for tests but loses everything when the process exits.
 
+`get_feedback_statistics` keys its counts with the same lowercase values
+`list_feedback` returns, so a key can be passed straight back as a filter:
+
+```python
+import asyncio
+from fastmcp_feedback import FeedbackDatabase, RetrievalMixin, SubmissionMixin
+from fastmcp_feedback import SubmitFeedbackRequest
+
+async def main():
+    db = FeedbackDatabase("sqlite:///:memory:")
+    await db.initialize()
+    await SubmissionMixin(db).submit_feedback(SubmitFeedbackRequest(
+        type="bug", title="Export fails", description="...", submitter="cli"))
+    stats = await RetrievalMixin(db).get_feedback_statistics()
+    print(stats["by_type"], stats["by_status"])  # {'bug': 1} {'open': 1}
+
+asyncio.run(main())
+```
+
+Before 2026.10.01.4 these keys were the uppercase names the database stores
+(`BUG`, `OPEN`). Code that reads them needs the lowercase keys now.
+
 ### PostgreSQL
 
 ```python
 add_feedback_tools(app, database_url="postgresql://user:pass@db.example.com/feedback")
 ```
 
-Install the driver with `uv add "fastmcp-feedback[postgresql]"`.
+Install the driver with `uv add "fastmcp-feedback[postgresql]"`. This is
+psycopg2 for the feedback tools' synchronous engine; the instrumentation
+sinks use asyncpg instead (see [Installation](#installation)).
 
 ### Prefixed Tool Names
 
@@ -351,6 +382,16 @@ go in `identity`. Enricher output goes in `extra`, except `server_version`,
 which has its own column. Async hooks that take longer than `hook_timeout`
 (0.25 s by default) are skipped for that call.
 
+The identity resolver runs once per call, **before** the tool. Events the
+tool records get the same `user_sub`, `caller_kind` and `client_id` as the
+call's row, and the call's record reuses the result instead of asking again.
+So keep it cheap: an async resolver can hold the tool back by up to
+`hook_timeout`, and it also runs for calls that sampling later drops (sampling
+cannot know beforehand whether a call will fail). It does not run in mode
+`off` or for `exclude_tools`. The enricher still runs after the call, since it
+receives the result. Before 2026.10.01.4 the resolver ran after the call and
+events never carried identity.
+
 ### Linking feedback to the calls behind it
 
 When a model reports "the render tool hung", the report is far more useful with
@@ -504,8 +545,8 @@ async def submit(case: str) -> dict:
 mw.record_event("job.finished", key="job-wing", attrs={"duration_s": 3512, "converged": True})
 ```
 
-`record_event(kind, *, key=None, attrs=None, user_sub=None, call_id=None)`
-returns True when the event was queued and False when it was not. It never
+`record_event(kind, *, key=None, attrs=None, user_sub=None, call_id=None,
+caller_kind=None, client_id=None)` returns True when the event was queued and False when it was not. It never
 raises and never blocks, and it takes the same path as call records: the same
 background queue, the same drop-and-count policy when the queue is full.
 
@@ -522,10 +563,13 @@ background queue, the same drop-and-count policy when the queue is full.
   JSON-safe: `NaN` and infinities become the strings `"nan"`/`"inf"` (Postgres
   JSONB rejects them), datetimes become ISO strings, anything else unknown
   becomes `str(value)`.
-- **Inside a tool call**, the event gets that call's id as `call_id` and its
-  session, so it joins to the call's row in `ffb_tool_calls`. Outside a call,
-  `call_id` is None. A task started by a tool that records after the tool has
-  returned counts as outside. Pass `call_id=` to set it yourself.
+- **Inside a tool call**, the event gets that call's id as `call_id`, its
+  session, and the `user_sub`, `caller_kind` and `client_id` the identity
+  resolver returned for the call, so it joins to the call's row in
+  `ffb_tool_calls`. Outside a call, those are None unless you pass them. A
+  task started by a tool that records after the tool has returned counts as
+  outside. Any of `call_id=`, `user_sub=`, `caller_kind=` and `client_id=`
+  passed explicitly wins over the call's value.
 - **From any thread.** Called off the server's event loop (a watcher thread, a
   sync tool running in a worker thread), the event is handed to the loop with
   `call_soon_threadsafe`. The loop is known once the server has handled a tool
@@ -862,7 +906,8 @@ python -m fastmcp_feedback.instrumentation.backfill \
 ```
 
 It prints the counts as JSON and exits 1 if any text failed to embed, 2 on
-a setup error. `--create-tables` creates `ffb_embeddings` (and on PostgreSQL
+a setup error. It logs warnings to stderr; `-v` adds INFO lines, including
+a summary of the counts. `--create-tables` creates `ffb_embeddings` (and on PostgreSQL
 the vector extension) when it is missing; without it a missing table is an
 error. `--help` lists the rest (`--until`, `--limit`, `--batch-size`,
 `--max-chars`, `--event-text-keys`).
@@ -874,6 +919,28 @@ before adding other middleware to include their time and record calls they
 reject; call it last to time only the tool. On shutdown, `await mw.aclose()`
 flushes queued records and closes the sinks.
 
+## Logging
+
+The package configures no logging. Its loggers sit under `fastmcp_feedback`
+with a `NullHandler`, so importing it prints nothing. The middleware never
+raises into your tools; when a sink, hook or redactor fails it logs a
+WARNING instead, and those warnings only appear once your server configures
+logging:
+
+```python
+import logging
+
+logging.basicConfig(level=logging.WARNING)
+logging.getLogger("fastmcp_feedback").setLevel(logging.INFO)  # optional: more detail
+```
+
+At INFO the package also reports pruning, table-creation retries and the
+servers and tools it sets up. `fastmcp_feedback.setup_logging()` is a
+one-line alternative: `basicConfig` at INFO with a timestamped format, then
+the package version. Before
+2026.10.01.4, importing the package called it automatically whenever the root
+logger had no handlers, which also changed the logging of the host process.
+
 ## Advanced Usage
 
 ### Mixin Architecture
@@ -993,7 +1060,7 @@ uv run python examples/simple_integration.py
 
 ## Contributing
 
-We welcome contributions! FastMCP Feedback is designed to be contributor-friendly.
+Contributions are welcome.
 
 ### Quick Contribution Setup
 
@@ -1003,15 +1070,14 @@ git clone git@git.supported.systems:YOUR_USERNAME/fastmcp-feedback.git
 cd fastmcp-feedback
 
 # Install with dev dependencies
-uv venv
-uv pip install -e ".[dev]"
+uv sync --extra dev
 
 # Create feature branch
 git checkout -b feature/your-feature
 
 # Make changes, run tests
-uv run pytest
-uv run ruff check .
+make test
+make lint
 
 # Submit PR
 ```

pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "fastmcp-feedback"
-version = "2026.10.01.3"  # YYYYMMDD.patch versioning - update for each release
+version = "2026.10.01.4"  # YYYYMMDD.patch versioning - update for each release
 description = "Production-ready feedback collection system for FastMCP servers"
 readme = "README.md"
 license = "MIT"
@@ -59,6 +59,8 @@ dev = [
     "sqlalchemy[asyncio]>=2.0.43",
     "aiosqlite>=0.22.1",
     "asyncpg>=0.31.0",
+    # The feedback tools' synchronous engine on Postgres, for test-pg.
+    "psycopg2-binary>=2.9.0",
     "pgvector>=0.5.0",
     "pytest>=8.2.0",
     "pytest-asyncio>=0.23.0",
@@ -72,6 +74,7 @@ test = [
     "sqlalchemy[asyncio]>=2.0.43",
     "aiosqlite>=0.22.1",
     "asyncpg>=0.31.0",
+    "psycopg2-binary>=2.9.0",
     "pgvector>=0.5.0",
     "pytest>=8.2.0",
     "pytest-asyncio>=0.23.0",

src/fastmcp_feedback/__init__.py

@@ -1,20 +1,18 @@
-"""FastMCP Feedback - Comprehensive feedback collection system for FastMCP servers.
+"""FastMCP Feedback: feedback tools and call instrumentation for FastMCP servers.
 
-This package provides a complete feedback collection and management system
-that integrates seamlessly with FastMCP servers. It supports multiple
-integration patterns, privacy-compliant analytics, and production-ready
-database management.
+Adds tools for submitting, listing and managing feedback (bug reports,
+feature requests, improvements, questions) to a FastMCP server, stored in
+SQLite or PostgreSQL through SQLAlchemy, with optional in-process usage
+metrics. ``fastmcp_feedback.instrumentation`` records every tool call and
+the events you report, so a feedback item can be traced back to the calls
+that led to it.
 
-Key Features:
-- Modular mixin architecture for selective tool integration
-- Privacy-compliant analytics with configurable data retention
-- Support for SQLite (development) and PostgreSQL (production)
-- Comprehensive error handling and logging
-- Multiple server composition patterns
-- Production-ready with connection pooling and health checks
+The package does not configure logging. Its loggers live under
+``fastmcp_feedback``; configure them in your server, or call
+``setup_logging()`` for a basic stderr handler.
 
 Quick Start:
-    Basic integration with existing FastMCP server:
+    Add the feedback tools to an existing server:
 
     >>> from fastmcp import FastMCP
     >>> from fastmcp_feedback import add_feedback_tools
@@ -22,19 +20,18 @@ Quick Start:
     >>> app = FastMCP("My App")
     >>> add_feedback_tools(app, database_url="sqlite:///feedback.db")
 
-    Create dedicated feedback server:
+    A dedicated feedback server:
 
     >>> from fastmcp_feedback import create_feedback_server
     >>>
     >>> feedback_server = create_feedback_server("Feedback Service")
-    >>> # feedback_server now has all feedback tools ready
 
-    Selective tool integration using mixins:
+    Only some of the tools, through the mixins:
 
-    >>> from fastmcp_feedback import SubmissionMixin, RetrievalMixin
+    >>> from fastmcp_feedback import SubmissionMixin
     >>> from fastmcp_feedback import FeedbackDatabase, FeedbackInsights
     >>>
-    >>> db = FeedbackDatabase("postgresql://user:pass@host:5432/db")
+    >>> db = FeedbackDatabase("sqlite:///feedback.db")
     >>> insights = FeedbackInsights(enabled=True, retention_days=90)
     >>>
     >>> submission = SubmissionMixin(db, insights)
@@ -44,7 +41,7 @@ Quick Start:
 import logging
 
 # Version information - CalVer YYYY.MM.DD
-__version__ = "2026.10.01.3"
+__version__ = "2026.10.01.4"
 __author__ = "Ryan Malloy"
 __email__ = "ryan@supported.systems"
 
@@ -142,38 +139,42 @@ from .tools import (
     validate_tool_configuration,
 )
 
-# Package metadata
-PACKAGE_INFO = {
-    "name": "fastmcp-feedback",
-    "version": __version__,
-    "description": "Comprehensive feedback collection system for FastMCP servers",
-    "author": __author__,
-    "email": __email__,
-    "keywords": ["fastmcp", "feedback", "mcp", "analytics", "database"],
-    "classifiers": [
-        "Development Status :: 5 - Production/Ready",
-        "Intended Audience :: Developers",
-        "License :: OSI Approved :: MIT License",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.11",
-        "Programming Language :: Python :: 3.12",
-        "Programming Language :: Python :: 3.13",
-        "Topic :: Software Development :: Libraries :: Python Modules",
-        "Topic :: Database :: Database Engines/Servers",
-        "Topic :: Internet :: WWW/HTTP :: Dynamic Content",
-    ],
-    "dependencies": ["fastmcp>=2.12.2", "sqlalchemy>=2.0.43", "pydantic>=2.11.7"],
-    "optional_dependencies": {
-        "postgresql": ["psycopg2-binary>=2.9.0"],
-        "dev": [
-            "pytest>=7.4.0",
-            "pytest-asyncio>=0.21.0",
-            "pytest-html>=3.2.0",
-            "pytest-cov>=4.1.0",
-            "ruff>=0.1.0",
-        ],
-    },
-}
+
+def _package_info() -> dict:
+    """Name, version, dependencies and extras from the installed metadata.
+
+    Read from the distribution rather than written out here, so it cannot
+    drift from pyproject.toml.
+    """
+    import re
+    from importlib.metadata import PackageNotFoundError, metadata
+
+    info = {
+        "name": "fastmcp-feedback",
+        "version": __version__,
+        "author": __author__,
+        "email": __email__,
+    }
+    try:
+        meta = metadata("fastmcp-feedback")
+    except PackageNotFoundError:
+        return info
+    requires = meta.get_all("Requires-Dist") or []
+    extras = {}
+    for extra in meta.get_all("Provides-Extra") or []:
+        marker = re.compile(rf"""extra\s*==\s*['"]{re.escape(extra)}['"]""")
+        extras[extra] = [r.split(";")[0].strip() for r in requires if marker.search(r)]
+    info.update(
+        description=meta["Summary"],
+        keywords=[k.strip() for k in (meta["Keywords"] or "").split(",") if k],
+        classifiers=meta.get_all("Classifier") or [],
+        dependencies=[r for r in requires if "extra ==" not in r],
+        optional_dependencies=extras,
+    )
+    return info
+
+
+PACKAGE_INFO = _package_info()
 
 # Public API - these are the main exports users should use
 __all__ = [
@@ -275,11 +276,18 @@ create_multi_tenant_tools(app, tenants)
 """,
 }
 
-# Logging configuration
+# Logging. A library leaves configuration to the application; the
+# NullHandler keeps "No handlers could be found" noise away without
+# printing anything.
+logging.getLogger("fastmcp_feedback").addHandler(logging.NullHandler())
 
 
 def setup_logging(level: str = "INFO") -> None:
-    """Set up logging for FastMCP Feedback.
+    """Send log records to stderr through ``logging.basicConfig``.
+
+    Opt-in: importing the package configures nothing. Call this when your
+    server has no logging set up and you want the package's messages.
+    ``basicConfig`` does nothing if the root logger already has handlers.
 
     Args:
         level: Logging level (DEBUG, INFO, WARNING, ERROR).
@@ -293,9 +301,9 @@ def setup_logging(level: str = "INFO") -> None:
     logger.info(f"FastMCP Feedback v{__version__} initialized")
 
 
-# Auto-setup logging if not already configured
-if not logging.getLogger().handlers:
-    setup_logging()
+logging.getLogger("fastmcp_feedback").debug(
+    "FastMCP Feedback v%s initialized", __version__
+)
 
 
 def get_version_info() -> dict:

src/fastmcp_feedback/database.py

@@ -3,14 +3,15 @@
 import logging
 from collections.abc import AsyncGenerator
 from contextlib import asynccontextmanager
+from enum import Enum
 from typing import Any
 
-from sqlalchemy import create_engine, text
+from sqlalchemy import String, create_engine, func, select, text, type_coerce
 from sqlalchemy.exc import OperationalError, SQLAlchemyError
 from sqlalchemy.orm import Session, sessionmaker
 from sqlalchemy.pool import QueuePool, StaticPool
 
-from .models import Base
+from .models import Base, Feedback, FeedbackStatus, FeedbackType
 
 logger = logging.getLogger(__name__)
 
@@ -171,6 +172,38 @@ class FeedbackDatabase:
 # Database utility functions
 
 
+def enum_label(enum_cls: type[Enum], stored: Any) -> str:
+    """The API spelling (``bug``, ``in_progress``) of a stored enum value.
+
+    SQLAlchemy stores enum members by NAME (``BUG``, ``IN_PROGRESS``): a
+    VARCHAR on SQLite, a native enum type on Postgres. The tools return
+    values. Anything that is neither a member, a name nor a value is
+    returned as a string rather than dropped.
+    """
+    if isinstance(stored, enum_cls):
+        return str(stored.value)
+    stored = str(stored)
+    if stored in enum_cls.__members__:
+        return str(enum_cls[stored].value)
+    return stored
+
+
+def count_feedback_by(session: Session, field: str) -> dict[str, int]:
+    """Feedback counts per ``type`` or ``status``, keyed by enum value."""
+    column, enum_cls = {
+        "type": (Feedback.type, FeedbackType),
+        "status": (Feedback.status, FeedbackStatus),
+    }[field]
+    # type_coerce: read the raw stored label, so a row the enum cannot load
+    # is still counted instead of failing the whole query.
+    raw = type_coerce(column, String)
+    counts: dict[str, int] = {}
+    for stored, n in session.execute(select(raw, func.count()).group_by(raw)):
+        label = enum_label(enum_cls, stored)
+        counts[label] = counts.get(label, 0) + n
+    return counts
+
+
 async def create_feedback_database(database_url: str | None = None) -> FeedbackDatabase:
     """Create and initialize a feedback database.
 
@@ -200,17 +233,8 @@ async def get_database_stats(db: FeedbackDatabase) -> dict[str, Any]:
             total_result = session.execute(text("SELECT COUNT(*) FROM feedback"))
             total_count = total_result.scalar()
 
-            # Get counts by type
-            type_result = session.execute(
-                text("SELECT type, COUNT(*) FROM feedback GROUP BY type")
-            )
-            by_type = dict(type_result.fetchall())
-
-            # Get counts by status
-            status_result = session.execute(
-                text("SELECT status, COUNT(*) FROM feedback GROUP BY status")
-            )
-            by_status = dict(status_result.fetchall())
+            by_type = count_feedback_by(session, "type")
+            by_status = count_feedback_by(session, "status")
 
             return {
                 "total_count": total_count,

src/fastmcp_feedback/instrumentation/backfill/__init__.py

@@ -298,7 +298,9 @@ async def backfill_embeddings(
             raise RuntimeError(f"{db.events.name} does not exist")
         if not run.done:
             await _backfill_events(run, since, until, batch_size)
-    return run.result()
+    result = run.result()
+    logger.info("Backfill %s: %s", "dry run" if dry_run else "done", result)
+    return result
 
 
 async def backfill_feedback(

src/fastmcp_feedback/instrumentation/backfill/cli.py

@@ -127,8 +127,8 @@ def main(argv: list[str] | None = None) -> int:
     args = parser.parse_args(argv)
     if not args.dry_run and not args.embed_base_url:
         parser.error("--embed-base-url is required unless --dry-run")
-    # force: importing fastmcp_feedback already configured the root logger
-    # at INFO, which would print every embedding request.
+    # The CLI owns logging; the package configures none. force: replace
+    # anything a host process (or a test runner) already set up.
     logging.basicConfig(
         level=logging.INFO if args.verbose else logging.WARNING,
         format="%(levelname)s %(name)s: %(message)s",

src/fastmcp_feedback/instrumentation/events.py

@@ -59,12 +59,18 @@ class CallScope:
     Tasks started inside a tool inherit a copy of the context and outlive the
     call, so the scope is switched off when the call ends instead of relying
     on the ContextVar reset alone.
+
+    ``user_sub``, ``caller_kind`` and ``client_id`` are the call's identity,
+    resolved before the tool runs, so events recorded inside it carry them.
     """
 
     id: str
     session_id: str | None
     active: bool = True
     events: int = 0
+    user_sub: str | None = None
+    caller_kind: str | None = None
+    client_id: str | None = None
 
 
 def jsonable(value: Any, depth: int = 0) -> Any:

src/fastmcp_feedback/instrumentation/middleware.py

@@ -14,7 +14,7 @@ import uuid
 from collections import deque
 from collections.abc import Awaitable, Callable, Iterable, Mapping, Sequence
 from datetime import UTC, datetime, timedelta
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, NamedTuple
 
 from fastmcp import FastMCP
 from fastmcp.server.middleware import Middleware, MiddlewareContext
@@ -140,7 +140,11 @@ class InstrumentationMiddleware(Middleware):
         meta_only_tools: tools that are never recorded above ``meta``.
         identity_resolver: ``(context) -> dict`` returning ``user_sub``,
             ``caller_kind`` and ``client_id`` (stored as columns) plus any
-            other keys (stored in ``identity``). May be async.
+            other keys (stored in ``identity``). May be async. Runs once per
+            recorded call, before the tool, so events recorded during the
+            call get the same identity. It also runs for calls that sampling
+            later drops, and an async one can delay the tool by up to
+            ``hook_timeout``; keep it cheap.
         enricher: ``(tool, args, result, context) -> dict`` of extra fields,
             stored in ``extra``. A ``server_version`` key fills that column.
             May be async.
@@ -257,8 +261,9 @@ class InstrumentationMiddleware(Middleware):
         if _tool_name(context) in self.exclude_tools:
             return await call_next(context)
 
-        started_at = datetime.now(UTC)
-        start = time.perf_counter()
+        # Resolved before the tool runs, so events recorded inside it carry
+        # the caller; the call's own record reuses it.
+        who = await self._resolve_identity(context)
         result = None
         error: BaseException | None = None
         scope = token = None
@@ -266,11 +271,17 @@ class InstrumentationMiddleware(Middleware):
             # The record id exists before the tool runs, so events recorded
             # inside it carry the id the stored call row will have.
             scope = CallScope(
-                id=str(uuid.uuid4()), session_id=session_key(context.fastmcp_context)
+                id=str(uuid.uuid4()),
+                session_id=session_key(context.fastmcp_context),
+                user_sub=who.columns.get("user_sub"),
+                caller_kind=who.columns.get("caller_kind"),
+                client_id=who.columns.get("client_id"),
             )
             token = self._call_scope.set(scope)
         except Exception:
             logger.warning("Failed to open call scope", exc_info=True)
+        started_at = datetime.now(UTC)
+        start = time.perf_counter()
         try:
             result = await call_next(context)
             return result
@@ -287,7 +298,7 @@ class InstrumentationMiddleware(Middleware):
                     self._call_scope.reset(token)
             try:
                 await self._record(
-                    context, started_at, duration_ms, result, error, scope
+                    context, started_at, duration_ms, result, error, scope, who
                 )
             except Exception:
                 logger.warning("Failed to record tool call", exc_info=True)
@@ -299,7 +310,8 @@ class InstrumentationMiddleware(Middleware):
         duration_ms: float,
         result: Any,
         error: BaseException | None,
-        scope: CallScope | None = None,
+        scope: CallScope | None,
+        who: "_Identity",
     ) -> None:
         tool = _tool_name(context)
         payload = _result_payload(result) if result is not None else None
@@ -316,13 +328,30 @@ class InstrumentationMiddleware(Middleware):
         elif rate is not None and not self.random() < rate:
             return
         record = await self._build_record(
-            context, started_at, duration_ms, payload, error, soft, rate
+            context, started_at, duration_ms, payload, error, soft, rate, who
         )
         if scope is not None:
             record.id = scope.id
         self.recent.append(record)
         self.dispatcher.submit(record)
 
+    async def _resolve_identity(self, context: MiddlewareContext) -> "_Identity":
+        """Run the identity resolver once for a call. Never raises.
+
+        Returns the redacted result split into the three columns and the
+        rest. ``client_id`` falls back to the FastMCP context's.
+        """
+        try:
+            identity = await self._call_hook(self.identity_resolver, context)
+            identity = self.redactor.redact(identity)
+            columns = {k: identity.pop(k) for k in _IDENTITY_COLUMNS if k in identity}
+            if not columns.get("client_id"):
+                columns["client_id"] = _attr(context.fastmcp_context, "client_id")
+            return _Identity(columns, identity)
+        except Exception:
+            logger.warning("Failed to resolve identity", exc_info=True)
+            return _Identity({}, {})
+
     async def _call_hook(self, hook: Callable | None, *args: Any) -> dict[str, Any]:
         if hook is None:
             return {}
@@ -360,16 +389,16 @@ class InstrumentationMiddleware(Middleware):
         error: BaseException | None,
         soft: str | None,
         sample_rate: float | None,
+        who: "_Identity",
     ) -> ToolCallRecord:
         tool = _tool_name(context)
         args = getattr(context.message, "arguments", None) or {}
         ctx = context.fastmcp_context
 
-        identity = await self._call_hook(self.identity_resolver, context)
+        columns = who.columns
+        identity = dict(who.rest)
         extra = await self._call_hook(self.enricher, tool, args, payload, context)
-        identity = self.redactor.redact(identity)
         extra = self.redactor.redact(extra)
-        columns = {k: identity.pop(k) for k in _IDENTITY_COLUMNS if k in identity}
         server_version = extra.pop("server_version", None) or self.server_version
 
         mode = "meta" if tool in self.meta_only_tools else self.mode
@@ -403,7 +432,7 @@ class InstrumentationMiddleware(Middleware):
             error_message=error_message,
             session_id=session_key(ctx),
             request_id=_attr(ctx, "request_id"),
-            client_id=columns.get("client_id") or _attr(ctx, "client_id"),
+            client_id=columns.get("client_id"),
             user_sub=columns.get("user_sub"),
             caller_kind=columns.get("caller_kind"),
             identity=identity,
@@ -426,11 +455,16 @@ class InstrumentationMiddleware(Middleware):
         attrs: Mapping[str, Any] | None = None,
         user_sub: str | None = None,
         call_id: str | None = None,
+        caller_kind: str | None = None,
+        client_id: str | None = None,
     ) -> bool:
         """Record something that is not a tool call. Never raises or blocks.
 
-        Safe from any thread. Inside a tool call the event gets that call's id
-        and session; ``call_id`` given here wins. ``attrs`` is redacted like
+        Safe from any thread. Inside a tool call the event gets that call's
+        id, session, and the ``user_sub``, ``caller_kind`` and ``client_id``
+        the identity resolver gave the call; each of those given here wins.
+        Outside a call (including a task the call started that is still
+        running after it returned) only what is passed is stored. ``attrs`` is redacted like
         call arguments and made JSON-safe. ``kind`` must be a non-empty string
         of at most 128 characters and ``key`` at most 255 once made a string.
         A ``key`` used for joining must stay unique for the retention period
@@ -468,6 +502,12 @@ class InstrumentationMiddleware(Middleware):
                 session_id = scope.session_id
                 if call_id is None:
                     call_id = scope.id
+                if user_sub is None:
+                    user_sub = scope.user_sub
+                if caller_kind is None:
+                    caller_kind = scope.caller_kind
+                if client_id is None:
+                    client_id = scope.client_id
             record = EventRecord(
                 kind=kind,
                 occurred_at=datetime.now(UTC),
@@ -475,6 +515,8 @@ class InstrumentationMiddleware(Middleware):
                 call_id=None if call_id is None else str(call_id),
                 session_id=session_id,
                 user_sub=None if user_sub is None else str(user_sub),
+                caller_kind=None if caller_kind is None else str(caller_kind),
+                client_id=None if client_id is None else str(client_id),
                 server_version=self.server_version,
                 attrs=jsonable(self.redactor.redact(dict(attrs or {}))),
             )
@@ -785,6 +827,13 @@ class InstrumentationMiddleware(Middleware):
         await self.dispatcher.aclose()
 
 
+class _Identity(NamedTuple):
+    """One call's resolved identity: the column values and everything else."""
+
+    columns: dict[str, str | None]
+    rest: dict[str, Any]
+
+
 def _is_sink(sink: Any, module: str, name: str) -> bool:
     """isinstance against a sink class without importing its module.
 

src/fastmcp_feedback/mixins/retrieval.py

@@ -5,6 +5,7 @@ from typing import Any
 
 from sqlalchemy import text
 
+from ..database import count_feedback_by
 from ..insights import record_feedback_retrieval, record_statistics_view
 from .base import BaseFeedbackMixin, Feedback, feedback_to_dict, logger, mcp_tool
 
@@ -93,7 +94,10 @@ class RetrievalMixin(BaseFeedbackMixin):
 
     @mcp_tool(description="Get feedback statistics and analytics")
     async def get_feedback_statistics(self) -> dict[str, Any]:
-        """Get comprehensive feedback statistics.
+        """Feedback counts: total, per type, per status, and the last 7 days.
+
+        ``by_type`` and ``by_status`` are keyed by the same lowercase values
+        ``list_feedback`` returns (``bug``, ``in_progress``).
 
         Returns:
             Dictionary with statistics.
@@ -106,17 +110,10 @@ class RetrievalMixin(BaseFeedbackMixin):
                 total_result = session.execute(text("SELECT COUNT(*) FROM feedback"))
                 total_count = total_result.scalar() or 0
 
-                # Count by type
-                type_result = session.execute(
-                    text("SELECT type, COUNT(*) FROM feedback GROUP BY type")
-                )
-                by_type = dict(type_result.fetchall()) if total_count > 0 else {}
-
-                # Count by status
-                status_result = session.execute(
-                    text("SELECT status, COUNT(*) FROM feedback GROUP BY status")
-                )
-                by_status = dict(status_result.fetchall()) if total_count > 0 else {}
