Self-hostable STT evaluation toolkit: compare providers on WER, latency, cost, and streaming UX
Project description
STT Bench
Self-hostable STT evaluation toolkit for comparing speech-to-text providers on quality (WER/chrF), streaming latency, cost, and a dictation-oriented vibe score.
This is not a Whisper demo. It is a reproducible harness for builders choosing STT for dictation and voice-agent systems — CLI + local Docker service + PR-friendly reports.
PyPI package name: stt-eval-bench (the name stt-bench was already taken on PyPI). CLI command remains stt-bench.
Quick start (2 minutes)
pip install stt-eval-bench
stt-bench benchmark run --provider mock --force
stt-bench report --format markdown
stt-bench results leaderboard
No API keys required for mock runs.
From source / editable install:
git clone https://github.com/BrickerP/stt-bench.git
cd stt-bench
pip install -e ".[dev]"
What you get
| Surface | Description |
|---|---|
| CLI | compare, listen, benchmark, report, results |
| Local service | stt-bench serve or docker compose up — FastAPI + SQLite |
| Providers | mock, whisper, deepgram, assemblyai (pluggable) |
| Reports | Markdown suitable for PR comments |
Self-host in 60s
docker compose up --build -d
curl -s http://127.0.0.1:8766/healthz
curl -s http://127.0.0.1:8766/version
Details: docs/service.md
With real providers
cp .env.example .env # OPENAI_API_KEY / DEEPGRAM_API_KEY / ASSEMBLYAI_API_KEY
stt-bench listen 1089-134686-0000_noisy
stt-bench compare --all
Dataset
31 samples in data/manifest.json (LibriSpeech subset + one noisy clip).
stt-bench samples
stt-bench dataset validate
Metrics
WER · chrF · punctuation F1 · TTFT · RTF · cost · vibe score — see stt-bench math.
Contributing
See CONTRIBUTING.md and docs/providers.md.
Maturity / Codex-for-OSS execution gate: docs/OSS_MATURITY.md.
Architecture: DESIGN.md.
License
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file stt_eval_bench-0.1.1.tar.gz.
File metadata
- Download URL: stt_eval_bench-0.1.1.tar.gz
- Upload date:
- Size: 41.7 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
ab5a3ad76b79b5646b2a0fb7ce23403272e52873757a442927e06ad72432423a
|
|
| MD5 |
20458001415ed232602ed945937e781b
|
|
| BLAKE2b-256 |
9de860847477c2f0d9974064e60afd024c7e872c56e09143a53b2b4eeed18f3d
|
Provenance
The following attestation bundles were made for stt_eval_bench-0.1.1.tar.gz:
Publisher:
release.yml on BrickerP/stt-bench
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
stt_eval_bench-0.1.1.tar.gz -
Subject digest:
ab5a3ad76b79b5646b2a0fb7ce23403272e52873757a442927e06ad72432423a - Sigstore transparency entry: 2124541864
- Sigstore integration time:
-
Permalink:
BrickerP/stt-bench@16177f74097b9b67306292323f29f1ebe720c02c -
Branch / Tag:
refs/tags/v0.1.1 - Owner: https://github.com/BrickerP
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@16177f74097b9b67306292323f29f1ebe720c02c -
Trigger Event:
push
-
Statement type:
File details
Details for the file stt_eval_bench-0.1.1-py3-none-any.whl.
File metadata
- Download URL: stt_eval_bench-0.1.1-py3-none-any.whl
- Upload date:
- Size: 51.5 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b1516626e1a295418878397f9829ada7a09a46602391fda308a61a2eb6dee2a7
|
|
| MD5 |
4739cd74e0752b52dff1551352621f0b
|
|
| BLAKE2b-256 |
19ab9c16f519d24dd88f909bbe22ebd4f60e88294491fcb752fe734980e7644f
|
Provenance
The following attestation bundles were made for stt_eval_bench-0.1.1-py3-none-any.whl:
Publisher:
release.yml on BrickerP/stt-bench
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
stt_eval_bench-0.1.1-py3-none-any.whl -
Subject digest:
b1516626e1a295418878397f9829ada7a09a46602391fda308a61a2eb6dee2a7 - Sigstore transparency entry: 2124541946
- Sigstore integration time:
-
Permalink:
BrickerP/stt-bench@16177f74097b9b67306292323f29f1ebe720c02c -
Branch / Tag:
refs/tags/v0.1.1 - Owner: https://github.com/BrickerP
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@16177f74097b9b67306292323f29f1ebe720c02c -
Trigger Event:
push
-
Statement type: