Software health reportschema 0.30.0 · metrics 2.3.1 · 2026-08-03 07:23 UTC

pipecat-ai / pipecat

Open Source framework for voice and multimodal conversational AI

PythonBSD-2-Clause★ 13,872 stars⑂ 2,396 forkssince Dec 2023View on GitHub ↗

KindCommand-line toolLibraryhow this is determined

#ai #real-time #voice #voice-assistant #chatbot-framework #chatbots

pipecat-ai/pipecat holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Security (71/100). It was last updated today. 2 contributors account for most of its recent work.

overall / 100

Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met

Excellent80-92Strong across the board; minor gaps

Good65-79Healthy; gaps are limited and manageable

Moderate50-64Acceptable with notable gaps; review recommended

Weak35-49Material weaknesses across several areas

At Risk20-34Significant weaknesses; adoption warrants caution

Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 86 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

PipecatOrganization

673 followers58 public repossince May 2024

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish	Tags
PyPI	pipecat-ai	1.7.0	1,183,077	109	1 day ago	webrtc audio video ai

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

100Exceptional · 21% of overall

Development activity

100Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
36/36	Commit cadence — 52/52 weeks with commits
18/18	Commit volume — 6,276 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	6,276
human_commit_share	1
days_since_last_push	0
active_weeks_last_year	52

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 1 days ago
27/27	Release cadence — a release every ~14.1 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	100
latest_release_tag	v1.7.0
releases_from_tags	no
days_since_latest_release	1
mean_days_between_releases	14.1

Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

90Excellent · 17% of overall

Popularity & adoption

95Exceptional

How it's scored

60/60	Stars — 13,872 stars
25/25	Forks — 2,396 forks
10.4/15	Watchers — 76 watchers

Inputs used

forks	2,396
stars	13,872
watchers	76
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

77Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (BSD-2-Clause)
18/18	CONTRIBUTING guide
0/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	5
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	codecov.io, github.com, shields.io
has_pull_request_template	yes

Ecosystem adoption (downloads)

100Exceptional

How it's scored

80/80	Monthly downloads — 1,183,077 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	pipecat-ai
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	1,183,077

Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

77Good · 23% of overall

Maintainer resilience (bus factor)

64Moderate

How it's scored

25.2/54	Bus factor — 2 contributor(s) cover half of all commits
15.6/22.5	Commit distribution — top contributor authored 31% of commits
13.5/13.5	Contributor breadth — 99 contributors
10/10	OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations

Inputs used

bus_factor	2
contributors_sampled	99
top_contributor_share	0.307

Issue & PR responsiveness

84Excellent

How it's scored

39.2/42	Issue resolution — 93% of issues closed
24.1/30	PR acceptance — 3,055/3,809 decided PRs merged
5.6/13	Newcomer PR acceptance — 3/7 first-time contributors' PRs merged in 30d
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Inputs used

merged_prs	3,055
open_issues	84
closed_issues	1,168
prs_merged_7d	38
prs_decided_7d	49
prs_merged_30d	38
prs_decided_30d	49
issue_closed_ratio	0.933
closed_unmerged_prs	754
first_time_authors_30d	7
first_time_prs_merged_30d	3
first_time_prs_decided_30d	7

Ownership & stewardship

68Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
20.3/25	Owner reach — 673 followers of pipecat-ai
17.3/25	Track record — 58 public repos, account ~2 yr old

Inputs used

followers	673
owner_type	Organization
is_verified	—
owner_login	pipecat-ai
public_repos	58
account_age_days	812

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 1 days ago
20/20	Version history — 109 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	pipecat-ai
ecosystems	pypi
any_deprecated	no
min_days_since_publish	1

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional

How it's scored

24/24	CI workflows — 11 workflow(s)
24/24	Tests present
16/16	Linter config — eslint.config.js, eslint.config.mjs
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://pipecat.ai
10/10	Repository description
10/10	Topics — 6 topics
0/10	Wiki

Inputs used

topics	ai, real-time, voice, voice-assistant, chatbot-framework, chatbots
has_wiki	no
homepage	https://pipecat.ai
has_readme	yes
has_docs_dir	yes
has_description	yes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

71Good · 16% of overall

Security posture

64Moderate

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
2.5/2.5	CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5	Code-Review — all changesets reviewed
2.5/2.5	Contributors — project has 13 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5	Dependency-Update-Tool — no update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5	Vulnerabilities — 0 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	6.4

Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	0
affected_packages	0
assessed_packages	52
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pipecat-ai@1.7.0 runtime dependency closure — what installing the published package pulls in — 52 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

80Excellent · 4% of overall

Agent context & guidance

85Excellent

How it's scored

45/45	Agent instructions — AGENTS.md, CLAUDE.md, src/pipecat/cli/agent_templates/AGENTS.md, src/pipecat/cli/agent_templates/CLAUDE.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 83 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
legible_history_share	0.83
agent_instruction_files	AGENTS.md, CLAUDE.md, src/pipecat/cli/agent_templates/AGENTS.md, src/pipecat/cli/agent_templates/CLAUDE.md
agent_instruction_max_bytes	29,522

Verify loop (build / test / typecheck)

76Good

How it's scored

18/18	One-command bootstrap — docs/api/Makefile
22/22	Automated tests
11/11	Lint / format config — eslint.config.js, eslint.config.mjs
11/11	Static type checking — pyrightconfig.json, src/pipecat/cli/templates/client/react-nextjs/tsconfig.json, src/pipecat/cli/templates/client/react-vite/tsconfig.json, src/pipecat/py.typed
10/10	Reproducible environment — Dockerfile, lockfile
4/10	Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
0/8	Automated maintenance — no automated dependency updates observed
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0

Inputs used

has_nix	no
has_tests	yes
lockfiles	package-lock.json, uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	docs/api/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	pyrightconfig.json, src/pipecat/cli/templates/client/react-nextjs/tsconfig.json, src/pipecat/cli/templates/client/react-vite/tsconfig.json, src/pipecat/py.typed
agent_commit_share	0.02
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

81Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (pyrightconfig.json, src/pipecat/cli/templates/client/react-nextjs/tsconfig.json, src/pipecat/cli/templates/client/react-vite/tsconfig.json, src/pipecat/py.typed)
54.2/55	Manageable file sizes — 18/1,199 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	146,524
source_files_sampled	1,199
oversized_source_files	18

Machine-readable interfaces

80Excellent

How it's scored

40/40	API schema (OpenAPI/GraphQL/proto) — src/pipecat/frames/frames.proto
0/20	MCP server
40/40	Runnable examples — examples

Inputs used

example_dirs	examples
has_mcp_signal	no
api_schema_files	src/pipecat/frames/frames.proto

Key facts

13,872GitHub stars

99contributors

6,276commits, last 12 months

0days since last push

100releases

2bus factor

84open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
First-time contributor figures cover 12 of 28 authors (cap 12)

More detail

Star and fork history 0 ★ / 2,396 ⇿

0Stars

2,396Forks

25Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

Major 1Minor 7Patch 17

OpenSSF Scorecard 6.4 / 10

6.4aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-03 07:22 UTC

10	Binary-Artifacts	no binaries found in the repo
n/a	Branch-Protection	internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10	CI-Tests	8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
10	Code-Review	all changesets reviewed
10	Contributors	project has 13 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
0	Dependency-Update-Tool	no update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
0	SAST	SAST tool is not run on all commits -- score normalized to 0
10	Security-Policy	security policy file detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
10	Vulnerabilities	0 existing vulnerabilities detected