+                # Keyed by enum value ("bug", "open"), as list_feedback
+                # returns them; the database stores the names.
+                by_type = count_feedback_by(session, "type")
+                by_status = count_feedback_by(session, "status")
 
                 # Recent count (last 7 days)
                 week_ago = datetime.now(UTC) - timedelta(days=7)

tests/integration/test_demo_servers.py

@@ -248,9 +248,10 @@ class TestDemoServerIntegration:
         stats = stats_result.structured_content
         
         assert stats["total_count"] >= 1
-        assert "FEATURE" in stats["by_type"]
-        assert stats["by_type"]["FEATURE"] >= 1
-        assert "IN_PROGRESS" in stats["by_status"]
+        # Keyed by the values list_feedback returns, not the stored names.
+        assert "feature" in stats["by_type"]
+        assert stats["by_type"]["feature"] >= 1
+        assert "in_progress" in stats["by_status"]
         
         # Delete feedback
         delete_tool = tools["delete_feedback"]

tests/integration/test_full_workflow.py

@@ -61,10 +61,10 @@ class TestCompleteWorkflow:
         stats = stats_result.structured_content
         
         assert stats["total_count"] >= 1
-        assert "BUG" in stats["by_type"]
-        assert stats["by_type"]["BUG"] >= 1
-        assert "OPEN" in stats["by_status"]
-        assert stats["by_status"]["OPEN"] >= 1
+        assert "bug" in stats["by_type"]
+        assert stats["by_type"]["bug"] >= 1
+        assert "open" in stats["by_status"]
+        assert stats["by_status"]["open"] >= 1
         
         # 4. Update feedback status
         update_result = await update_tool.run({
@@ -94,8 +94,8 @@ class TestCompleteWorkflow:
         final_stats_result = await stats_tool.run({})
         final_stats = final_stats_result.structured_content
         
-        assert "RESOLVED" in final_stats["by_status"]
-        assert final_stats["by_status"]["RESOLVED"] >= 1
+        assert "resolved" in final_stats["by_status"]
+        assert final_stats["by_status"]["resolved"] >= 1
         
         # 8. Verify insights were recorded
         assert len(insights.get_metrics("feedback_submitted")) >= 1
@@ -526,8 +526,8 @@ class TestPerformanceWorkflow:
         stats_result = await stats_tool.run({})
         stats = stats_result.structured_content
         assert stats["total_count"] >= 100
-        assert "IMPROVEMENT" in stats["by_type"]
-        assert stats["by_type"]["IMPROVEMENT"] >= 100
+        assert "improvement" in stats["by_type"]
+        assert stats["by_type"]["improvement"] >= 100
         
         # Insights should have recorded all submissions
         submit_metrics = insights.get_metrics("feedback_submitted")

tests/unit/test_consistency.py

@@ -0,0 +1,523 @@
+"""Statistics labels, event identity and logging, as fixed in 2026.10.01.4.
+
+Statistics run on SQLite and, with FFB_TEST_DATABASE_URL set, on Postgres
+through the feedback tools' own synchronous engine (psycopg2).
+"""
+
+import asyncio
+import contextlib
+import json
+import os
+import subprocess
+import sys
+import tomllib
+from pathlib import Path
+
+import pytest
+from fastmcp import Client, FastMCP
+from fastmcp.exceptions import ToolError
+from packaging.requirements import Requirement
+from sqlalchemy import String, select, text, type_coerce
+from sqlalchemy.engine import make_url
+
+import fastmcp_feedback
+from fastmcp_feedback import (
+    FeedbackDatabase,
+    ManagementMixin,
+    RetrievalMixin,
+    SubmissionMixin,
+    SubmitFeedbackRequest,
+    get_database_stats,
+)
+from fastmcp_feedback.database import enum_label
+from fastmcp_feedback.instrumentation import REDACTED, MemorySink, instrument
+from fastmcp_feedback.models import Feedback, FeedbackStatus, FeedbackType
+
+ROOT = Path(__file__).resolve().parents[2]
+
+
+# Statistics
+
+
+@pytest.fixture
+async def feedback_db(db_backend, db_url):
+    """A FeedbackDatabase on an empty database of the current backend."""
+    url = make_url(db_url("feedback"))
+    if db_backend == "postgres":
+        pytest.importorskip("psycopg2")
+        url = url.set(drivername="postgresql+psycopg2")
+    else:
+        url = url.set(drivername="sqlite")
+    db = FeedbackDatabase(url.render_as_string(hide_password=False))
+    await db.initialize()
+    yield db
+    await db.close()
+
+
+async def seed(db):
+    """Two bugs (one in progress) and a feature, through the tools."""
+    submit = SubmissionMixin(db)
+    ids = []
+    for kind in ("bug", "bug", "feature"):
+        result = await submit.submit_feedback(
+            SubmitFeedbackRequest(
+                type=kind, title=f"a {kind}", description="d", submitter="t"
+            )
+        )
+        assert result["success"], result
+        ids.append(result["feedback_id"])
+    updated = await ManagementMixin(db).update_feedback_status(
+        ids[0], FeedbackStatus.IN_PROGRESS
+    )
+    assert updated["success"], updated
+    return ids
+
+
+class TestStatisticsLabels:
+    async def test_database_stores_enum_names(self, feedback_db):
+        # Why the mapping exists: the columns hold names on both backends.
+        await seed(feedback_db)
+        async with feedback_db.session() as session:
+            stored = session.execute(
+                select(type_coerce(Feedback.type, String)).distinct()
+            ).scalars()
+            assert set(stored) == {"BUG", "FEATURE"}
+
+    async def test_statistics_keyed_by_value(self, feedback_db):
+        await seed(feedback_db)
+        stats = await RetrievalMixin(feedback_db).get_feedback_statistics()
+        assert "error" not in stats, stats
+        assert stats["total_count"] == 3
+        assert stats["by_type"] == {"bug": 2, "feature": 1}
+        assert stats["by_status"] == {"open": 2, "in_progress": 1}
+
+    async def test_statistics_keys_match_list_feedback(self, feedback_db):
+        await seed(feedback_db)
+        retrieval = RetrievalMixin(feedback_db)
+        stats = await retrieval.get_feedback_statistics()
+        listed = (await retrieval.list_feedback(per_page=100))["feedback"]
+        assert set(stats["by_type"]) == {f["type"] for f in listed}
+        assert set(stats["by_status"]) == {f["status"] for f in listed}
+
+    async def test_filter_by_statistics_key(self, feedback_db):
+        await seed(feedback_db)
+        retrieval = RetrievalMixin(feedback_db)
+        stats = await retrieval.get_feedback_statistics()
+        for kind, count in stats["by_type"].items():
+            listed = await retrieval.list_feedback(type_filter=kind)
+            assert listed["total_count"] == count
+
+    async def test_database_stats_keyed_by_value(self, feedback_db):
+        await seed(feedback_db)
+        stats = await get_database_stats(feedback_db)
+        assert stats["by_type"] == {"bug": 2, "feature": 1}
+        assert stats["by_status"] == {"open": 2, "in_progress": 1}
+
+    async def test_empty_database(self, feedback_db):
+        stats = await RetrievalMixin(feedback_db).get_feedback_statistics()
+        assert stats["by_type"] == {} and stats["by_status"] == {}
+
+
+class TestEnumLabel:
+    @pytest.mark.parametrize(
+        ("enum_cls", "stored", "label"),
+        [
+            (FeedbackType, FeedbackType.BUG, "bug"),
+            (FeedbackType, "BUG", "bug"),
+            (FeedbackType, "bug", "bug"),
+            (FeedbackStatus, "IN_PROGRESS", "in_progress"),
+            (FeedbackStatus, "in_progress", "in_progress"),
+            (FeedbackStatus, "archived", "archived"),
+        ],
+    )
+    def test_label(self, enum_cls, stored, label):
+        assert enum_label(enum_cls, stored) == label
+
+    async def test_rows_written_as_values_are_merged(self, tmp_path):
+        # A row holding the value instead of the name (written by hand, or by
+        # another tool) is counted under the same key, not dropped.
+        db = FeedbackDatabase(f"sqlite:///{tmp_path}/legacy.db")
+        await db.initialize()
+        try:
+            await seed(db)
+            async with db.session() as session:
+                session.execute(
+                    text(
+                        "INSERT INTO feedback (type, title, description, submitter,"
+                        " status, created_at, updated_at) VALUES ('bug', 't', 'd',"
+                        " 's', 'open', CURRENT_TIMESTAMP, CURRENT_TIMESTAMP)"
+                    )
+                )
+                session.commit()
+            stats = await RetrievalMixin(db).get_feedback_statistics()
+            assert stats["by_type"] == {"bug": 3, "feature": 1}
+            assert stats["by_status"] == {"open": 3, "in_progress": 1}
+        finally:
+            await db.close()
+
+
+# Event identity
+
+
+def make_app(resolver=None, **kwargs):
+    sink = MemorySink()
+    app = FastMCP("identity")
+    holder = {"spawned": []}
+
+    @app.tool
+    async def submit(job_id: str) -> dict:
+        holder["mw"].record_event("job.submitted", key=job_id)
+        return {"job_id": job_id}
+
+    @app.tool
+    def submit_sync(job_id: str) -> dict:
+        holder["mw"].record_event("job.submitted", key=job_id)
+        return {"job_id": job_id}
+
+    @app.tool
+    async def submit_as(job_id: str) -> dict:
+        holder["mw"].record_event(
+            "job.submitted",
+            key=job_id,
+            user_sub="given-user",
+            caller_kind="given-kind",
+            client_id="given-client",
+        )
+        return {"job_id": job_id}
+
+    @app.tool
+    async def chat() -> str:
+        holder["mw"].record_llm_call(model="m", provider="p")
+        return "ok"
+
+    @app.tool
+    async def fails() -> str:
+        holder["mw"].record_event("job.failed")
+        raise RuntimeError("no")
+
+    @app.tool
+    async def spawn(job_id: str) -> dict:
+        """Start a task that records after this call has returned."""
+        started = asyncio.Event()
+
+        async def watcher():
+            started.set()
+            await asyncio.sleep(0.05)
+            holder["mw"].record_event("job.started", key=job_id)
+
+        holder["spawned"].append(asyncio.get_running_loop().create_task(watcher()))
+        await started.wait()
+        return {"job_id": job_id}
+
+    mw = instrument(app, [sink], identity_resolver=resolver, **kwargs)
+    holder["mw"] = mw
+    return app, sink, mw, holder["spawned"]
+
+
+async def call(app, mw, *calls):
+    async with Client(app) as client:
+        for tool, args in calls:
+            with contextlib.suppress(ToolError):
+                await client.call_tool(tool, args)
+    await mw.flush()
+
+
+class Resolver:
+    """Counts its invocations; returns a different user each time."""
+
+    def __init__(self, extra=None):
+        self.calls = 0
+        self.extra = extra or {}
+
+    def __call__(self, context):
+        self.calls += 1
+        return {
+            "user_sub": f"user-{self.calls}",
+            "caller_kind": "pat",
+            "client_id": "addon",
+            "org": "acme",
+            **self.extra,
+        }
+
+
+class AsyncResolver(Resolver):
+    async def __call__(self, context):
+        await asyncio.sleep(0)
+        return Resolver.__call__(self, context)
+
+
+IDENTITY = ("user-1", "pat", "addon")
+
+
+def ident(record):
+    return (record.user_sub, record.caller_kind, record.client_id)
+
+
+class TestEventIdentity:
+    @pytest.mark.parametrize("resolver_cls", [Resolver, AsyncResolver])
+    async def test_event_in_call_gets_resolver_identity(self, resolver_cls):
+        who = resolver_cls()
+        app, sink, mw, _ = make_app(who)
+        await call(app, mw, ("submit", {"job_id": "j1"}))
+        [rec] = sink.calls
+        [ev] = sink.events
+        assert ident(ev) == IDENTITY
+        assert ident(rec) == IDENTITY
+        assert ev.call_id == rec.id
+        assert rec.identity == {"org": "acme"}
+
+    async def test_sync_tool_event_gets_identity(self):
+        app, sink, mw, _ = make_app(Resolver())
+        await call(app, mw, ("submit_sync", {"job_id": "j1"}))
+        await asyncio.sleep(0.01)
+        await mw.flush()
+        [ev] = sink.events
+        assert ident(ev) == IDENTITY
+
+    async def test_llm_call_event_gets_identity(self):
+        app, sink, mw, _ = make_app(Resolver())
+        await call(app, mw, ("chat", {}))
+        [ev] = sink.events
+        assert ev.kind == "llm.call" and ident(ev) == IDENTITY
+
+    async def test_failing_call_event_and_record_share_identity(self):
+        app, sink, mw, _ = make_app(Resolver())
+        await call(app, mw, ("fails", {}))
+        [rec] = sink.calls
+        [ev] = sink.events
+        assert rec.outcome == "error"
+        assert ident(ev) == ident(rec) == IDENTITY
+
+    async def test_resolver_runs_once_per_call(self):
+        who = Resolver()
+        app, sink, mw, _ = make_app(who)
+        await call(
+            app,
+            mw,
+            ("submit", {"job_id": "a"}),
+            ("chat", {}),
+            ("fails", {}),
+            ("submit", {"job_id": "b"}),
+        )
+        assert who.calls == 4
+        assert [r.user_sub for r in sink.calls] == [
+            "user-1",
+            "user-2",
+            "user-3",
+            "user-4",
+        ]
+        # Each event carries its own call's identity.
+        assert [(e.user_sub, e.call_id) for e in sink.events] == [
+            (r.user_sub, r.id) for r in sink.calls
+        ]
+
+    async def test_explicit_identity_wins(self):
+        app, sink, mw, _ = make_app(Resolver())
+        await call(app, mw, ("submit_as", {"job_id": "j1"}))
+        [ev] = sink.events
+        assert ident(ev) == ("given-user", "given-kind", "given-client")
+        assert ident(sink.calls[0]) == IDENTITY
+
+    async def test_task_after_call_gets_no_identity(self):
+        who = Resolver()
+        app, sink, mw, spawned = make_app(who)
+        await call(app, mw, ("spawn", {"job_id": "j1"}))
+        await asyncio.gather(*spawned)
+        await mw.flush()
+        [rec] = sink.calls
+        [ev] = sink.events
+        assert ident(rec) == IDENTITY
+        assert ev.kind == "job.started"
+        assert ev.call_id is None and ev.session_id is None
+        assert ident(ev) == (None, None, None)
+        assert who.calls == 1
+
+    async def test_outside_call_unchanged(self):
+        who = Resolver()
+        app, sink, mw, _ = make_app(who)
+        mw.record_event("job.finished", key="j1")
+        mw.record_event("job.finished", key="j2", user_sub="u9", client_id="c9")
+        await mw.flush()
+        first, second = sink.events
+        assert ident(first) == (None, None, None) and first.call_id is None
+        assert ident(second) == ("u9", None, "c9")
+        assert who.calls == 0
+
+    async def test_identity_redacted_for_events(self):
+        token = "bmcp_abcdefgh12345678"
+        app, sink, mw, _ = make_app(Resolver({"caller_kind": f"pat:{token}"}))
+        await call(app, mw, ("submit", {"job_id": "j1"}))
+        [ev] = sink.events
+        assert ev.caller_kind == f"pat:{REDACTED}"
+        assert sink.calls[0].caller_kind == f"pat:{REDACTED}"
+
+    async def test_failing_resolver_leaves_identity_empty(self):
+        calls = []
+
+        def boom(context):
+            calls.append(1)
+            raise RuntimeError("resolver bug")
+
+        app, sink, mw, _ = make_app(boom)
+        await call(app, mw, ("submit", {"job_id": "j1"}))
+        [rec] = sink.calls
+        [ev] = sink.events
+        assert rec.ok and ev.call_id == rec.id
+        assert ev.user_sub is None and rec.user_sub is None
+        assert calls == [1]
+
+    async def test_slow_resolver_cut_off_before_tool(self):
+        async def slow(context):
+            await asyncio.sleep(5)
+            return {"user_sub": "late"}
+
+        app, sink, mw, _ = make_app(slow, hook_timeout=0.05)
+        await call(app, mw, ("submit", {"job_id": "j1"}))
+        [rec] = sink.calls
+        [ev] = sink.events
+        assert rec.user_sub is None and ev.user_sub is None and rec.ok
+
+    async def test_mode_off_runs_no_resolver(self):
+        who = Resolver()
+        app, sink, mw, _ = make_app(who, mode="off")
+        await call(app, mw, ("submit", {"job_id": "j1"}))
+        assert who.calls == 0 and sink.calls == [] and sink.events == []
+
+    async def test_excluded_tool_runs_no_resolver(self):
+        who = Resolver()
+        app, sink, mw, _ = make_app(who, exclude_tools={"submit"})
+        await call(app, mw, ("submit", {"job_id": "j1"}))
+        [ev] = sink.events
+        assert who.calls == 0 and ev.user_sub is None and ev.call_id is None
+
+
+# Logging
+
+
+def run_python(code, *args, env=None):
+    return subprocess.run(
+        [sys.executable, "-c", code, *args],
+        capture_output=True,
+        text=True,
+        timeout=60,
+        env=env,
+    )
+
+
+class TestLogging:
+    def test_import_configures_nothing_and_prints_nothing(self):
+        proc = run_python(
+            # FastMCP 2.x and 3.0 reset warning filters on import and authlib
+            # then warns; drop warnings so stderr holds only logging output.
+            "import warnings\nwarnings.showwarning = lambda *a, **k: None\n"
+            "import logging, fastmcp_feedback, fastmcp_feedback.instrumentation\n"
+            "root = logging.getLogger()\n"
+            "print(len(root.handlers), root.level)\n"
+            "print([type(h).__name__ for h in"
+            " logging.getLogger('fastmcp_feedback').handlers])\n"
+        )
+        assert proc.returncode == 0, proc.stderr
+        assert proc.stderr == ""
+        handlers, names = proc.stdout.splitlines()
+        assert handlers == f"0 {30}"  # no handler, level still WARNING
+        assert names == "['NullHandler']"
+
+    def test_import_logs_nothing_above_debug(self):
+        # A host that set up logging first sees only the DEBUG line.
+        proc = run_python(
+            "import logging, json\n"
+            "seen = []\n"
+            "class H(logging.Handler):\n"
+            "    def emit(self, r):\n"
+            "        if r.name.startswith('fastmcp_feedback'):\n"
+            "            seen.append((r.levelname, r.getMessage()))\n"
+            "logging.basicConfig(level=logging.DEBUG, handlers=[H()])\n"
+            "import fastmcp_feedback\n"
+            "print(json.dumps(seen))\n"
+        )
+        assert proc.returncode == 0, proc.stderr
+        seen = json.loads(proc.stdout.splitlines()[-1])
+        assert [level for level, _ in seen] == ["DEBUG"]
+        assert "initialized" in seen[0][1]
+
+    def test_setup_logging_is_opt_in(self):
+        proc = run_python("import fastmcp_feedback\nfastmcp_feedback.setup_logging()\n")
+        assert proc.returncode == 0
+        assert "fastmcp_feedback - INFO - FastMCP Feedback v" in proc.stderr
+
+    def test_package_info_matches_pyproject(self):
+        pyproject = ROOT / "pyproject.toml"
+        if not pyproject.exists():
+            pytest.skip("not running from a source checkout")
+        project = tomllib.loads(pyproject.read_text())["project"]
+        info = fastmcp_feedback.PACKAGE_INFO
+        assert info["version"] == fastmcp_feedback.__version__ == project["version"]
+
+        def reqs(items):
+            return {str(Requirement(r)) for r in items}
+
+        assert reqs(info["dependencies"]) == reqs(project["dependencies"])
+        extras = project["optional-dependencies"]
+        assert set(info["optional_dependencies"]) == set(extras)
+        for name, items in extras.items():
+            if any(r.startswith("fastmcp-feedback") for r in items):
+                continue  # self-references are expanded in the metadata
+            assert reqs(info["optional_dependencies"][name]) == reqs(items), name
+        assert info["classifiers"] == sorted(project["classifiers"])
+
+
+class TestBackfillCliLogging:
+    @pytest.fixture
+    def stored_db(self, tmp_path):
+        """A calls database with one error, written by the CLI's own sink."""
+        url = f"sqlite+aiosqlite:///{tmp_path}/calls.db"
+        code = (
+            "import asyncio, sys\n"
+            "from datetime import UTC, datetime\n"
+            "from fastmcp_feedback.instrumentation import DatabaseSink,"
+            " ToolCallRecord\n"
+            "async def main():\n"
+            "    sink = DatabaseSink(sys.argv[1], create_tables=True)\n"
+            "    await sink.write([ToolCallRecord(tool='t',"
+            " started_at=datetime.now(UTC), duration_ms=1, ok=False,"
+            " outcome='error', mode='meta', error_type='E',"
+            " error_message='broke')])\n"
+            "    await sink.ensure_embeddings()\n"
+            "    await sink.engine.dispose()\n"
+            "asyncio.run(main())\n"
+        )
+        proc = run_python(code, url)
+        assert proc.returncode == 0, proc.stderr
+        return url
+
+    def backfill(self, url, *flags):
+        env = {k: v for k, v in os.environ.items() if k != "FFB_EMBED_API_KEY"}
+        return subprocess.run(
+            [
+                sys.executable,
+                "-m",
+                "fastmcp_feedback.instrumentation.backfill",
+                "--database-url",
+                url,
+                "--dry-run",
+                *flags,
+            ],
+            capture_output=True,
+            text=True,
+            env=env,
+            timeout=60,
+        )
+
+    def test_verbose_logs_at_info(self, stored_db):
+        proc = self.backfill(stored_db, "-v")
+        assert proc.returncode == 0, proc.stderr
+        assert "INFO fastmcp_feedback.instrumentation.backfill: Backfill dry run" in (
+            proc.stderr
+        )
+        assert json.loads(proc.stdout.splitlines()[-1])["call_error"] == 1
+
+    def test_quiet_without_verbose(self, stored_db):
+        proc = self.backfill(stored_db)
+        assert proc.returncode == 0, proc.stderr
+        assert "INFO" not in proc.stderr
+        assert "initialized" not in proc.stderr

tests/unit/test_database_advanced.py

@@ -140,10 +140,10 @@ class TestDatabaseAdvancedOperations:
         stats = await get_database_stats(db)
         
         assert stats["total_count"] == 2
-        assert stats["by_type"]["BUG"] == 1
-        assert stats["by_type"]["FEATURE"] == 1
-        assert stats["by_status"]["OPEN"] == 1
-        assert stats["by_status"]["RESOLVED"] == 1
+        assert stats["by_type"]["bug"] == 1
+        assert stats["by_type"]["feature"] == 1
+        assert stats["by_status"]["open"] == 1
+        assert stats["by_status"]["resolved"] == 1
         assert stats["database_url"] == db.database_url
         assert stats["is_initialized"] is True
         
@@ -629,7 +629,7 @@ class TestDatabasePerformanceAndLimits:
         stats = await get_database_stats(db)
         assert stats["total_count"] == 1000
         assert len(stats["by_type"]) >= 1
-        assert stats["by_type"]["IMPROVEMENT"] == 1000
+        assert stats["by_type"]["improvement"] == 1000
         
         await db.close()
     

tests/unit/test_mixins.py

@@ -509,7 +509,7 @@ class TestMixinIntegration:
         # 5. Get statistics
         stats = await retrieval.get_feedback_statistics()
         assert stats["total_count"] >= 1
-        assert "IN_PROGRESS" in stats["by_status"]
+        assert "in_progress" in stats["by_status"]
         
         # 6. Final status update
         final_result = await management.update_feedback_status(

tests/unit/test_retention_sampling.py

@@ -155,7 +155,10 @@ class TestSampling:
         # A sampled-out call still returns its result.
         assert results[0].structured_content == {"status": "idle"}
 
-    async def test_sampled_out_ok_calls_skip_hooks(self):
+    async def test_sampled_out_ok_calls_skip_enricher(self):
+        # The identity resolver runs before the tool, when sampling cannot
+        # know yet whether the call will fail or record events; the enricher
+        # runs after, and only for calls that are kept.
         seen = []
 
         def who(context):
@@ -174,7 +177,7 @@ class TestSampling:
         )
         await call(app, mw, ("poll", {}))
         assert sink.records == []
-        assert seen == []
+        assert seen == ["identity"]
 
     async def test_unsampled_tools_recorded_without_rate_or_roll(self):
         rolls = Rolls()

uv.lock

@@ -601,7 +601,7 @@ wheels = [
 
 [[package]]
 name = "fastmcp-feedback"
-version = "2026.10.1.3"
+version = "2026.10.1.4"
 source = { editable = "." }
 dependencies = [
     { name = "fastmcp" },
@@ -630,6 +630,7 @@ dev = [
     { name = "asyncpg" },
     { name = "mypy" },
     { name = "pgvector" },
+    { name = "psycopg2-binary" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
     { name = "pytest-cov" },
@@ -655,6 +656,7 @@ test = [
     { name = "aiosqlite" },
     { name = "asyncpg" },
     { name = "pgvector" },
+    { name = "psycopg2-binary" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
     { name = "pytest-cov" },
@@ -676,7 +678,9 @@ requires-dist = [
     { name = "pgvector", marker = "extra == 'dev'", specifier = ">=0.5.0" },
     { name = "pgvector", marker = "extra == 'embeddings'", specifier = ">=0.5.0" },
     { name = "pgvector", marker = "extra == 'test'", specifier = ">=0.5.0" },
+    { name = "psycopg2-binary", marker = "extra == 'dev'", specifier = ">=2.9.0" },
     { name = "psycopg2-binary", marker = "extra == 'postgresql'", specifier = ">=2.9.0" },
+    { name = "psycopg2-binary", marker = "extra == 'test'", specifier = ">=2.9.0" },
     { name = "pydantic", specifier = ">=2.11.7" },
     { name = "pymysql", marker = "extra == 'mysql'", specifier = ">=1.1.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=8.2.0" },
@@ -1355,54 +1359,65 @@ wheels = [
 
 [[package]]
 name = "psycopg2-binary"
-version = "2.9.11"
+version = "2.9.13"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ac/6c/8767aaa597ba424643dc87348c6f1754dd9f48e80fdc1b9f7ca5c3a7c213/psycopg2-binary-2.9.11.tar.gz", hash = "sha256:b6aed9e096bf63f9e75edf2581aa9a7e7186d97ab5c177aa6c87797cd591236c", size = 379620, upload-time = "2025-10-10T11:14:48.041Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ed/76/7b4383014be0fcc6c1c0e24292845a14e1672cf17fca62ca0a2bd5f4563d/psycopg2_binary-2.9.13.tar.gz", hash = "sha256:e324ecf60f952d21dd11413b8bbed0951bbd99579a06fd06f28bfc37737cd373", size = 378112, upload-time = "2026-09-10T00:06:12.199Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c7/ae/8d8266f6dd183ab4d48b95b9674034e1b482a3f8619b33a0d86438694577/psycopg2_binary-2.9.11-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0e8480afd62362d0a6a27dd09e4ca2def6fa50ed3a4e7c09165266106b2ffa10", size = 3756452, upload-time = "2025-10-10T11:11:11.583Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/34/aa03d327739c1be70e09d01182619aca8ebab5970cd0cfa50dd8b9cec2ac/psycopg2_binary-2.9.11-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:763c93ef1df3da6d1a90f86ea7f3f806dc06b21c198fa87c3c25504abec9404a", size = 3863957, upload-time = "2025-10-10T11:11:16.932Z" },
-    { url = "https://files.pythonhosted.org/packages/48/89/3fdb5902bdab8868bbedc1c6e6023a4e08112ceac5db97fc2012060e0c9a/psycopg2_binary-2.9.11-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2e164359396576a3cc701ba8af4751ae68a07235d7a380c631184a611220d9a4", size = 4410955, upload-time = "2025-10-10T11:11:21.21Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/24/e18339c407a13c72b336e0d9013fbbbde77b6fd13e853979019a1269519c/psycopg2_binary-2.9.11-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:d57c9c387660b8893093459738b6abddbb30a7eab058b77b0d0d1c7d521ddfd7", size = 4468007, upload-time = "2025-10-10T11:11:24.831Z" },
-    { url = "https://files.pythonhosted.org/packages/91/7e/b8441e831a0f16c159b5381698f9f7f7ed54b77d57bc9c5f99144cc78232/psycopg2_binary-2.9.11-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2c226ef95eb2250974bf6fa7a842082b31f68385c4f3268370e3f3870e7859ee", size = 4165012, upload-time = "2025-10-10T11:11:29.51Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/61/4aa89eeb6d751f05178a13da95516c036e27468c5d4d2509bb1e15341c81/psycopg2_binary-2.9.11-cp311-cp311-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a311f1edc9967723d3511ea7d2708e2c3592e3405677bf53d5c7246753591fbb", size = 3981881, upload-time = "2025-10-30T02:55:07.332Z" },
-    { url = "https://files.pythonhosted.org/packages/76/a1/2f5841cae4c635a9459fe7aca8ed771336e9383b6429e05c01267b0774cf/psycopg2_binary-2.9.11-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:ebb415404821b6d1c47353ebe9c8645967a5235e6d88f914147e7fd411419e6f", size = 3650985, upload-time = "2025-10-10T11:11:34.975Z" },
-    { url = "https://files.pythonhosted.org/packages/84/74/4defcac9d002bca5709951b975173c8c2fa968e1a95dc713f61b3a8d3b6a/psycopg2_binary-2.9.11-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:f07c9c4a5093258a03b28fab9b4f151aa376989e7f35f855088234e656ee6a94", size = 3296039, upload-time = "2025-10-10T11:11:40.432Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/c2/782a3c64403d8ce35b5c50e1b684412cf94f171dc18111be8c976abd2de1/psycopg2_binary-2.9.11-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:00ce1830d971f43b667abe4a56e42c1e2d594b32da4802e44a73bacacb25535f", size = 3043477, upload-time = "2025-10-30T02:55:11.182Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/31/36a1d8e702aa35c38fc117c2b8be3f182613faa25d794b8aeaab948d4c03/psycopg2_binary-2.9.11-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:cffe9d7697ae7456649617e8bb8d7a45afb71cd13f7ab22af3e5c61f04840908", size = 3345842, upload-time = "2025-10-10T11:11:45.366Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/b4/a5375cda5b54cb95ee9b836930fea30ae5a8f14aa97da7821722323d979b/psycopg2_binary-2.9.11-cp311-cp311-win_amd64.whl", hash = "sha256:304fd7b7f97eef30e91b8f7e720b3db75fee010b520e434ea35ed1ff22501d03", size = 2713894, upload-time = "2025-10-10T11:11:48.775Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/91/f870a02f51be4a65987b45a7de4c2e1897dd0d01051e2b559a38fa634e3e/psycopg2_binary-2.9.11-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:be9b840ac0525a283a96b556616f5b4820e0526addb8dcf6525a0fa162730be4", size = 3756603, upload-time = "2025-10-10T11:11:52.213Z" },
-    { url = "https://files.pythonhosted.org/packages/27/fa/cae40e06849b6c9a95eb5c04d419942f00d9eaac8d81626107461e268821/psycopg2_binary-2.9.11-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f090b7ddd13ca842ebfe301cd587a76a4cf0913b1e429eb92c1be5dbeb1a19bc", size = 3864509, upload-time = "2025-10-10T11:11:56.452Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/75/364847b879eb630b3ac8293798e380e441a957c53657995053c5ec39a316/psycopg2_binary-2.9.11-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ab8905b5dcb05bf3fb22e0cf90e10f469563486ffb6a96569e51f897c750a76a", size = 4411159, upload-time = "2025-10-10T11:12:00.49Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/a0/567f7ea38b6e1c62aafd58375665a547c00c608a471620c0edc364733e13/psycopg2_binary-2.9.11-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:bf940cd7e7fec19181fdbc29d76911741153d51cab52e5c21165f3262125685e", size = 4468234, upload-time = "2025-10-10T11:12:04.892Z" },
-    { url = "https://files.pythonhosted.org/packages/30/da/4e42788fb811bbbfd7b7f045570c062f49e350e1d1f3df056c3fb5763353/psycopg2_binary-2.9.11-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:fa0f693d3c68ae925966f0b14b8edda71696608039f4ed61b1fe9ffa468d16db", size = 4166236, upload-time = "2025-10-10T11:12:11.674Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/94/c1777c355bc560992af848d98216148be5f1be001af06e06fc49cbded578/psycopg2_binary-2.9.11-cp312-cp312-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a1cf393f1cdaf6a9b57c0a719a1068ba1069f022a59b8b1fe44b006745b59757", size = 3983083, upload-time = "2025-10-30T02:55:15.73Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/42/c9a21edf0e3daa7825ed04a4a8588686c6c14904344344a039556d78aa58/psycopg2_binary-2.9.11-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ef7a6beb4beaa62f88592ccc65df20328029d721db309cb3250b0aae0fa146c3", size = 3652281, upload-time = "2025-10-10T11:12:17.713Z" },
-    { url = "https://files.pythonhosted.org/packages/12/22/dedfbcfa97917982301496b6b5e5e6c5531d1f35dd2b488b08d1ebc52482/psycopg2_binary-2.9.11-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:31b32c457a6025e74d233957cc9736742ac5a6cb196c6b68499f6bb51390bd6a", size = 3298010, upload-time = "2025-10-10T11:12:22.671Z" },
-    { url = "https://files.pythonhosted.org/packages/66/ea/d3390e6696276078bd01b2ece417deac954dfdd552d2edc3d03204416c0c/psycopg2_binary-2.9.11-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:edcb3aeb11cb4bf13a2af3c53a15b3d612edeb6409047ea0b5d6a21a9d744b34", size = 3044641, upload-time = "2025-10-30T02:55:19.929Z" },
-    { url = "https://files.pythonhosted.org/packages/12/9a/0402ded6cbd321da0c0ba7d34dc12b29b14f5764c2fc10750daa38e825fc/psycopg2_binary-2.9.11-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:62b6d93d7c0b61a1dd6197d208ab613eb7dcfdcca0a49c42ceb082257991de9d", size = 3347940, upload-time = "2025-10-10T11:12:26.529Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/d2/99b55e85832ccde77b211738ff3925a5d73ad183c0b37bcbbe5a8ff04978/psycopg2_binary-2.9.11-cp312-cp312-win_amd64.whl", hash = "sha256:b33fabeb1fde21180479b2d4667e994de7bbf0eec22832ba5d9b5e4cf65b6c6d", size = 2714147, upload-time = "2025-10-10T11:12:29.535Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/a8/a2709681b3ac11b0b1786def10006b8995125ba268c9a54bea6f5ae8bd3e/psycopg2_binary-2.9.11-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b8fb3db325435d34235b044b199e56cdf9ff41223a4b9752e8576465170bb38c", size = 3756572, upload-time = "2025-10-10T11:12:32.873Z" },
-    { url = "https://files.pythonhosted.org/packages/62/e1/c2b38d256d0dafd32713e9f31982a5b028f4a3651f446be70785f484f472/psycopg2_binary-2.9.11-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:366df99e710a2acd90efed3764bb1e28df6c675d33a7fb40df9b7281694432ee", size = 3864529, upload-time = "2025-10-10T11:12:36.791Z" },
-    { url = "https://files.pythonhosted.org/packages/11/32/b2ffe8f3853c181e88f0a157c5fb4e383102238d73c52ac6d93a5c8bffe6/psycopg2_binary-2.9.11-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:8c55b385daa2f92cb64b12ec4536c66954ac53654c7f15a203578da4e78105c0", size = 4411242, upload-time = "2025-10-10T11:12:42.388Z" },
-    { url = "https://files.pythonhosted.org/packages/10/04/6ca7477e6160ae258dc96f67c371157776564679aefd247b66f4661501a2/psycopg2_binary-2.9.11-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:c0377174bf1dd416993d16edc15357f6eb17ac998244cca19bc67cdc0e2e5766", size = 4468258, upload-time = "2025-10-10T11:12:48.654Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/7e/6a1a38f86412df101435809f225d57c1a021307dd0689f7a5e7fe83588b1/psycopg2_binary-2.9.11-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5c6ff3335ce08c75afaed19e08699e8aacf95d4a260b495a4a8545244fe2ceb3", size = 4166295, upload-time = "2025-10-10T11:12:52.525Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/7d/c07374c501b45f3579a9eb761cbf2604ddef3d96ad48679112c2c5aa9c25/psycopg2_binary-2.9.11-cp313-cp313-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:84011ba3109e06ac412f95399b704d3d6950e386b7994475b231cf61eec2fc1f", size = 3983133, upload-time = "2025-10-30T02:55:24.329Z" },
-    { url = "https://files.pythonhosted.org/packages/82/56/993b7104cb8345ad7d4516538ccf8f0d0ac640b1ebd8c754a7b024e76878/psycopg2_binary-2.9.11-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ba34475ceb08cccbdd98f6b46916917ae6eeb92b5ae111df10b544c3a4621dc4", size = 3652383, upload-time = "2025-10-10T11:12:56.387Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/ac/eaeb6029362fd8d454a27374d84c6866c82c33bfc24587b4face5a8e43ef/psycopg2_binary-2.9.11-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:b31e90fdd0f968c2de3b26ab014314fe814225b6c324f770952f7d38abf17e3c", size = 3298168, upload-time = "2025-10-10T11:13:00.403Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/39/50c3facc66bded9ada5cbc0de867499a703dc6bca6be03070b4e3b65da6c/psycopg2_binary-2.9.11-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:d526864e0f67f74937a8fce859bd56c979f5e2ec57ca7c627f5f1071ef7fee60", size = 3044712, upload-time = "2025-10-30T02:55:27.975Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/8e/b7de019a1f562f72ada81081a12823d3c1590bedc48d7d2559410a2763fe/psycopg2_binary-2.9.11-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:04195548662fa544626c8ea0f06561eb6203f1984ba5b4562764fbeb4c3d14b1", size = 3347549, upload-time = "2025-10-10T11:13:03.971Z" },
-    { url = "https://files.pythonhosted.org/packages/80/2d/1bb683f64737bbb1f86c82b7359db1eb2be4e2c0c13b947f80efefa7d3e5/psycopg2_binary-2.9.11-cp313-cp313-win_amd64.whl", hash = "sha256:efff12b432179443f54e230fdf60de1f6cc726b6c832db8701227d089310e8aa", size = 2714215, upload-time = "2025-10-10T11:13:07.14Z" },
-    { url = "https://files.pythonhosted.org/packages/64/12/93ef0098590cf51d9732b4f139533732565704f45bdc1ffa741b7c95fb54/psycopg2_binary-2.9.11-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:92e3b669236327083a2e33ccfa0d320dd01b9803b3e14dd986a4fc54aa00f4e1", size = 3756567, upload-time = "2025-10-10T11:13:11.885Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/a9/9d55c614a891288f15ca4b5209b09f0f01e3124056924e17b81b9fa054cc/psycopg2_binary-2.9.11-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:e0deeb03da539fa3577fcb0b3f2554a97f7e5477c246098dbb18091a4a01c16f", size = 3864755, upload-time = "2025-10-10T11:13:17.727Z" },
-    { url = "https://files.pythonhosted.org/packages/13/1e/98874ce72fd29cbde93209977b196a2edae03f8490d1bd8158e7f1daf3a0/psycopg2_binary-2.9.11-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9b52a3f9bb540a3e4ec0f6ba6d31339727b2950c9772850d6545b7eae0b9d7c5", size = 4411646, upload-time = "2025-10-10T11:13:24.432Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/bd/a335ce6645334fb8d758cc358810defca14a1d19ffbc8a10bd38a2328565/psycopg2_binary-2.9.11-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:db4fd476874ccfdbb630a54426964959e58da4c61c9feba73e6094d51303d7d8", size = 4468701, upload-time = "2025-10-10T11:13:29.266Z" },
-    { url = "https://files.pythonhosted.org/packages/44/d6/c8b4f53f34e295e45709b7568bf9b9407a612ea30387d35eb9fa84f269b4/psycopg2_binary-2.9.11-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:47f212c1d3be608a12937cc131bd85502954398aaa1320cb4c14421a0ffccf4c", size = 4166293, upload-time = "2025-10-10T11:13:33.336Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/e0/f8cc36eadd1b716ab36bb290618a3292e009867e5c97ce4aba908cb99644/psycopg2_binary-2.9.11-cp314-cp314-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e35b7abae2b0adab776add56111df1735ccc71406e56203515e228a8dc07089f", size = 3983184, upload-time = "2025-10-30T02:55:32.483Z" },
-    { url = "https://files.pythonhosted.org/packages/53/3e/2a8fe18a4e61cfb3417da67b6318e12691772c0696d79434184a511906dc/psycopg2_binary-2.9.11-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fcf21be3ce5f5659daefd2b3b3b6e4727b028221ddc94e6c1523425579664747", size = 3652650, upload-time = "2025-10-10T11:13:38.181Z" },
-    { url = "https://files.pythonhosted.org/packages/76/36/03801461b31b29fe58d228c24388f999fe814dfc302856e0d17f97d7c54d/psycopg2_binary-2.9.11-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:9bd81e64e8de111237737b29d68039b9c813bdf520156af36d26819c9a979e5f", size = 3298663, upload-time = "2025-10-10T11:13:44.878Z" },
-    { url = "https://files.pythonhosted.org/packages/97/77/21b0ea2e1a73aa5fa9222b2a6b8ba325c43c3a8d54272839c991f2345656/psycopg2_binary-2.9.11-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:32770a4d666fbdafab017086655bcddab791d7cb260a16679cc5a7338b64343b", size = 3044737, upload-time = "2025-10-30T02:55:35.69Z" },
-    { url = "https://files.pythonhosted.org/packages/67/69/f36abe5f118c1dca6d3726ceae164b9356985805480731ac6712a63f24f0/psycopg2_binary-2.9.11-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c3cb3a676873d7506825221045bd70e0427c905b9c8ee8d6acd70cfcbd6e576d", size = 3347643, upload-time = "2025-10-10T11:13:53.499Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/36/9c0c326fe3a4227953dfb29f5d0c8ae3b8eb8c1cd2967aa569f50cb3c61f/psycopg2_binary-2.9.11-cp314-cp314-win_amd64.whl", hash = "sha256:4012c9c954dfaccd28f94e84ab9f94e12df76b4afb22331b1f0d3154893a6316", size = 2803913, upload-time = "2025-10-10T11:13:57.058Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/03/639c96ff8ffb933868252308a9917ff4170d8c7f4bd16cd0ea2536814126/psycopg2_binary-2.9.13-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d19aec88857d2a52f99eefcefdbbb45921fb2f777bee5186a355a23d9cf8a0b9", size = 3725651, upload-time = "2026-09-09T23:54:29.277Z" },
+    { url = "https://files.pythonhosted.org/packages/53/5e/d50eb688e7e6dfd1499e68cf2d02f44a348b88f381cbc2bebeed15e345f4/psycopg2_binary-2.9.13-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:32cd049095135d2b69e824aea9056745a4aaaa9115a9febbc65584793665d0d0", size = 3817384, upload-time = "2026-09-09T23:54:31.118Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/f3/4004cfbbfc52b9b13ffd499f2103eb05246e92828c7237d2c198e028b95c/psycopg2_binary-2.9.13-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:6e696297891b56ff0115f0665de6ad774e1e301e4f60745b8d5024001ae7c2f6", size = 4585497, upload-time = "2026-09-09T23:54:33.169Z" },
+    { url = "https://files.pythonhosted.org/packages/97/63/057c65532bd12cdf9d4f568e59c2a078a38e9ba8f7f251292968dc781905/psycopg2_binary-2.9.13-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:930e7e58b33a4f9c39e7532d7a40147925cf3372baed4229cbebe0cf3ba9ce6b", size = 4281172, upload-time = "2026-09-09T23:54:35.747Z" },
+    { url = "https://files.pythonhosted.org/packages/43/4b/9fd928eaea9ec1e8d74fed83c9e82826f830506ba0d8c58a8fd41ca93656/psycopg2_binary-2.9.13-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3aea95340825f5ff236e7b40f0b5602c2c77a1e95943f71fae34909834043d29", size = 5900973, upload-time = "2026-09-09T23:54:37.866Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/2b/59e1519a22622169e2244f12227b3acde6114ea531a349292f455ab8503f/psycopg2_binary-2.9.13-cp311-cp311-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:27e539b4cafd5e03dcd32921db1b12dd72fe549dd06bae6d4d2a5b5838465f24", size = 4118611, upload-time = "2026-09-09T23:54:39.739Z" },
+    { url = "https://files.pythonhosted.org/packages/87/c7/c3d84e330d1584efa0560b756914f9128b1b6fa2aba93fde54bf101d4f65/psycopg2_binary-2.9.13-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:0a6444ac48e2c04f691c2ddd542b38ba30c89463a2d446b3d74ec7d8fc90c964", size = 3659643, upload-time = "2026-09-09T23:54:41.882Z" },
+    { url = "https://files.pythonhosted.org/packages/af/fc/317d248503aa29a5051ee49a7253daffe1c57e43ba174020e00bbd87c479/psycopg2_binary-2.9.13-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:8cb734989420c18ca1b71a82da880e11988f5ff3fcdaadd669161de3e98794ac", size = 3305145, upload-time = "2026-09-09T23:54:43.818Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/d2/8b23c57591c6d29a463748ffc634401ce14719dba7e78ab91bcbeac70934/psycopg2_binary-2.9.13-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:f47f23db2d70db39cfb714b64fd5df76595b51b2ec0a669710a78f2dceb0c3f8", size = 3051614, upload-time = "2026-09-09T23:54:45.548Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/f2/b10a046cc19ab1e01b92226eeb6e8653be7e6691939991b2f347995831b1/psycopg2_binary-2.9.13-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f28b5f2fa8154d0d97e97a664136f58d1639ca008d45d6e09e69fff24826abee", size = 3353133, upload-time = "2026-09-09T23:54:47.285Z" },
+    { url = "https://files.pythonhosted.org/packages/40/2c/dd379facaa4bd41d7b04711ff30931ca62981c00a91502250ffb49da08a7/psycopg2_binary-2.9.13-cp311-cp311-win_amd64.whl", hash = "sha256:70d091f5c3a6177fac50c0da20181ce0e0c053f1e43c872d5f75bd6d9429c020", size = 2771441, upload-time = "2026-09-09T23:54:49.016Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/d1/d0125c56b865e3bc9f318d84930b2df71a729229dbb0ce12de748a82a6d7/psycopg2_binary-2.9.13-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2bf9f97a6df69a5d89d054b8cf5257a0916096c479800715fbfe7974dbcb3a26", size = 3725735, upload-time = "2026-09-09T23:54:51.182Z" },
+    { url = "https://files.pythonhosted.org/packages/54/a5/b5a73d0910555e38ee12c49c1740855f8a1e9776e87d65f0c51e1bab762a/psycopg2_binary-2.9.13-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:07b7bd9f410650c34c3532162cc329f112368d78a3fc8668cb1ea9df61bc11bf", size = 3818000, upload-time = "2026-09-09T23:54:53.229Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/43/3e4783f62ae3f4fc19a5acf8d1c394df54458f1336febe188f317556d2a7/psycopg2_binary-2.9.13-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:0463c00f946517f3e69192a59e6601e023ff9de45ad0a875eda3d6b1bebeb7ce", size = 4585760, upload-time = "2026-09-09T23:54:55.313Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/c4/a9a67ae65ad3d567eb0fc9cdf9a5a2783b779aecdcdc8945f1807b13d99e/psycopg2_binary-2.9.13-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e3861eba31f8ea8663fd876166b032fd89179e42aa63764d6feb281f13f9eb60", size = 4282380, upload-time = "2026-09-09T23:54:57.362Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/db/9d459d3da12e0b841cf1596579455aaa27e9e593e3e9a5a4ded5a55a7c15/psycopg2_binary-2.9.13-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3dc3372b3731b3ef23407fe06b94f640ef87a2bda242fa386033d5589c87514a", size = 5902039, upload-time = "2026-09-09T23:55:01.955Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/53/21079c10a581c50b6817498eda7c3481c1b3cdb41482bd08ebfccd3664c4/psycopg2_binary-2.9.13-cp312-cp312-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0405dd4d97720e7ab177aa02e493f524907c4cb3c445ac173e2627948d3d0528", size = 4119840, upload-time = "2026-09-09T23:55:04.336Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/ce/71e8d9e1b4f3e78157b49a5abdff50d915e95f2812550f6c9b4f2e4d5e94/psycopg2_binary-2.9.13-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:b6ae51708201f501a171b02419d0c30878a743c369c9054eb1289f0f8d5979e2", size = 3661077, upload-time = "2026-09-09T23:55:06.118Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/54/b17616472f09a0fae96f8852692948b7eaa7c971d7629696da0e5932d996/psycopg2_binary-2.9.13-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:81682c227cc1849c4a6adf7b85274229073bb4c9d6ad5697222c695dcea5a8a7", size = 3307202, upload-time = "2026-09-09T23:55:08.061Z" },
+    { url = "https://files.pythonhosted.org/packages/77/c7/d9737e222a377dac67a0ce0a2c73e7231a57f5cf18bb35a65d5c8d45d5d2/psycopg2_binary-2.9.13-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:13d955f6054a705a19554364fe9888d0a6e8b0746dc7ebc08a447c7b4fd4145c", size = 3052893, upload-time = "2026-09-09T23:55:10.209Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/3d/c406c9f698f518c264381192c2bdf8952ee84e469ffa9f82db1411f57385/psycopg2_binary-2.9.13-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:7e2405196a8cfe6cd3e54172a54452dcf85c241eaf2e9dde7190d7469f7f5ef7", size = 3355210, upload-time = "2026-09-09T23:55:11.883Z" },
+    { url = "https://files.pythonhosted.org/packages/27/64/6e3a96699770af2d0d49a2002f722c69b656fc27623ff89281cf2b109644/psycopg2_binary-2.9.13-cp312-cp312-win_amd64.whl", hash = "sha256:376ebf7d8aee4b7386b2bac31fdc27911e7e57cd0a88f1e038b8b149398ac008", size = 2767784, upload-time = "2026-09-09T23:55:13.823Z" },
+    { url = "https://files.pythonhosted.org/packages/82/0a/795f2869788373cf7d08410341a444196e8ccebbac07a70a8f9a1f60e72f/psycopg2_binary-2.9.13-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:4d66bfd44a46eb88cff0287929a4193fb45166b6c1f84bb1b233cc17ece0813c", size = 3725723, upload-time = "2026-09-09T23:55:15.887Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/63/5a9633f4563a73beba69b20a846ddd14c1c6ac072f5e8aab0da97ffabc2a/psycopg2_binary-2.9.13-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f818161d2302b3b3e9c75d5a1d0a5c5679e92e45cfec6432b9d5432dde5ff1f1", size = 3817976, upload-time = "2026-09-09T23:55:18.025Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/e2/b2e3b3a4331dc8b58e328cda30f3d0cc43a94b7aaf0c8383efd53dd10e95/psycopg2_binary-2.9.13-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:31db6cba66df5231dfd91d9f69188bec3fe6c8baae384e93a0ce792067ee2d98", size = 4585813, upload-time = "2026-09-09T23:55:20.112Z" },
+    { url = "https://files.pythonhosted.org/packages/56/5c/87daea77c4132114d1a5da3a4928dd59446c3b3cc73d288cae08cf0b91a6/psycopg2_binary-2.9.13-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f04ada42bcd537adbaf8b7f3140237a204e452a88d0c1831cfce69f7d2e59f4e", size = 4282438, upload-time = "2026-09-09T23:55:22.329Z" },
+    { url = "https://files.pythonhosted.org/packages/91/e5/56f9efdc9337acbd1a75798d97163183b63a1babc17602f7163009506c96/psycopg2_binary-2.9.13-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aa37089795bd9701576edc2eb5849ce77a439eda9dfdfa47857449332cfa5292", size = 5902064, upload-time = "2026-09-09T23:55:24.37Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/15/f7ed0b90b47b73a9087306b42267eccfd919f92c0fb057e46bd2fa2efa4d/psycopg2_binary-2.9.13-cp313-cp313-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:41c2eb569ebd0e1b02d30d361a46932923b193fe1b5e641fb4d547c75e218955", size = 4119848, upload-time = "2026-09-09T23:55:26.433Z" },
+    { url = "https://files.pythonhosted.org/packages/42/08/3091347b9fc5766e979aba6b0756ad14ce867a6bb245f3d69ac71fb768c6/psycopg2_binary-2.9.13-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3f699a5225094a5c61402984e2fc1eca20e940223e76767c88189efb0c313f69", size = 3661129, upload-time = "2026-09-09T23:55:28.449Z" },
+    { url = "https://files.pythonhosted.org/packages/34/c4/4f9a84d55484c9794b364548eb6e1fe10a57f123afd19729e5a1cc8ad7fc/psycopg2_binary-2.9.13-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:5f04ae99c9fbb94c3197ec88599ed7db921f6adcddfe83687a74c7ead4037c22", size = 3307262, upload-time = "2026-09-09T23:55:30.384Z" },
+    { url = "https://files.pythonhosted.org/packages/83/42/6eba8306a61dc890805ae475a9e71790a1c5461ccacbd4f0a1f3f57b40f0/psycopg2_binary-2.9.13-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:81404c37e0344ebcf10aac127d33d35137e5dbab1daf9f3deee46188fd5879c2", size = 3052898, upload-time = "2026-09-09T23:55:32.961Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/5d/42a8935ab280e8dcd7c07a655c0c3d25d62e9e242be1961ac14630f1294a/psycopg2_binary-2.9.13-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:feb7b1856f6ca805cc0e08739858f6cdfed8ce903390126af30343c62899a389", size = 3355265, upload-time = "2026-09-09T23:55:35.071Z" },
+    { url = "https://files.pythonhosted.org/packages/87/c2/0e0ffb4caeb651631cbc6c8ead83e2a16457750b1d2eb7f5ef111c1f4d36/psycopg2_binary-2.9.13-cp313-cp313-win_amd64.whl", hash = "sha256:691da68ae5dd7c3ac77514357d35ece7b1ba8b5f3e6c92735198aa6159c355c8", size = 2767914, upload-time = "2026-09-09T23:55:37.14Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/32/897c074cb99fbdda7d34b0a2546097a59162bb3d04c0d546ae4ec82345e3/psycopg2_binary-2.9.13-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:2ca263643ae37998ae04d18e431df34d0d61f12b47640dab585f14b6dbe00798", size = 3725788, upload-time = "2026-09-09T23:55:39.04Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/f4/e3a789de34c9ac25d20b25c2be583da16394a2ba0926da1c863653831f41/psycopg2_binary-2.9.13-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:4c0214c7da18a28d108aa7108c8a3cca8035c7911ec97ef9ec0827569c9a2720", size = 3818111, upload-time = "2026-09-09T23:55:40.979Z" },
+    { url = "https://files.pythonhosted.org/packages/72/29/647724c43ac510dbc59b80e20e85d439deb94f5d5a024153c32330fa041d/psycopg2_binary-2.9.13-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:5d89e064bb12b40cad696cf4975e6da86f8c60f14cd06cb6c1bc0a7f5d01761f", size = 4586235, upload-time = "2026-09-09T23:55:43.012Z" },
+    { url = "https://files.pythonhosted.org/packages/91/ad/7f52f92cc65c23778daff7eec4ee2099236694a0a4723a5f180d0708b607/psycopg2_binary-2.9.13-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:190c18b97d9ef72f2e88c451b6588af90d6bd7bf54cb94b963280dc86a2c7076", size = 4282424, upload-time = "2026-09-09T23:55:44.843Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/2a/1a472059b198942d99651656e2bc610575584478bfe68d297ecabbd4887f/psycopg2_binary-2.9.13-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c00ebe9a2f31151aade0db233dc1446513a95e92c39ce055ee097af0ae86be1c", size = 5902365, upload-time = "2026-09-09T23:55:46.619Z" },
+    { url = "https://files.pythonhosted.org/packages/91/1a/171ea5dac7b3a0fa57b3cb59c2ad6d7b8bc60732368fecfd2ed1f1288392/psycopg2_binary-2.9.13-cp314-cp314-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:5085f7ff7b1e890f279577cedeb8c628957869a340fa34a39f7f406500b3c916", size = 4119938, upload-time = "2026-09-09T23:55:49.381Z" },
+    { url = "https://files.pythonhosted.org/packages/41/ce/3c6d4ad71853a59eee6a575fe36df4bb40752a9735a27bd62af66b454ed5/psycopg2_binary-2.9.13-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:4e55357d1943673d491bbabb171c891704fc6a22441fea539e05a5c27a79ea3c", size = 3661557, upload-time = "2026-09-09T23:55:51.269Z" },
+    { url = "https://files.pythonhosted.org/packages/10/a3/1819a01bf951eab2afb5ca2a3d11f50500bf536fecff088154372a8d1985/psycopg2_binary-2.9.13-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:3e60b06ec7f9dc3e5f1106d12706514b6d6b92c3dc438fcdf4e43e65cc660d1b", size = 3307770, upload-time = "2026-09-09T23:55:53.196Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/df/22f4aec952cd5b2dd02f438399583ed69f7d04b90e7c31659d9571bbe188/psycopg2_binary-2.9.13-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:dde942b46ce20f6c4464cdf551f3293207f803f4e4354454eb1f5599c3eb1fa1", size = 3052935, upload-time = "2026-09-09T23:55:55.117Z" },
+    { url = "https://files.pythonhosted.org/packages/95/42/aab651bc22bafa961806ca3b21027bb0739a2730b0e6f7f0778baeb95e67/psycopg2_binary-2.9.13-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:215777c62ce81c3b487cefdb6a41969944eb982309f91349ff3ca0323d6f17ed", size = 3355387, upload-time = "2026-09-09T23:55:57.366Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/af/3b8220633eaf955e95ea7be67d76e81a0d1cd3c76362ea504b91ffa079db/psycopg2_binary-2.9.13-cp314-cp314-win_amd64.whl", hash = "sha256:f3088eb80f58ed933c62d87128741d31e786edc862e23266d3c286763d646de0", size = 2863890, upload-time = "2026-09-09T23:55:59.056Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/f1/377d17fc8425220d17552691cd2b97aa232da92173f5dead71278b83f8ab/psycopg2_binary-2.9.13-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:38397def2d794ffde9db80f63d6820253e61b17483112652a318355f51a56f50", size = 3725913, upload-time = "2026-09-09T23:56:00.736Z" },
+    { url = "https://files.pythonhosted.org/packages/67/64/27208e67cd6e663f69bf7bf905cf69db066a015c90ac9ca948a56a8e9d78/psycopg2_binary-2.9.13-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:dff5c70ed9789ccb0d97ff4a7da51dc523a255c4ec95df188fa5d44adcae4ea8", size = 3818303, upload-time = "2026-09-09T23:56:02.551Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/98/67d2f34a1d18367b5f655bdd101759f8474286c74ffe701b7d6e3abd7fda/psycopg2_binary-2.9.13-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:08d3b81a6a91775c937abf97d4c58fc9142e8e35fb91c387d24f81d15c98e6cf", size = 4586508, upload-time = "2026-09-09T23:56:04.706Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/47/46c227deaf322dceafa0b7b321b4e5de9cc797014b7a353349b2e09b1118/psycopg2_binary-2.9.13-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:541a487a9ccd72b5e38f37f27b0ce78cb7eb3e336e7b5277d45463010c03a7a8", size = 4282383, upload-time = "2026-09-09T23:56:06.678Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/3c/e8705ffa381160d842eaf06a8446e8416f1a2497dd70a7e62277f3be6e7a/psycopg2_binary-2.9.13-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:562fe2a43b30e781848dce63d9080c15414c777c96df348c4342558338cc7bf3", size = 5902765, upload-time = "2026-09-09T23:56:08.634Z" },
+    { url = "https://files.pythonhosted.org/packages/53/cc/359821c18317228b8032456a3740c98045b719ed003a594b9ebac9330b86/psycopg2_binary-2.9.13-cp315-cp315-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:dddfe650e7dda464d676c27fbedb5061f1ad05e1604627f54c770d7f799d36e9", size = 4122849, upload-time = "2026-09-09T23:56:10.671Z" },
+    { url = "https://files.pythonhosted.org/packages/17/e5/4d935acb6d3258c7a767b3d527e54c0b537649101b55002a5dbcfe747e2a/psycopg2_binary-2.9.13-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:4ff0f575cbb14f30445858dcfdd751e043486f5290915df78a9818bc74042eff", size = 3662084, upload-time = "2026-09-09T23:56:12.316Z" },
+    { url = "https://files.pythonhosted.org/packages/89/56/9e9bbc7c773c5de7bb25dd35d7f041c2a6f0fcfa9207a1ceaf01a1bc687c/psycopg2_binary-2.9.13-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:d79530b4c1af657d5620a1d21b8e39f2996aa06821d5564d05b22d6b8cd413d0", size = 3308077, upload-time = "2026-09-09T23:56:15.262Z" },
+    { url = "https://files.pythonhosted.org/packages/36/fa/ed742cd4e5dbddcb44702f9c4a97f7f5b62d97e3d9d00907ecc8ac750ef4/psycopg2_binary-2.9.13-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:6ede8595767e19d30a7e8a84a7d47bfde6176d45d194fed08dbb68d1584a780b", size = 3055143, upload-time = "2026-09-09T23:56:17.168Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/3a/5c2cb71a844ee236be2ce91b286d797e34a21489909357c7cfba0f5c0197/psycopg2_binary-2.9.13-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:0ebcf3c4266a695df9d0ef51296155f60c86ac51cf82f0d0dd2e827255a891c5", size = 3355374, upload-time = "2026-09-09T23:56:18.793Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/30/3991c9fdcca90a5a1e55435292f4d74d176da2be15f3998f6858da3658cc/psycopg2_binary-2.9.13-cp315-cp315-win_amd64.whl", hash = "sha256:1752b9821f1377404d65ac43af03d59a1eccc57fb2c1eb8305f9a3fe8eb7a8ba", size = 2867246, upload-time = "2026-09-09T23:56:20.501Z" },
 ]
 
 [[package]]