modelscope--funasr/docs/community_growth_20k.md

FunASR Ecosystem Growth Plan: +20,000 GitHub Stars

Baseline on 2026-06-27: the FunASR ecosystem repositories had 31,224 combined GitHub stars. The next target is earning 20,000 additional stars across the ecosystem by 2026-09-30, reaching 51,224+ combined stars through better onboarding, stronger proof, and repeatable launches.

This plan focuses on useful adoption work rather than vanity marketing: if more users can install, evaluate, deploy, and share FunASR successfully, stars follow naturally.

Repository scope

Repository	Role in the ecosystem	Growth surface
modelscope/FunASR	Core toolkit, Python package, runtime services, deployment docs	First-run success, production deployment, issue/PR operations
FunAudioLLM/Fun-ASR	Fun-ASR-Nano model family and LLM-ASR identity	Model cards, Transformers integration, benchmarks, vLLM/GGUF stories
FunAudioLLM/SenseVoice	CPU-friendly multilingual ASR with emotion and audio events	Quick demos, edge use cases, app integrations
modelscope/FunClip	Video clipping and transcription workflow	Creator workflows, local GUI/API recipes, showcase stories

North-star metrics

• GitHub stars: +20,000 across the four-repository ecosystem by 2026-09-30
• Monthly PyPI downloads: sustained growth after each release
• README quick-start success: first transcription in under 5 minutes
• Deployment success: API server, WebSocket, Docker, and vLLM examples verified on fresh machines
• Community throughput: faster issue triage, more external PRs, more user showcases

Audience segments

Audience	What they need	Repository surface that should serve them
ASR developers	Fast local transcript, model choice, Python API	README quick start, tutorial, model zoo
Production teams	Private deployment, streaming, API compatibility, Docker	runtime docs, OpenAI API example, vLLM guide
Agent builders	Speech input to Claude/Cursor/LangChain/Dify/AutoGen	MCP server and OpenAI API examples
Researchers	Benchmarks, reproducibility, citations, model details	benchmark report, docs, model cards
Chinese users	Chinese docs, ModelScope path, deployment in China	README_zh, docs/zh, ModelScope links
International users	English docs, Hugging Face path, comparison with Whisper	README, HF models, benchmark story

Current campaign snapshot

As of 2026-07-08 07:32 UTC, the ecosystem has 35,109 combined GitHub stars, or 3,885 additional stars since the 31,224 baseline. The remaining gap to the +20,000 target is 16,115 stars by 2026-09-30, which requires roughly 192 stars/day across the remaining 84 days.

Repository	Stars	Forks	Open issues	Open PRs	Last push
modelscope/FunASR	19,041	1,912	2	0	2026-07-08
FunAudioLLM/Fun-ASR	1,363	134	0	0	2026-07-07
FunAudioLLM/SenseVoice	8,807	789	0	0	2026-07-07
modelscope/FunClip	5,898	709	0	0	2026-07-07

Keep this snapshot fresh during weekly planning. The ecosystem mode also reports the remaining gap, days left to 2026-09-30, and the required daily average:

python scripts/collect_growth_metrics.py --ecosystem
python scripts/collect_growth_metrics.py --ecosystem --format json

Traffic funnel snapshot

The highest owned conversion surfaces are the repository overviews and Chinese READMEs. Use these surfaces for model-selection clarity, deployment proof, and official ecosystem routing before adding new long-form pages.

14-day GitHub traffic as of 2026-07-07 18:46 UTC:

Repository	Views	Unique visitors	Clones	Unique cloners	Highest-traffic owned paths
modelscope/FunASR	40,588	9,650	12,635	2,144	overview: 7,243 uniques; README_zh.md: 2,521; releases: 469
FunAudioLLM/Fun-ASR	6,173	1,926	1,023	817	overview: 1,584 uniques; README_zh.md: 581; docs/vllm_guide.md: 148
FunAudioLLM/SenseVoice	8,917	3,477	1,028	620	overview: 2,802 uniques; README_zh.md: 923; releases: 163
modelscope/FunClip	2,764	1,366	622	455	overview: 1,187 uniques; README_zh.md: 327; UI screenshots: 203 combined

Top referrer pattern:

• Search and GitHub dominate all four repos, so SEO snippets, GitHub topics, and README first-screen clarity matter more than low-frequency social posts.
• funasr.com, modelscope.github.io, Hugging Face, ChatGPT, and ai-bot.cn are meaningful secondary referrers; keep model cards and homepage links synchronized with README claims.
• FunClip has unusually visible image traffic, so screenshot freshness and UI clarity can influence creator conversion.