Direct dependencies 22

Registry	Package	Version constraint	Manifest
PyPI	aiofiles	`>=24.1.0,<27`	pyproject.toml
PyPI	aiohttp	`>=3.11.12,<4`	pyproject.toml
PyPI	audioop-lts	`~=0.2.1`	pyproject.toml
PyPI	docstring_parser	`>=0.16,<1`	pyproject.toml
PyPI	loguru	`~=0.7.3`	pyproject.toml
PyPI	Markdown	`>=3.7,<4`	pyproject.toml
PyPI	nltk	`>=3.10.0,<4`	pyproject.toml
PyPI	numpy	`>=1.26.4,<3`	pyproject.toml
PyPI	Pillow	`>=11.1.0,<13`	pyproject.toml
PyPI	protobuf	`>=5.29.6,<7`	pyproject.toml
PyPI	pydantic	`>=2.10.6,<3`	pyproject.toml
PyPI	pyloudnorm	`~=0.2.0`	pyproject.toml
PyPI	resampy	`~=0.4.3`	pyproject.toml
PyPI	soxr	`~=1.0.0`	pyproject.toml
PyPI	openai	`>=1.74.0,<3`	pyproject.toml
PyPI	typing_extensions	`>=4.9`	pyproject.toml
PyPI	numba	`>=0.61.2,<1`	pyproject.toml
PyPI	wait_for2	`>=0.4.1,<1`	pyproject.toml
PyPI	websockets	`>=13.1`	pyproject.toml
PyPI	pyyaml	`>=6,<7`	pyproject.toml
PyPI	num2words	`>=0.5.14`	pyproject.toml
PyPI	onnxruntime	`~=1.24.3`	pyproject.toml