Workstream 1: Convert first-time visitors

• Keep the README first screen focused on speed, supported tasks, one-call usage, and links to docs.
• Keep the benchmark table close to the quick start, with exact benchmark scope and full report link.
• Maintain a short model-selection table: SenseVoice, Paraformer, Fun-ASR-Nano, Qwen3-ASR, GLM-ASR, streaming, punctuation, VAD, speaker, emotion.
• Add visible links to deployment, agent integration, contribution, and discussions.
• Avoid burying install and first inference behind long research history.

Workstream 2: Make deployment shareable

• Verify funasr-server --device cuda on a clean GPU machine and publish the exact command/output.
• Add curl examples for /v1/audio/transcriptions and WebSocket streaming.
• Keep Docker image tags explicit and document CPU/GPU differences.
• Add a small deployment decision table: Python API vs OpenAI API vs WebSocket vs Docker vs vLLM vs Triton.
• Turn common deployment failures into FAQ entries.

Workstream 3: Launch content that earns stars

Use one release note or article per clear story:

• "FunASR is 170x realtime and CPU viable for long audio."
• "Self-hosted OpenAI-compatible speech transcription with one command."
• "Streaming ASR with VAD, punctuation, and speaker diarization."
• "MCP speech input for Claude/Cursor and agent workflows."
• "vLLM acceleration for Fun-ASR-Nano."
• "Chinese dialect, accent, meeting, and industrial ASR examples."

For each launch, prepare:

• GitHub release notes with GIF/screenshot or terminal output
• README update and docs link
• Hugging Face and ModelScope model-card update
• Homepage update on modelscope.github.io/FunASR
• Short posts for developer communities
• A pinned GitHub discussion for feedback

Workstream 4: Community operations

• Use issue templates to collect reproducible environment, audio, and deployment details.
• Triage issues weekly with labels: bug, question, documentation, deployment, enhancement, good first issue.
• Convert repeated support answers into docs within 48 hours.
• Keep 5-10 good first issue tasks ready for contributors.
• Thank external contributors in release notes.

Daily maintainer loop:

• Check open issues and PRs in modelscope/FunASR, FunAudioLLM/Fun-ASR, FunAudioLLM/SenseVoice, and modelscope/FunClip.
• Prioritize blockers that stop a first transcription, an API server launch, a WebSocket deployment, or a model download.
• Keep external ecosystem PRs unblocked, especially integrations in high-visibility AI, agent, workflow, ASR, and video repositories.
• Turn repeated answers into docs or examples before closing the loop.
• Keep actionable issues labelled as good first issue, help wanted, or ready for PR so contributors can help without guessing.

Use the issue snapshot before each maintainer pass so waiting-on-reporter, waiting-on-contributor, and maintainer-owned items stay separate:

python scripts/collect_growth_metrics.py --issues
python scripts/collect_growth_metrics.py --issues --format json

Workstream 5: External proof

• Publish reproducible benchmark scripts and raw configuration for the 184-file benchmark.
• Encourage users to share production stories, dashboards, public demos, or benchmark notes through the showcase issue template.
• Add third-party integrations and community projects to README when they are maintained and runnable.
• Keep citations and paper links visible for researchers.
• Track and unblock integrations in Hugging Face Transformers, inference runtimes, agent frameworks, workflow tools, video tools, and speech-recognition libraries.

External integration tracker

High-visibility external integrations can create more qualified traffic than a one-off announcement because they put FunASR in the workflow users already trust. Track them as an operations queue, not as a comment-ping list.

Refresh this table before weekly planning and after any reviewer or CI change:

python scripts/collect_growth_metrics.py --integrations
python scripts/collect_growth_metrics.py --integrations --format json

Set GITHUB_TOKEN when running this from CI or a shared network so GitHub's public API rate limit does not hide the real PR state.

External adoption issue queue

High-star feature requests and roadmap issues are earlier in the funnel than PRs: they shape whether upstream projects expose a clean local STT contract before any code branch exists. Track them separately from merge-ready PRs and comment only when a maintainer asks for implementation detail, test scope, or provider behavior.

Adoption issue	Growth reason	Current maintainer action
openclaw/openclaw#35835 audio file support in the read tool	Extends a high-visibility agent read path from images to audio, with a natural fallback slot for private OpenAI-compatible STT when the active model cannot consume native audio	Keep native audio attachments separate from transcription fallback: audio-capable models should receive original media, while text-only models can use an explicit POST /v1/audio/transcriptions adapter returning transcript plus metadata. FunASR/SenseVoice are useful self-hosted regression backends for that fallback contract.
openclaw/openclaw#40078 silent preflight transcription in mention-gated channels	Turns voice-note history capture into a high-visibility STT workflow where private transcription can enrich context without triggering assistant replies	Track the proposed preflightTranscribe gate: server-side STT should run only after channel/attachment checks, write transcript provenance into history, keep response generation mention-gated, and use an OpenAI-compatible transcription backend so hosted and local FunASR/SenseVoice services share the same contract.
openclaw/openclaw#45508 self-hosted STT/TTS provider support in WebChat	Routes OpenClaw WebChat users toward private OpenAI-compatible STT providers instead of browser-only speech APIs	A batch push-to-talk path has been scoped: browser records a blob, the Gateway calls the configured tools.media.audio / OpenAI-compatible transcription backend, and streaming can remain a follow-up. Watch for product/API decisions before proposing code.
openclaw/openclaw#46661 custom ASR server configuration	Connects a 382k-star OpenClaw native voice-input request to self-hosted/private ASR, giving FunASR, SenseVoice, and Qwen3-ASR a clean OpenAI-compatible STT provider path	LauraGPT posted the provider-contract note at https://github.com/openclaw/openclaw/issues/46661#issuecomment-4909572545. Track maintainer decisions on platform default behavior, explicit credential isolation for custom endpoints, multipart {base_url}/audio/transcriptions, minimum { "text": "..." } responses, optional segment/timestamp metadata, timeout messaging, and fallback tests before proposing code.
openclaw/openclaw#87140 pluggable macOS Push-to-Talk STT backend	Opens a native desktop path for FunASR/SenseVoice as local/private ASR behind OpenClaw's existing PTT UX	Keep Apple Speech as the default and watch for a batch-only provider boundary with explicit capability flags (batch, streaming, languages, local_only, requires_network).
openclaw/openclaw#98027 editable Control UI dictation	Turns a 382k-star agent UI's ordinary prompt composer into a local/private STT adoption path where FunASR or SenseVoice can sit behind the existing Gateway/media-audio provider boundary	PR is open with check-docs failure and missing real microphone -> Gateway -> editable draft proof, so do not call it merge-ready. LauraGPT posted the downstream ASR contract checklist at https://github.com/openclaw/openclaw/pull/98027#issuecomment-4911740942; track whether proof covers local/private transcription provider dispatch, no auto-send, redacted errors, and temp-audio cleanup on success/failure.
openclaw/openclaw#102028 QQBot speech transcription timeout	Hardens a very high-visibility voice-message transcription path so stalled hosted or self-hosted STT providers do not block inbound QQBot attachments indefinitely	PR is open and behind main while checks continue; LauraGPT posted a non-blocking self-hosted STT contract note at https://github.com/openclaw/openclaw/pull/102028#issuecomment-4911671891. Track whether the timeout remains configurable through the public provider/audio model path and whether timeout errors stay distinguishable from auth/model/route errors for slow FunASR/SenseVoice endpoints.
NousResearch/hermes-agent#56989 local STT docs and hardening	Helps self-hosted messaging gateways document fully local voice-note transcription for private deployments	Track whether docs define a backend-neutral local_command and local HTTP contract; FunASR/SenseVoice should fit as wrappers or OpenAI-compatible /v1/audio/transcriptions services.
NousResearch/hermes-agent#16185 Telegram voice-message STT provider precedence	Turns Telegram voice notes in a high-visibility messaging agent into a direct local/private STT adoption path, where FunASR/SenseVoice can fit through either local_command wrappers or OpenAI-compatible transcription servers	Fresh user report says removing the OpenAI STT block made local STT work, suggesting provider precedence/config resolution rather than model failure. LauraGPT posted the backend-neutral provider-boundary checklist at https://github.com/NousResearch/hermes-agent/issues/16185#issuecomment-4911698678; track for a Telegram adapter or gateway fix that logs the selected provider and prevents silent OpenAI fallback.
NousResearch/hermes-agent#60624 Windows ffmpeg discovery for Discord voice	Removes a Windows setup blocker in a high-visibility Discord voice transcription/TTS path before local/private STT providers such as FunASR/SenseVoice can work reliably	PR NousResearch/hermes-agent#60627 adds a shared ffmpeg resolver for FFMPEG_PATH, PATH, and winget installs. LauraGPT linked the PR and validation back to the user report on 2026-07-08 at https://github.com/NousResearch/hermes-agent/issues/60624#issuecomment-4911355349; now monitor checks and maintainer feedback.
anomalyco/opencode#33300 desktop voice input	Puts local speech input in a high-visibility coding-agent desktop app where privacy-sensitive users may avoid browser dictation	Watch for an app-side transcription provider abstraction that inserts transcripts into the prompt draft and keeps provider credentials out of the renderer.
ggml-org/llama.cpp#24375 ASR model routing for WebUI mic input	Lets Qwen3-ASR / Fun-ASR-Nano act as the dedicated transcription model for a separate text-only chat model	Track the proposed /v1/models input-modality discovery and explicit transcription-model selector; avoid duplicate comments while a contributor is working on the UI behavior.
Tencent/ncnn#6790 Qwen3-ASR ncnn port and multi-platform deployment	Opens a 23k-star mobile/edge inference path for Qwen3-ASR-style local transcription, where successful conversion can feed Fun-ASR-Nano/Qwen3-ASR users looking for lightweight on-device ASR	This is a 2026 Rhino-Bird activity issue, so LauraGPT posted a non-claim technical validation note rather than trying to own the task: https://github.com/Tencent/ncnn/issues/6790#issuecomment-4912104458. Watch for a public Qwen3-ASR-ncnn repo or PR, then verify PyTorch parity on fixed preprocessing, normalized CJK text, module-level encoder/projector/decoder drift, and Linux/Windows smoke commands.
Wei-Shaw/sub2api#3754 OpenAI audio endpoint passthrough	Adds a Chinese gateway path for OpenAI-compatible STT/TTS clients and self-hosted FunASR/SenseVoice endpoints	Watch for standard multipart POST /v1/audio/transcriptions passthrough, language/model forwarding, and a CJK regression that preserves language=zh.
elizaOS/eliza#14807 audio PII redaction pipeline	Makes timed ASR spans part of an agent safety workflow where local CJK/private transcription can be useful	Keep FunASR/SenseVoice positioned as optional verifier backends; avoid coupling the primary redaction path to one ASR engine.
modelcontextprotocol/servers#4299 FunASR speech-to-text MCP server	Keeps FunASR visible in the canonical MCP server discussion for local speech tools used by Claude/Cursor-style clients	The compact upstream server now exists in examples/mcp_server with transcribe_audio, Dockerfile, glama.json, and stdio smoke evidence. LauraGPT posted the upstream-status update at https://github.com/modelcontextprotocol/servers/issues/4299#issuecomment-4901476584; next action is to track whether MCP maintainers prefer an external community-server reference instead of vendoring.
crewAIInc/crewAI#5983 FunASR for voice-enabled agents	Routes a 55k-star multi-agent framework toward a provider-neutral voice command path where FunASR/SenseVoice can be a local OpenAI-compatible transcription backend	LauraGPT revived the stale broad request with a concrete voice.stt.* config, multipart /v1/audio/transcriptions contract, mock endpoint test shape, and agent-command handoff at https://github.com/crewAIInc/crewAI/issues/5983#issuecomment-4901293351. Watch for maintainer direction before opening a code PR.
Significant-Gravitas/AutoGPT#13347 FunASR as an open-source STT backend	Keeps the 185k-star AutoGPT voice-input discussion anchored on a generic OpenAI-compatible transcription contract rather than a heavyweight FunASR-only dependency	LauraGPT first mapped the existing hard-coded Copilot Whisper route, then opened draft PR Significant-Gravitas/AutoGPT#13500 and linked it back at https://github.com/Significant-Gravitas/AutoGPT/issues/13347#issuecomment-4908286807. Track whether maintainers prefer env-based /v1/audio/transcriptions configurability, a workflow block, or a separate self-hosted transcript pipeline.