All dependencies 448

Full resolved dependency set from the GitHub dependency graph: 23 direct and 425 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	aiofiles	`24.1.0`	direct
PyPI	aiohttp	`3.14.1`	direct
PyPI	audioop-lts	`0.2.2`	direct
PyPI	docstring-parser	`0.18.0`	direct
PyPI	loguru	`0.7.3`	direct
PyPI	markdown	`3.10.2`	direct
PyPI	nltk	`3.10.0`	direct
PyPI	num2words	`0.5.14`	direct
PyPI	numba	`0.65.1`	direct
PyPI	numpy	`2.4.6`	direct
PyPI	onnxruntime	`1.24.4`	direct
PyPI	openai	`2.38.0`	direct
PyPI	pillow	`12.3.0`	direct
PyPI	protobuf	`6.33.5`	direct
PyPI	pydantic	`2.11.10`	direct
PyPI	pydantic	`2.13.4`	direct
PyPI	pyloudnorm	`0.2.0`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	resampy	`0.4.3`	direct
PyPI	soxr	`1.0.0`	direct
PyPI	typing-extensions	`4.15.0`	direct
PyPI	wait-for2	`0.4.1`	direct
PyPI	websockets	`15.0.1`	direct
npm	@babel/runtime	`7.29.7`	indirect
npm	@daily-co/daily-js	`0.90.0`	indirect
npm	@emnapi/core	`1.10.0`	indirect
npm	@emnapi/runtime	`1.10.0`	indirect
npm	@emnapi/wasi-threads	`1.2.1`	indirect
npm	@napi-rs/wasm-runtime	`1.1.5`	indirect
npm	@oxc-project/types	`0.133.0`	indirect
npm	@pipecat-ai/client-js	`1.12.0`	indirect
npm	@pipecat-ai/small-webrtc-transport	`1.10.5`	indirect
npm	@rolldown/binding-android-arm64	`1.0.3`	indirect
npm	@rolldown/binding-darwin-arm64	`1.0.3`	indirect
npm	@rolldown/binding-darwin-x64	`1.0.3`	indirect
npm	@rolldown/binding-freebsd-x64	`1.0.3`	indirect
npm	@rolldown/binding-linux-arm-gnueabihf	`1.0.3`	indirect
npm	@rolldown/binding-linux-arm64-gnu	`1.0.3`	indirect
npm	@rolldown/binding-linux-arm64-musl	`1.0.3`	indirect
npm	@rolldown/binding-linux-ppc64-gnu	`1.0.3`	indirect
npm	@rolldown/binding-linux-s390x-gnu	`1.0.3`	indirect
npm	@rolldown/binding-linux-x64-gnu	`1.0.3`	indirect
npm	@rolldown/binding-linux-x64-musl	`1.0.3`	indirect
npm	@rolldown/binding-openharmony-arm64	`1.0.3`	indirect
npm	@rolldown/binding-wasm32-wasi	`1.0.3`	indirect
npm	@rolldown/binding-win32-arm64-msvc	`1.0.3`	indirect
npm	@rolldown/binding-win32-x64-msvc	`1.0.3`	indirect
npm	@rolldown/pluginutils	`1.0.1`	indirect
npm	@sentry-internal/browser-utils	`8.55.2`	indirect
npm	@sentry-internal/feedback	`8.55.2`	indirect
npm	@sentry-internal/replay	`8.55.2`	indirect
npm	@sentry-internal/replay-canvas	`8.55.2`	indirect
npm	@sentry/browser	`8.55.2`	indirect
npm	@sentry/core	`8.55.2`	indirect
npm	@tybys/wasm-util	`0.10.2`	indirect
npm	@types/events	`3.0.3`	indirect
npm	bowser	`2.14.1`	indirect
npm	clone-deep	`4.0.1`	indirect
npm	dequal	`2.0.3`	indirect
npm	detect-libc	`2.1.2`	indirect
npm	events	`3.3.0`	indirect
npm	fdir	`6.5.0`	indirect
npm	fsevents	`2.3.3`	indirect
npm	is-plain-object	`2.0.4`	indirect
npm	isobject	`3.0.1`	indirect
npm	kind-of	`6.0.3`	indirect
npm	lightningcss	`1.32.0`	indirect
npm	lightningcss-android-arm64	`1.32.0`	indirect
npm	lightningcss-darwin-arm64	`1.32.0`	indirect
npm	lightningcss-darwin-x64	`1.32.0`	indirect
npm	lightningcss-freebsd-x64	`1.32.0`	indirect
npm	lightningcss-linux-arm-gnueabihf	`1.32.0`	indirect
npm	lightningcss-linux-arm64-gnu	`1.32.0`	indirect
npm	lightningcss-linux-arm64-musl	`1.32.0`	indirect
npm	lightningcss-linux-x64-gnu	`1.32.0`	indirect
npm	lightningcss-linux-x64-musl	`1.32.0`	indirect
npm	lightningcss-win32-arm64-msvc	`1.32.0`	indirect
npm	lightningcss-win32-x64-msvc	`1.32.0`	indirect
npm	lodash	`4.18.1`	indirect
npm	nanoid	`3.3.16`	indirect
npm	picocolors	`1.1.1`	indirect
npm	picomatch	`4.0.4`	indirect
npm	postcss	`8.5.24`	indirect
npm	rolldown	`1.0.3`	indirect
npm	rxjs	`7.8.2`	indirect
npm	shallow-clone	`3.0.1`	indirect
npm	source-map-js	`1.2.1`	indirect
npm	tinyglobby	`0.2.17`	indirect
npm	tslib	`2.8.1`	indirect
npm	typed-emitter	`2.1.0`	indirect
npm	uuid	`11.1.1`	indirect
npm	vite	`8.0.16`	indirect
PyPI	accelerate	`1.10.1`	indirect
PyPI	aic-sdk	`2.5.0`	indirect
PyPI	aiobotocore	`3.7.0`	indirect
PyPI	aiohappyeyeballs	`2.6.2`	indirect
PyPI	aioice	`0.10.2`	indirect
PyPI	aioitertools	`0.13.0`	indirect
PyPI	aiortc	`1.14.0`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	alabaster	`1.0.0`	indirect
PyPI	aliyun-python-sdk-core	`2.11.5`	indirect
PyPI	aliyun-python-sdk-core-v3	`2.11.5`	indirect
PyPI	aliyun-python-sdk-kms	`2.16.5`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`0.104.1`	indirect
PyPI	antlr4-python3-runtime	`4.9.3`	indirect
PyPI	anyio	`4.13.0`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	asyncpg	`0.31.0`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	audiolab	`0.5.1`	indirect
PyPI	audioread	`3.1.0`	indirect
PyPI	av	`16.1.0`	indirect
PyPI	aws-sdk-bedrock-runtime	`0.4.0`	indirect
PyPI	aws-sdk-sagemaker-runtime-http2	`0.4.0`	indirect
PyPI	aws-sdk-signers	`0.1.0`	indirect
PyPI	awscrt	`0.28.4`	indirect
PyPI	azure-cognitiveservices-speech	`1.50.0`	indirect
PyPI	azure-core	`1.41.0`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	boto3	`1.43.0`	indirect
PyPI	botocore	`1.43.0`	indirect
PyPI	build	`1.4.4`	indirect
PyPI	camb-sdk	`1.5.13`	indirect
PyPI	cattrs	`26.1.0`	indirect
PyPI	certifi	`2026.5.20`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	charset-normalizer	`3.4.7`	indirect
PyPI	click	`8.4.1`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	coremltools	`9.0`	indirect
PyPI	coverage	`7.13.5`	indirect
PyPI	crcmod	`1.7`	indirect
PyPI	cryptography	`49.0.0`	indirect
PyPI	csvw	`4.0.0`	indirect
PyPI	ctranslate2	`4.7.2`	indirect
PyPI	cuda-bindings	`13.3.0`	indirect
PyPI	cuda-pathfinder	`1.5.5`	indirect
PyPI	cuda-toolkit	`13.0.3.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	daily-python	`0.29.1`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	deepgram-sdk	`6.1.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dlinfo	`2.0.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docopt	`0.6.2`	indirect
PyPI	docutils	`0.22.4`	indirect
PyPI	editdistance	`0.8.1`	indirect
PyPI	einops	`0.8.2`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	espeakng-loader	`0.2.4`	indirect
PyPI	eval-type-backport	`0.2.2`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	fastapi	`0.136.3`	indirect
PyPI	fastapi-cli	`0.0.24`	indirect
PyPI	fastapi-cloud-cli	`0.11.0`	indirect
PyPI	fastar	`0.11.0`	indirect
PyPI	faster-whisper	`1.2.1`	indirect
PyPI	filelock	`3.29.0`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	fonttools	`4.63.0`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.4.0`	indirect
PyPI	funasr	`1.3.14`	indirect
PyPI	google-api-core	`2.30.3`	indirect
PyPI	google-auth	`2.53.0`	indirect
PyPI	google-cloud-speech	`2.39.0`	indirect
PyPI	google-cloud-texttospeech	`2.36.0`	indirect
PyPI	google-crc32c	`1.8.0`	indirect
PyPI	google-genai	`2.10.0`	indirect
PyPI	google-genai	`2.8.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	greenlet	`3.5.1`	indirect
PyPI	groq	`1.2.0`	indirect
PyPI	grpcio	`1.80.0`	indirect
PyPI	grpcio-status	`1.80.0`	indirect
PyPI	grpcio-tools	`1.80.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hf-xet	`1.5.0`	indirect
PyPI	hiredis	`3.3.1`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httptools	`0.8.0`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`0.36.2`	indirect
PyPI	humanize	`4.15.0`	indirect
PyPI	hume	`0.13.13`	indirect
PyPI	hydra-core	`1.3.3`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	identify	`2.6.19`	indirect
PyPI	idna	`3.16`	indirect
PyPI	ifaddr	`0.2.0`	indirect
PyPI	ijson	`3.5.0`	indirect
PyPI	imagesize	`2.0.0`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	isodate	`0.7.2`	indirect
PyPI	itsdangerous	`2.2.0`	indirect
PyPI	jaconv	`0.5.0`	indirect
PyPI	jamo	`0.4.1`	indirect
PyPI	jieba	`0.42.1`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.15.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath-python	`1.1.6`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	kaldiio	`2.18.1`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	kokoro-onnx	`0.5.0`	indirect
PyPI	langchain	`1.3.13`	indirect
PyPI	langchain-classic	`1.0.7`	indirect
PyPI	langchain-community	`0.4.2`	indirect
PyPI	langchain-core	`1.4.9`	indirect
PyPI	langchain-openai	`1.2.2`	indirect
PyPI	langchain-protocol	`0.0.18`	indirect
PyPI	langchain-text-splitters	`1.1.2`	indirect
PyPI	langgraph	`1.2.9`	indirect
PyPI	langgraph-checkpoint	`4.1.1`	indirect
PyPI	langgraph-prebuilt	`1.1.0`	indirect
PyPI	langgraph-sdk	`0.4.2`	indirect
PyPI	langsmith	`0.10.2`	indirect
PyPI	language-tags	`1.3.1`	indirect
PyPI	lazy-loader	`0.5`	indirect
PyPI	librosa	`0.11.0`	indirect
PyPI	livekit	`1.1.8`	indirect
PyPI	livekit-api	`1.1.0`	indirect
PyPI	livekit-protocol	`1.1.9`	indirect
PyPI	llvmlite	`0.47.0`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib	`3.10.9`	indirect
PyPI	mcp	`1.28.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mem0ai	`2.0.4`	indirect
PyPI	mistralai	`2.4.7`	indirect
PyPI	mlx	`0.31.2`	indirect
PyPI	mlx-metal	`0.31.2`	indirect
PyPI	mlx-whisper	`0.4.3`	indirect
PyPI	modelscope	`1.38.0`	indirect
PyPI	modelscope-hub	`0.1.6`	indirect
PyPI	moonshine-voice	`0.0.62`	indirect
PyPI	moq-ffi	`0.2.30`	indirect
PyPI	moq-rs	`0.3.3`	indirect
PyPI	more-itertools	`11.1.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msgpack	`1.2.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	narwhals	`2.23.0`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	nvidia-cublas	`13.1.1.3`	indirect
PyPI	nvidia-cuda-cupti	`13.0.85`	indirect
PyPI	nvidia-cuda-nvrtc	`13.0.88`	indirect
PyPI	nvidia-cuda-runtime	`13.0.96`	indirect
PyPI	nvidia-cudnn-cu13	`9.20.0.48`	indirect
PyPI	nvidia-cufft	`12.0.0.61`	indirect
PyPI	nvidia-cufile	`1.15.1.6`	indirect
PyPI	nvidia-curand	`10.4.0.35`	indirect
PyPI	nvidia-cusolver	`12.0.4.66`	indirect
PyPI	nvidia-cusparse	`12.6.3.3`	indirect
PyPI	nvidia-cusparselt-cu13	`0.8.1`	indirect
PyPI	nvidia-nccl-cu13	`2.29.7`	indirect
PyPI	nvidia-nvjitlink	`13.0.88`	indirect
PyPI	nvidia-nvshmem-cu13	`3.4.5`	indirect
PyPI	nvidia-nvtx	`13.0.85`	indirect
PyPI	nvidia-riva-client	`2.25.1`	indirect
PyPI	omegaconf	`2.3.1`	indirect
PyPI	opencv-python-headless	`4.13.0.92`	indirect
PyPI	opentelemetry-api	`1.39.1`	indirect
PyPI	opentelemetry-instrumentation	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-threading	`0.60b1`	indirect
PyPI	opentelemetry-sdk	`1.39.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.60b1`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	ormsgpack	`1.12.2`	indirect
PyPI	oss2	`2.13.1`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pathvalidate	`3.3.1`	indirect
PyPI	pgmq	`1.0.6`	indirect
PyPI	phonemizer-fork	`3.3.2`	indirect
PyPI	pip	`26.1.2`	indirect
PyPI	pip-tools	`7.5.3`	indirect
PyPI	pipecat-ai-prebuilt	`1.0.5`	indirect
PyPI	piper-tts	`1.4.2`	indirect
PyPI	platformdirs	`4.9.6`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	pocket-tts	`2.1.0`	indirect
PyPI	pooch	`1.9.0`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	posthog	`7.16.0`	indirect
PyPI	pre-commit	`4.5.1`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	proto-plus	`1.28.0`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psycopg	`3.3.4`	indirect
PyPI	psycopg-binary	`3.3.4`	indirect
PyPI	psycopg-pool	`3.3.1`	indirect
PyPI	pvkoala	`2.0.4`	indirect
PyPI	pyaml	`26.2.1`	indirect
PyPI	pyasn1	`0.6.4`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pyaudio	`0.2.14`	indirect
PyPI	pycairo	`1.29.0`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pycryptodome	`3.23.0`	indirect
PyPI	pydantic-core	`2.33.2`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-extra-types	`2.11.1`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pyee	`13.0.1`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pygobject	`3.50.2`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pylibsrtp	`1.0.0`	indirect
PyPI	pynndescent	`0.6.0`	indirect
PyPI	pyopenssl	`26.3.0`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyright	`1.1.411`	indirect
PyPI	pyrnnoise	`0.4.3`	indirect
PyPI	pytest	`9.0.3`	indirect
PyPI	pytest-aiohttp	`1.1.0`	indirect
PyPI	pytest-asyncio	`1.4.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-discovery	`1.3.1`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-multipart	`0.0.32`	indirect
PyPI	pytz	`2026.2`	indirect
PyPI	pyvips	`3.0.0`	indirect
PyPI	pyvips-binary	`8.18.2`	indirect
PyPI	pywin32	`311`	indirect
PyPI	qdrant-client	`1.18.0`	indirect
PyPI	questionary	`2.1.1`	indirect
PyPI	rdflib	`7.6.0`	indirect
PyPI	redis	`7.4.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.5.9`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	rfc3986	`1.5.0`	indirect
PyPI	rich	`13.9.4`	indirect
PyPI	rich-toolkit	`0.19.10`	indirect
PyPI	rignore	`0.7.6`	indirect
PyPI	roman-numerals	`4.1.0`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	ruff	`0.15.14`	indirect
PyPI	s3transfer	`0.17.1`	indirect
PyPI	safetensors	`0.7.0`	indirect
PyPI	sarvamai	`0.1.28`	indirect
PyPI	scikit-learn	`1.9.0`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	segments	`2.4.0`	indirect
PyPI	sentencepiece	`0.2.1`	indirect
PyPI	sentry-sdk	`2.60.0`	indirect
PyPI	setuptools	`83.0.0`	indirect
PyPI	setuptools-scm	`8.3.1`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	simli-ai	`2.0.2`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	smart-open	`7.6.1`	indirect
PyPI	smithy-aws-core	`0.4.0`	indirect
PyPI	smithy-aws-event-stream	`0.2.2`	indirect
PyPI	smithy-core	`0.3.0`	indirect
PyPI	smithy-http	`0.3.1`	indirect
PyPI	smithy-json	`0.2.2`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.1.0`	indirect
PyPI	sounddevice	`0.5.5`	indirect
PyPI	soundfile	`0.13.1`	indirect
PyPI	speechmatics-rt	`1.0.0`	indirect
PyPI	speechmatics-voice	`0.2.8`	indirect
PyPI	sphinx	`9.0.4`	indirect
PyPI	sphinx	`9.1.0`	indirect
PyPI	sphinx-autodoc-typehints	`3.10.2`	indirect
PyPI	sphinx-autodoc-typehints	`3.6.1`	indirect
PyPI	sphinx-markdown-builder	`0.6.10`	indirect
PyPI	sphinx-rtd-theme	`3.1.0`	indirect
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirect
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirect
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirect
PyPI	sphinxcontrib-jquery	`4.1`	indirect
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlalchemy	`2.0.50`	indirect
PyPI	sse-starlette	`3.4.4`	indirect
PyPI	standard-aifc	`3.13.0`	indirect
PyPI	standard-chunk	`3.13.0`	indirect
PyPI	standard-sunau	`3.13.0`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	strands-agents	`1.41.0`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	tensorboardx	`2.6.5`	indirect
PyPI	termcolor	`3.3.0`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tiktoken	`0.13.0`	indirect
PyPI	timm	`1.0.27`	indirect
PyPI	tokenizers	`0.22.2`	indirect
PyPI	toml	`0.10.2`	indirect
PyPI	torch	`2.13.0`	indirect
PyPI	torch-complex	`0.4.4`	indirect
PyPI	torchaudio	`2.11.0`	indirect
PyPI	torchvision	`0.28.0`	indirect
PyPI	towncrier	`25.8.0`	indirect
PyPI	tqdm	`4.67.3`	indirect
PyPI	transformers	`4.57.6`	indirect
PyPI	triton	`3.7.1`	indirect
PyPI	typer	`0.26.2`	indirect
PyPI	types-protobuf	`7.34.1.20260518`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2026.2`	indirect
PyPI	umap-learn	`0.5.12`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid-utils	`0.16.0`	indirect
PyPI	uvicorn	`0.48.0`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	virtualenv	`21.3.3`	indirect
PyPI	vonage-video-connector	`1.0.2`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	wcwidth	`0.7.0`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	wheel	`0.47.0`	indirect
PyPI	win32-setctime	`1.2.0`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	xxhash	`3.7.0`	indirect
PyPI	yarl	`1.24.2`	indirect
PyPI	zipp	`4.1.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 0

Installing pypi:pipecat-ai@1.7.0 pulls in 52 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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          "body": "evals: support setting language on built-in speech/transcription services",
          "is_bot": false,
          "headline": "Merge pull request #5171 from pipecat-ai/evals-speech-language",
          "author_name": "Mark Backman",
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          "body": "Both service modules raise ImportError when their optional dependency is\nabsent, which fails collection for anyone — CI included — running without those\nextras installed. Guard each suite with importorskip so it skips instead.",
          "is_bot": false,
          "headline": "tests: skip the Kokoro and Whisper suites without their extras",
          "author_name": "Mark Backman",
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          "body": "Both notes explain a choice the code can't show — why Moonshine is the wrong\ntranscriber for a non-English bot, and why a runtime language switch reports\ninstead of raising. Phrase each as the constraint itself.",
          "is_bot": false,
          "headline": "evals: state the transcriber constraints as constraints",
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          "body": "`language_switch_audio` asks the bot (in English) to reply only in Spanish and\njudges the transcription of the Spanish it actually speaks, so the release suite\ncovers a non-English answer surviving the bot's TTS and the harness's STT. The\nexisting `language_switch` makes the same request but judges \n[…]\nario, so the bot's English greeting is asserted\non `tts_response` and only the Spanish turn on `response`.\n\nRun artifacts under test-runs/ are ignored — the suite writes conversation\nrecordings there.",
          "is_bot": false,
          "headline": "evals: add a Spanish audio scenario for the release suite",
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          "body": "Both local transcribers are English-only in their default configuration:\nWhisper's default model is a `.en` build, and Moonshine ships non-English\nmodels only for the `base` architecture. Setting `language` alone isn't enough\non either, so the builders say which model to pair it with, and the scenario\nexamples show a combination that works.",
          "is_bot": false,
          "headline": "evals: document the model a non-English language needs",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
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          "body": "The English-only models — every `.en` one, including the default\n`distil-medium.en` — accept any language and transcribe as English regardless,\nso a non-English `language` yielded fluent-looking output in the wrong language\nwith nothing to distinguish it from a correct result. Loading such a pairing\n[…]\n.\n\nA mid-call switch through `STTUpdateSettingsFrame` reports a non-fatal error\ninstead: the model stays loaded and keeps transcribing, which beats tearing\ndown a live pipeline over a settings change.",
          "is_bot": false,
          "headline": "whisper: reject a language the loaded model can't transcribe",
          "author_name": "Mark Backman",
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          "body": "kokoro-onnx phonemizes through espeak-ng, so the language map holds espeak-ng\nvoice names rather than ISO codes. espeak-ng ships no `zh` and no bare `fr`, so\nboth languages failed at synthesis with \"language ... is not supported by the\nespeak backend\". Mandarin and its regional variants map to `cmn` and French to\n`fr-fr`, with the regional French and Brazilian Portuguese variants pointed at\nthe espeak-ng voices that exist for them.",
          "is_bot": false,
          "headline": "kokoro: use espeak-ng voice names for French and Mandarin",
          "author_name": "Mark Backman",
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          "body": "`_cfg_language` decides whether a scenario's `language:` key reaches the\nservice at all, so its branches are worth pinning on their own: absent and\nblank values leave the field unset, a code or a `Language` is accepted, and\nanything unrecognized raises. The Cartesia builder tests stay as the check that\na resolved language actually reaches the constructed service.",
          "is_bot": false,
          "headline": "evals: cover the language config coercion directly",
          "author_name": "Mark Backman",
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          "body": "The builders take their configuration as a dict, so the recognized keys belong\nin each function's `Args:` entry, where Sphinx renders them alongside the\nparameters they describe. Notes the constraints a caller can't see from the\nsignature: Kokoro voices are language-specific, so a non-English `language`\nneeds a matching `voice`, and a region variant like `zh-TW` falls back to the\nbase code on most services.",
          "is_bot": false,
          "headline": "evals: document the speech builder config keys as parameters",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-02T18:21:26Z",
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          "body": "Every settings field defaults to NOT_GIVEN and the sentinel is a singleton, so\npassing NOT_GIVEN for `language` is indistinguishable from leaving the field\nout. Each builder hands `_cfg_language()` straight to its `Settings`\nconstructor, which keeps the call type-checked and drops the per-builder\nconditional.",
          "is_bot": false,
          "headline": "evals: build speech service settings in a single expression",
          "author_name": "Mark Backman",
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          "body": "WhisperSTTService defaults to Language.EN and passes it straight to\nfaster-whisper, so omitting `language` in a `judge.transcription:` block\ntranscribes as English rather than auto-detecting. State that in\n`whisper_service`, matching how the other builders document their defaults.\n\nAlso trims docstring and test comments that only restate the adjacent code.",
          "is_bot": false,
          "headline": "evals: correct the Whisper language default in the builder docs",
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          "headline": "Apply suggestions from code review",
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          "headline": "changelog: add fragment for eval speech/transcription language support",
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          "body": "…ices\n\nThe eval harness runs its own TTS to synthesize user turns and its own\nSTT to transcribe the bot's audio for the judge. The built-in service\nbuilders read voice and model from the scenario config but never a\nlanguage, so non-English audio evals synthesized with an English voice\nand transcribe\n[…]\noerces\nfrom a code string like zh or a Language. The TTS cache key includes the\nlanguage so English and non-English renders of the same text don't\ncollide. Omitting language leaves behavior unchanged.",
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          "body": "Release 1.7.0 - Changelog Update",
          "is_bot": false,
          "headline": "Merge pull request #5191 from pipecat-ai/changelog-1.7.0",
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          "headline": "Update changelog for version 1.7.0",
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          "body": "Baseten, Grok, Perplexity and NVIDIA each repeat a cumulative token usage\nsnapshot on every streamed chunk. Each service holds the latest snapshot in a\nsingle field and reports it through the base implementation when the completion\nends, including when the response is interrupted mid-stream. This ma\n[…]\name the streaming loop that calls the\noverridden method.\n\nReporting the snapshot whole means Perplexity and NVIDIA carry the cache-read\nand reasoning counts alongside the prompt and completion counts.",
          "is_bot": false,
          "headline": "refactor(llm): report cumulative token usage once per completion",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T15:34:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6e757c4c028f599f676ada444f366b419b0fcdc1",
          "body": null,
          "is_bot": false,
          "headline": "Add changelog entry for PR #5180",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T15:34:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc5042420d7bdaee94d3613853b2a875b1be44a7",
          "body": "Novita returns a cumulative usage snapshot on every streamed chunk, so the\nbase OpenAI streaming loop reports usage — a MetricsFrame and a debug log\nline — once per chunk, and anything summing those frames counts a single\nturn dozens of times over.\n\nCollapse the per-chunk counts into one total reported at the end of\nprocessing, as the Baseten service does.",
          "is_bot": false,
          "headline": "fix(novita): report token usage once per completion",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T15:34:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed00b4c9e4cbbc0cf9a461b282fe091d7b65ad7d",
          "body": "…text\n\nPreserve Anthropic thinking blocks that carry no thought text",
          "is_bot": false,
          "headline": "Merge pull request #5183 from pipecat-ai/mb/anthropic-empty-thinking-…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T15:24:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e54e421b41d75fb56ac7b64356d582694f7f1d1",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #5189 from pipecat-ai/mb/test-env-isolation",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T14:59:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d7e7c5c99894b63f80a87b6e0a2d919c9aa40b4",
          "body": "pytest imports every test module while collecting, so a module calling\nload_dotenv() at import scope loads the repository's .env into os.environ\nbefore the first test runs. Tests then see whichever variables a developer\nhappens to have configured, and diverge from CI, which has no .env.\n\n`KrispVivaI\n[…]\nsince collecting that file alone imports nothing that\nloads dotenv.\n\nconftest.py stubs load_dotenv for the session, and that test clears the\nenvironment around the construction so it holds either way.",
          "is_bot": false,
          "headline": "Isolate the test suite from a local .env file",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T14:36:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f8d8679a5cbbc1533862227641886b6e24e0134a",
          "body": "…ategy-discard\n\nfix(user_mute): tolerate double / orphan function-call result frames",
          "is_bot": false,
          "headline": "Merge pull request #4824 from Maurotb/fix/function-call-user-mute-str…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T13:58:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0fa67163ea1eba84b0248563436404416fb50855",
          "body": "…tegy\n\nFunctionCallUserMuteStrategy receives result and cancel frames for tool\ncall ids it never tracked: the built-in cancel_async_tool_call is\nexcluded from FunctionCallsStartedFrame yet still emits a result, and\nasync tools emit a result frame per intermediate update. Cover both\nagainst a real LLMService and at the strategy level, including an\nuntracked id arriving while another call is still running, and name\nthose paths in the comment and changelog.",
          "is_bot": false,
          "headline": "test(user_mute): cover untracked tool call ids reaching the mute stra…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T13:53:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "497f15502d1e2fec46d98db3cd6c8267ebd75818",
          "body": "``FunctionCallUserMuteStrategy.process_frame`` removed the tool_call_id\nfrom its ``_function_call_in_progress`` set via ``set.remove`` on every\n``FunctionCallResultFrame`` / ``FunctionCallCancelFrame``. That raises\n``KeyError`` if the id is absent — which happens in two real scenarios:\n\n1. **Multi-w\n[…]\ned + result +\n  result (second must not raise).\n- ``test_tolerates_orphan_cancel_frame``: cancel with no prior start\n  must not raise.\n\nBoth fail on ``main`` with ``KeyError``; both pass with the fix.",
          "is_bot": false,
          "headline": "fix(user_mute): tolerate double / orphan function-call result frames",
          "author_name": "root",
          "author_login": "Maurotb",
          "committed_at": "2026-08-01T13:53:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "283870798b2fb0801fbcdc8bfe201d5cb637f83e",
          "body": "…rics\n\nfeat(aws-nova-sonic): report LLM token usage metrics",
          "is_bot": false,
          "headline": "Merge pull request #4783 from ANGdesarrollo/feat/nova-sonic-usage-met…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T13:35:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "660792928fde72c4d1db6a851d95e1daa069e522",
          "body": "…-error-4724\n\nfix: AWSBedrockLLMAdapter raises UnboundLocalError for image-before-text content (#4724)",
          "is_bot": false,
          "headline": "Merge pull request #4796 from singlaamitesh/fix/bedrock-unbound-local…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T13:35:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b402749bc2dd6001812938f900e2b1325151366",
          "body": "The Nova Sonic tests guard their import with pytest.importorskip, so\nwithout aws_sdk_bedrock_runtime installed they skip rather than run.",
          "is_bot": false,
          "headline": "ci: install the aws-nova-sonic extra for tests and coverage",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T13:24:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5cc95ebb983e4c041f9e89199b2a1c0c0f577363",
          "body": null,
          "is_bot": false,
          "headline": "chore(changelog): cover Nova Sonic token usage metrics",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T13:24:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a13b710e327384b4d380c6e3ba38ab4bf6f5328a",
          "body": null,
          "is_bot": false,
          "headline": "chore(changelog): name the Bedrock image-order fragment after its PR",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T13:22:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88b933ce78aa13467be7b3c0a5402a99900b34b0",
          "body": "The `insert` that moves a single image before text in a content list was\noutside the `if img_idx > first_txt_idx:` guard that assigns `image_item`.\nWhen the image already appeared first the guard body was skipped, leaving\n`image_item` unassigned, and the subsequent `insert` raised\n`UnboundLocalError\n[…]\needed. Adds two regression tests: one for image-first (the crash\ncase) and one for text-first (the existing reorder behaviour).\n\nFixes #4724.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: AWSBedrockLLMAdapter UnboundLocalError on image-before-text content",
          "author_name": "singlaamitesh",
          "author_login": "singlaamitesh",
          "committed_at": "2026-08-01T13:22:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c7dd96820e0f6e6de06d1b627ca8b04683c7891a",
          "body": "fix(aws): capture all tool calls in Bedrock streaming responses",
          "is_bot": false,
          "headline": "Merge pull request #4918 from anxkhn/loop/pipecat__003",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T12:20:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a401551c3d0a9bd94933b9d1f86fb06c9805555",
          "body": "Fragments are keyed by PR number: towncrier's issue_format links each one\nto /pull/{issue}.",
          "is_bot": false,
          "headline": "chore(changelog): name the Bedrock tool call fragment after its PR",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T12:14:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6453b6db220bd13dbb2623cfba53bbf1a3bcc507",
          "body": "fix(asyncio): track TaskManager tasks by object, not name",
          "is_bot": false,
          "headline": "Merge pull request #5025 from anxkhn/patch-13",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T12:11:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a44ab8f288524ecfa95c7b6ecf03090d420a55f",
          "body": "TaskManager kept its task registry in a dict keyed by task name. Task\nnames are not unique: BaseObject.create_task derives the name from the\ncoroutine's co_name when none is given, so several concurrently running\ntasks on the same object can share a name (for example the parallel\nfunction-call tasks\n[…]\nnstead, which is unique per task.\nAdd a regression test asserting two overlapping same-named tasks are both\ntracked while they run.\n\nSigned-off-by: Anas Khan <83116240+anxkhn@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(asyncio): track TaskManager tasks by object, not name",
          "author_name": "Anas Khan",
          "author_login": "anxkhn",
          "committed_at": "2026-08-01T12:05:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "66a988ea7436d33e84d854545e4f56cf1e368715",
          "body": "fix(dtmf): key cached DTMF audio by sample rate, not just button",
          "is_bot": false,
          "headline": "Merge pull request #4766 from he-yufeng/fix/dtmf-cache-sample-rate",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T11:43:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "84cdaf721c149f39b099d7a144d3c6fb14745167",
          "body": "fix(cli): include video extras in generated projects",
          "is_bot": false,
          "headline": "Merge pull request #5031 from ShiroKSH/fix/video-service-scaffold-extras",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T04:40:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2dfcbb0fd902cd171610f2a8ed12f0f0273b6060",
          "body": null,
          "is_bot": false,
          "headline": "Cover the video extras fix in the changelog",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T04:33:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a44b82f1a25f6a915ca73bc87b72061f2b620fee",
          "body": "feat(openai): add http_client parameter to OpenAI TTS and Whisper-based STT services",
          "is_bot": false,
          "headline": "Merge pull request #4941 from scttbnsn/fix/openai-http-client",
          "author_name": "Scott Benson",
          "author_login": "scttbnsn",
          "committed_at": "2026-08-01T04:22:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f43755f54dab2276312c0687cd3476a17ae8fdc0",
          "body": "fix(sambanova): correct _process_context return annotation",
          "is_bot": false,
          "headline": "Merge pull request #4984 from anxkhn/patch-9",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:37:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ebe8dd5fe09d9bae252a34ad5ebb5da27955205",
          "body": "fix(currency): stop leaking 3rd+ fractional digits onto the cents word",
          "is_bot": false,
          "headline": "Merge pull request #4969 from anxkhn/patch-10",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:36:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f84c8146abc33c5073f8f44198b34815957e32ae",
          "body": "…ter-background-audio\n\nAdd filter_background_audio option to ElevenLabs Realtime STT",
          "is_bot": false,
          "headline": "Merge pull request #5003 from akash-dutta-dev/elevenlabs-realtime-fil…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:25:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9a238ffcab31a166eb3476c7f24abb6f5a58a8f",
          "body": null,
          "is_bot": false,
          "headline": "Add changelog entry",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:24:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "727d0845a7a6687becd7f1fd33b4b8484206e429",
          "body": "Anthropic requires thinking blocks to be passed back unmodified within a\ntool-use turn. The signature is what makes a block valid: it carries the\nencrypted reasoning the API decrypts when the block returns. Models that\ndefault to `display: \"omitted\"` return blocks whose thought text is empty,\nso conversion gates on the signature alone and round-trips the empty text.\n\nA thought carrying no signature has no valid thinking-block form and is\nskipped during conversion.",
          "is_bot": false,
          "headline": "Preserve Anthropic thinking blocks that carry no thought text",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:24:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d64e6a8bbd438d112c0a69494e30b16bc386b90",
          "body": "The realtime STT connection tests pin that the flag reaches the query\nstring under the manual commit strategy, since background filtering is\nnot scoped to VAD the way the VAD tuning params are, and that an unset\nflag is omitted entirely.",
          "is_bot": false,
          "headline": "Cover filter_background_audio in tests and the changelog",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:18:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b764e23a8da557e74ac5496dfeafb5b9f9043b83",
          "body": "Exposes ElevenLabs' server-side filter_background_audio flag (already echoed in the session_started config) on the realtime STT WebSocket. When set, it is appended to the connection query string, independent of commit strategy, so ElevenLabs suppresses background/far-end audio. This reduces spurious/hallucinated transcripts on noisy telephony audio.\n\nSigned-off-by: Akash Dutta <akash.dutta9830489799@gmail.com>",
          "is_bot": false,
          "headline": "Add filter_background_audio option to ElevenLabs Realtime STT",
          "author_name": "Akash Dutta",
          "author_login": "akash-dutta-dev",
          "committed_at": "2026-08-01T03:17:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f3ce0e9f40917a91fa9cbd5b0294fd57e3b2f6e",
          "body": "…tation\n\nfix: avoid mutating developer roles in LLM context",
          "is_bot": false,
          "headline": "Merge pull request #5027 from C0deRatoR/fix/openai-adapter-context-mu…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:10:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "987d13092534b3b51558357cf16efdcfcd56e14a",
          "body": "Unpacking a message dict to rewrite its role produces a plain dict, which\ndoesn't satisfy the ChatCompletionMessageParam TypedDict union, so the\nrewritten message is cast back the way the rest of the adapter casts at\nthe LLMContext/OpenAI boundary.",
          "is_bot": false,
          "headline": "Type the developer-to-user conversion at the OpenAI boundary",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T03:04:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d475af419970f535c098f7c8bfee6142c94d85aa",
          "body": "The entry described the adapter-level mutation without naming the\nservices it affects or the symptom a user would notice.",
          "is_bot": false,
          "headline": "Name the affected services in the developer-role changelog entry",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:50:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9750c2d90572efbe993aec0c8b1f0500f7e5ce4",
          "body": "Adapters that pass the system instruction as a separate parameter convert\na single initial system message to \"user\" rather than extracting it, so\nthe provider isn't sent an empty conversation history. The message dicts\nhanded to `_extract_initial_system` are shared with the LLMContext, so\nthe converted message is now a copy and the stored history keeps its\n\"system\" role.",
          "is_bot": false,
          "headline": "Keep the source context intact when converting a lone system message",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:50:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "046815402afeb8bde74187e950da214590e11239",
          "body": "Add opt-in force_locale setting to Azure TTS services",
          "is_bot": false,
          "headline": "Merge pull request #5154 from brunomartinez-lmi/azure-tts-force-locale",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:35:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afd5f657890004877bfa5d3064446b797da672b5",
          "body": "…eatures\n\nfeat(smallest): add endpointing, keyword boosting, and punctuation formatting to STT",
          "is_bot": false,
          "headline": "Merge pull request #5137 from harshitajain165/harshita/smallest-stt-f…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:34:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29b5a8f861e162ecd8e04f979c9167064d07a688",
          "body": null,
          "is_bot": false,
          "headline": "Note that forcing an unsupported locale yields no audio",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:29:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49d6336b766ab9c35ec424e47c00a3b667641a06",
          "body": "An empty `keywords` value registers a single empty keyword on the Pulse\nWebSocket, so the parameter is sent only when keywords are configured.",
          "is_bot": false,
          "headline": "fix(smallest): omit empty keywords query param",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:28:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b625ce5a3bcc0c3732af0739a0d7717994c5c6e",
          "body": "…rose",
          "is_bot": false,
          "headline": "Sort force_locale alphabetically and drop change-narrative from its p…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:26:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d64ff7cbb40f5c6548f3dd75102cdf57a3be61f4",
          "body": "Keyterm boosting support for Cartesia STT services",
          "is_bot": false,
          "headline": "Merge pull request #5168 from dkigel-asapp/dk/cartesia_stt_keyterms",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:26:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b0f945e413183e1f94e6d88808df46f77c9041c",
          "body": null,
          "is_bot": false,
          "headline": "State the keyterm truncation constraint without the rejected alternative",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:17:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82a076c18ae26faec54b037aa89ab9045bcd2209",
          "body": "ink-2 is Cartesia's current streaming STT model and the only one that\nhonors keyterms. It is English-only, so ink-whisper remains the service\ndefault.",
          "is_bot": false,
          "headline": "Use ink-2 in the Cartesia voice example",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:14:33Z",
          "body_truncated": false,
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        },
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          "oid": "74afaf403b2ac177c299f772686ce21cda466bd6",
          "body": "This is the version that supports keyterms and returns structured JSON\nerrors, and the one CartesiaTTSService and CartesiaTurnsSTTService\nalready use.",
          "is_bot": false,
          "headline": "Connect Cartesia STT with API version 2026-03-01",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T02:06:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c51a1f51b7ef26e5b0e83436bcbfd7064c3a3622",
          "body": "Cartesia expects spaces inside a keyterm as %20, so build the connection\nURL with quote_via=quote rather than the default quote_plus. Clamp the\nlist to the 100 keyterms / 1200 characters a connection accepts, and send\nkeyterms only for ink-2 models, the only family that honors them.\n\nKeyterms are bound to a connection, so a keyterm update on\nCartesiaTurnsSTTService now reconnects instead of being reported as\nunhandled.",
          "is_bot": false,
          "headline": "Enforce Cartesia's keyterm encoding, limits, and model support",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
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          "body": null,
          "is_bot": false,
          "headline": "Add changelog entry for PR #5168",
          "author_name": "David Kigel",
          "author_login": "dkigel-asapp",
          "committed_at": "2026-08-01T01:35:13Z",
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          "body": null,
          "is_bot": false,
          "headline": "Cartesia STT keyterm support",
          "author_name": "David Kigel",
          "author_login": "dkigel-asapp",
          "committed_at": "2026-08-01T01:35:13Z",
          "body_truncated": false,
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        },
        {
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          "body": "…altime-default\n\nfeat(transports): default Tavus audio output to faster than realtime",
          "is_bot": false,
          "headline": "Merge pull request #5162 from bpanahij/tavus-audio-out-faster-than-re…",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-08-01T01:18:55Z",
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          "body": null,
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          "headline": "Update changelog for 5162.changed.md",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
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          "body": "…mports\n\nStrip unused imports on commit",
          "is_bot": false,
          "headline": "Merge pull request #5181 from pipecat-ai/pk/precommit-remove-unused-i…",
          "author_name": "Mark Backman",
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          "headline": "Strip unused imports on commit",
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          "headline": "Merge pull request #5129 from dlange-aai/aai/assemblyai-language-codes",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
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          "body": null,
          "is_bot": false,
          "headline": "Drop change-narrative from an AssemblyAI test comment",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T21:54:08Z",
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        },
        {
          "oid": "70cad785caed9dec4322abdf8ce9731996dfcf25",
          "body": "Declared-language steering is prompt-based, so only the U3 Pro family\naccepts it. The setting is no longer sent as a connect-time query\nparameter for other models, including universal-streaming-multilingual,\nwhich transcribes multilingual audio without steering.\n\nThe singular language_code remains a supported name for the same server\nparameter; language_codes is the one to prefer.",
          "is_bot": false,
          "headline": "Gate AssemblyAI language_codes on U3 Pro models",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
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        },
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          "body": "AssemblyAI rejects a declared-language list longer than 10 codes, and a\nrejected UpdateConfiguration closes the session rather than being ignored.\nA list that reached the stored settings would fail every later reconnect\ntoo, since the connect-time URL is rebuilt from them.\n\nCheck the delta before it is applied and drop the field with a warning, so\nan over-long runtime update leaves the current steering in place. The cap\nnow lives in _prepare_language_codes, covering every caller.",
          "is_bot": false,
          "headline": "Enforce the AssemblyAI language_codes cap on runtime updates",
          "author_name": "David Lange",
          "author_login": "dlange-aai",
          "committed_at": "2026-07-31T21:52:14Z",
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        },
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          "body": "AssemblyAI's streaming models support 18 languages, and Urdu is not among\nthem.",
          "is_bot": false,
          "headline": "Drop Urdu from AssemblyAI's supported languages",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T21:52:14Z",
          "body_truncated": false,
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        },
        {
          "oid": "52326177cdccdc6e7323f938753f8b13efcc4413",
          "body": "Declared languages are `Language` enums rather than raw ISO strings,\nmatching how every other STT service that accepts a language list is\nconfigured. `language_to_assemblyai_language()` resolves them to the base\ncodes AssemblyAI declares, collapsing regional variants while preserving\ndeclaration ord\n[…]\ns checked after resolution, since that is the list\nthe server sees. `\"multi\"` has no `Language` equivalent, so fully\nmultilingual transcription goes through\n`model=\"universal-streaming-multilingual\"`.",
          "is_bot": false,
          "headline": "Take Language enums in AssemblyAI language_codes",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
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          "body": null,
          "is_bot": false,
          "headline": "Rename changelog fragment to PR number (5129)",
          "author_name": "David Lange",
          "author_login": "dlange-aai",
          "committed_at": "2026-07-31T21:52:14Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Add changelog entry for the language_codes setting",
          "author_name": "David Lange",
          "author_login": "dlange-aai",
          "committed_at": "2026-07-31T21:52:13Z",
          "body_truncated": false,
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        },
        {
          "oid": "269e6b4556185193ed4c499b40dd4746b6fa2681",
          "body": "AssemblyAI's declared-language parameter is list-valued and supersedes the\nsingular language_code, which it is bound in preference to when both are set.\nA single code pins transcription to that language; several steer toward that\nsubset while keeping code-switching among them.\n\nSteering is prompt-ba\n[…]\n all. The declared list is checked\nagainst the 10-code limit and the rule that \"multi\" stands alone; which codes\nare accepted is left to the server, so a newly supported language needs no\nchange here.",
          "is_bot": false,
          "headline": "Add language_codes setting to AssemblyAISTTService",
          "author_name": "David Lange",
          "author_login": "dlange-aai",
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          "body": "Default Baseten LLM to Kimi K2.6",
          "is_bot": false,
          "headline": "Merge pull request #5178 from pipecat-ai/mb/baseten-kimi-2.6",
          "author_name": "Mark Backman",
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          "headline": "Add changelog fragment for PR #5178",
          "author_name": "Mark Backman",
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          "body": null,
          "is_bot": false,
          "headline": "Default Baseten LLM to Kimi K2.6",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T21:33:30Z",
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          "body": "Default Sarvam LLM to sarvam-105b",
          "is_bot": false,
          "headline": "Merge pull request #5177 from pipecat-ai/pk/sarvam-llm-105b",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T21:06:24Z",
          "body_truncated": false,
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        },
        {
          "oid": "249abd346cd5cf7867a278ac5a0224fa5b3a6735",
          "body": "Keep live VAD state across user turn boundaries",
          "is_bot": false,
          "headline": "Merge pull request #5159 from pipecat-ai/mb/turn-analyzer-vad-state",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T21:06:11Z",
          "body_truncated": false,
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        },
        {
          "oid": "3c583d8ac642e198360c0eadb72bdb47b4157bb1",
          "body": null,
          "is_bot": false,
          "headline": "Renumber changelog fragment to PR #5177",
          "author_name": "Paul Kompfner",
          "author_login": "kompfner",
          "committed_at": "2026-07-31T20:59:29Z",
          "body_truncated": false,
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        },
        {
          "oid": "8a447c5347152fc919c5d6a4b5c9571ecd39fd68",
          "body": "Sarvam has retired every chat model except sarvam-105b. Requests naming\nsarvam-30b or the fixed-context sarvam-30b-16k / sarvam-105b-32k variants\ncome back as a 400 pointing at sarvam-105b as the replacement.\n\nDefault to sarvam-105b and drop the retired ids from the supported set, so\npicking an unusable model fails at construction rather than on the first\ninference.",
          "is_bot": false,
          "headline": "Default Sarvam LLM to sarvam-105b",
          "author_name": "Paul Kompfner",
          "author_login": "kompfner",
          "committed_at": "2026-07-31T20:59:29Z",
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        {
          "oid": "1d4a0bd207f25a73f8e8947f86106814bb47b2a4",
          "body": null,
          "is_bot": false,
          "headline": "docs(turns): tighten comments and docstrings around VAD turn state",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T20:53:38Z",
          "body_truncated": false,
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        },
        {
          "oid": "92cd51e0acb099caeae406fa9ee46e7421154588",
          "body": "The turn boundaries and a VAD start clear the same end-of-turn progress:\nthe transcript and wait flags, plus the pending timers.",
          "is_bot": false,
          "headline": "refactor(turns): extract _discard_pending_end_of_turn in SpeechTimeout",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T20:50:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "5e5dd4014c66829650e59d3653d0de39967eebaf",
          "body": "SpeechTimeoutUserTurnStopStrategy only asks whether this turn saw a VAD\nstop; the timestamp it stored was never read.",
          "is_bot": false,
          "headline": "refactor(turns): make the VAD stop marker a boolean in SpeechTimeout",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T20:50:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd7541c247fd25f990a9e77a037cca4d0d9ef236",
          "body": "TurnAnalyzerUserTurnStopStrategy only asks whether this turn saw a VAD\nstop; the timestamp it stored was never read.",
          "is_bot": false,
          "headline": "refactor(turns): make the VAD stop marker a boolean",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T20:50:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ab376820b0ed07f17aa9f87063dc95bd685e9b5",
          "body": "Both turn boundaries and a VAD start clear it, and both already route\nthrough _discard_pending_end_of_turn.",
          "is_bot": false,
          "headline": "refactor(turns): fold _vad_stopped_time clearing into the shared helper",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T20:50:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "0589ab4c5d722a80ca51058100532c985bf53885",
          "body": "TurnAnalyzerUserTurnStopStrategy cleared _vad_user_speaking in its\nper-turn reset, which the controller runs at both turn boundaries. VAD\nreports that flag only on transitions, so a turn started from a\ntranscript rather than from a VAD frame — MinWordsUserTurnStartStrategy,\nor TranscriptionUserTurnS\n[…]\n _discard_pending_end_of_turn.\n\nAdds integration tests over real pipeline processors covering both\nturn-start paths, a transcript-only turn after VAD has reported normally,\nand the no-VAD-signal case.",
          "is_bot": false,
          "headline": "fix(turns): keep live VAD state across user turn boundaries",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T20:50:46Z",
          "body_truncated": true,
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          "body": "…ix-llm-messages-append\n\nVoice completions from application-requested LLM runs",
          "is_bot": false,
          "headline": "Merge pull request #5146 from pipecat-ai/mb/filter-incomplete-turns-f…",
          "author_name": "Mark Backman",
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          "committed_at": "2026-07-31T20:40:07Z",
          "body_truncated": false,
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        },
        {
          "oid": "6760153c816b5fe8695194ce555fb2294ed50074",
          "body": "…ice-update-settings-frame\n\nDeliver settings updates to inactive services behind a ServiceSwitcher",
          "is_bot": false,
          "headline": "Merge pull request #5155 from pipecat-ai/mb/fix-service-switcher-serv…",
          "author_name": "Mark Backman",
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          "oid": "dc2c97bf88afd1ac3cde2d79c0f842b261f56538",
          "body": null,
          "is_bot": false,
          "headline": "Split the turn-completion fix into its own changelog entry",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T19:48:05Z",
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        {
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          "body": null,
          "is_bot": false,
          "headline": "Name the concrete failures in the ServiceSwitcher settings changelog",
          "author_name": "Mark Backman",
          "author_login": "markbackman",
          "committed_at": "2026-07-31T19:39:15Z",
          "body_truncated": false,
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          "oid": "5c2bce3eea85c3358a7fb8fcfc875f568fcbe702",
          "body": "The field on ServiceUpdateSettingsFrame names where the update reaches\nrather than what it affects, matching how ServiceSwitcher routes it.",
          "is_bot": false,
          "headline": "Name the settings-update opt-in reach_inactive_services",
          "author_name": "Mark Backman",
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          "body": "…rn-completion-fields\n\nDeprecate the turn-completion fields on LLMSettings",
          "is_bot": false,
          "headline": "Merge pull request #5157 from pipecat-ai/mb/deprecate-llm-settings-tu…",
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          "body": "chore: remove unused imports",
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          "headline": "Merge pull request #5147 from pipecat-ai/mb/fix-unused-imports-2026-07",
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          "body": "Resolve open dependabot security alerts",
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          "headline": "Merge pull request #5148 from pipecat-ai/mb/dependabot-security-bumps",
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          "body": "Fix flaky heartbeat monitor timeout test",
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          "headline": "Merge pull request #5153 from pipecat-ai/mb/fix-flaky-heartbeat-test",
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          "body": "Remove the unified function calling integration tests",
          "is_bot": false,
          "headline": "Merge pull request #5152 from pipecat-ai/mb/remove-integration-tests",
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                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pipecat-ai@1.7.0 runtime dependency closure — what installing the published package pulls in — 52 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:pipecat-ai@1.7.0",
                  "assessed": 52
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 52,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 52,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "excellent",
        "name": "AI Readiness",
        "value": 80,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.83,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md",
                "src/pipecat/cli/agent_templates/AGENTS.md",
                "src/pipecat/cli/agent_templates/CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 29522
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, src/pipecat/cli/agent_templates/AGENTS.md, src/pipecat/cli/agent_templates/CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, src/pipecat/cli/agent_templates/AGENTS.md, src/pipecat/cli/agent_templates/CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "83 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 83,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "docs/api/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pyrightconfig.json",
                "src/pipecat/cli/templates/client/react-nextjs/tsconfig.json",
                "src/pipecat/cli/templates/client/react-vite/tsconfig.json",
                "src/pipecat/py.typed"
              ],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/api/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/api/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "eslint.config.js, eslint.config.mjs",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js, eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pyrightconfig.json, src/pipecat/cli/templates/client/react-nextjs/tsconfig.json, src/pipecat/cli/templates/client/react-vite/tsconfig.json, src/pipecat/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pyrightconfig.json, src/pipecat/cli/templates/client/react-nextjs/tsconfig.json, src/pipecat/cli/templates/client/react-vite/tsconfig.json, src/pipecat/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 146524,
              "source_files_sampled": 1199,
              "oversized_source_files": 18
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pyrightconfig.json, src/pipecat/cli/templates/client/react-nextjs/tsconfig.json, src/pipecat/cli/templates/client/react-vite/tsconfig.json, src/pipecat/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pyrightconfig.json, src/pipecat/cli/templates/client/react-nextjs/tsconfig.json, src/pipecat/cli/templates/client/react-vite/tsconfig.json, src/pipecat/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "18/1199 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1199,
                      "oversized": 18
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "src/pipecat/frames/frames.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "src/pipecat/frames/frames.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/pipecat/frames/frames.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "cli",
        "library"
      ],
      "scores": {
        "cli": 10,
        "library": 6,
        "framework": 2,
        "network-service": 3
      },
      "primary": "cli",
      "evidence": [
        {
          "tier": "declared",
          "label": "cli",
          "source": "pypi.console_scripts",
          "weight": 10
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        },
        {
          "tier": "description",
          "label": "framework",
          "source": "description:framework",
          "weight": 2
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "cli"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "First-time contributor figures cover 12 of 28 authors (cap 12)"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-03T07:23:18.148628Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pipecat-ai/pipecat.svg",
  "full_name": "pipecat-ai/pipecat",
  "license_state": "standard",
  "license_spdx": "BSD-2-Clause"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.30.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.

Software health index

Score profile

Ownership

Package ecosystems

Metrics by category

Key facts

Data collection warnings

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