chatchat-space/Langchain-Chatchat#5479 FunASR/SenseVoice voice input	Puts FunASR in a 38k-star Chinese RAG/Agent app where local audio upload can feed existing Chat and knowledge-base flows	LauraGPT proposed an OpenAI-compatible ASR endpoint slice, including asr.base_url, multipart request shape, minimal { "text": "..." } response, and mocked CI endpoint at https://github.com/chatchat-space/Langchain-Chatchat/issues/5479#issuecomment-4901293565. Monitor stale handling and maintainer appetite for a first audio-upload transcription path.
royshil/obs-localvocal#314 SenseVoice/Paraformer engine option	Opens an OBS live-captioning path where SenseVoice/Paraformer can be evaluated through a cleaner ASR-engine boundary instead of a Whisper-only runtime	Maintainer is interested but capacity-limited until mid/late August. LauraGPT mapped current Whisper coupling points and suggested a facade-only first refactor at https://github.com/royshil/obs-localvocal/issues/314#issuecomment-4909662013; wait for a refactor branch or review request before proposing Sherpa-ONNX/FunASR runtime code.
SevaSk/ecoute#203 FunASR alternative ASR backend	Places FunASR/SenseVoice in a local realtime transcription app where users already compare Whisper-compatible and local ASR backends	LauraGPT recommended a two-step path at https://github.com/SevaSk/ecoute/issues/203#issuecomment-4906862462: first expose an OpenAI-compatible local STT endpoint with stt_base_url, optional key, model, and language; later add a native backend only with explicit streaming, language, timestamp, and batch-window capabilities. Monitor for maintainer appetite or an implementation PR before posting again.
521xueweihan/HelloGitHub#3296 FunASR Chinese open-source recommendation	Gives FunASR a high-visibility Chinese developer discovery path in a long-running open-source recommendation channel	LauraGPT posted a 2026-07-08 editor-ready refresh at https://github.com/521xueweihan/HelloGitHub/issues/3296#issuecomment-4910800381 with current ecosystem star counts, category fit, quick-start shape, OpenAI-compatible endpoint value, and the FunClip related-project angle; wait for editor triage without duplicate bumps.
duixcom/Duix-Avatar#605 FunASR/SenseVoice ASR backend option	Puts FunASR/SenseVoice into a 13k-star digital-human project where low-latency ASR plus emotion/audio-event tags can drive avatar interaction	Maintainers acknowledged the current-contract suggestion and said they noted it for subsequent version iterations. Track for a Duix-side version/update invite, then verify the existing duix-avatar-asr /v1/preprocess_and_tran contract before pushing any parallel OpenAI-compatible endpoint path.
sgl-project/sglang-omni#924 ASR support roadmap	Coordinates Fun-ASR-Nano serving tasks across cache behavior, batching, evaluation, and benchmark parity in a serving runtime used by ASR/GPU deployment contributors	LauraGPT posted FunASR-side guidance on full-context encoder cache scope, per-sample speech embedding lengths, batching checks, and CJK evaluation coverage; monitor F-PR follow-ups and avoid duplicate roadmap comments.
pollinations/pollinations#5321 next-model voting for STT	Places FunASR/SenseVoice/Fun-ASR-Nano in a high-traffic open inference model request funnel used by app builders who want hosted or OpenAI-compatible transcription models	LauraGPT posted one exact model request on 2026-07-07 under the TTS & STT voting thread; avoid duplicate comments and monitor for maintainer model-selection signals or requests for endpoint/spec details.
cjpais/Handy#1626 Qwen3-ASR Intel Mac AMD Metal fallback	Reduces a visible local-dictation failure mode in a 25k-star desktop app, keeping Qwen3-ASR / SenseVoice users from abandoning the model after a backend-specific crash	Maintainer confirmed transcribe.cpp will avoid Metal by default on non-Apple-Silicon Macs in the next release. Watch the release, then verify Intel macOS + AMD Metal + Qwen3-ASR routes to CPU fallback while SenseVoice keeps its working path.
Zackriya-Solutions/meetily#567 Apple Voice Memos drag-to-import	Routes a 20k-star privacy-first meeting assistant toward imported-audio transcription workflows where local STT providers can be evaluated	Treat this as macOS import normalization, not an ASR swap: inspect Voice Memos drag payloads, normalize them to a local .m4a path plus title/start-time/duration metadata, reuse the existing import/transcription provider pipeline, and keep FunASR/SenseVoice as later optional providers behind that boundary. GitHub returned 403 Blocked on the first public comment attempt, so monitor without retrying until there is new maintainer activity or account policy changes.
altic-dev/FluidVoice#547 remote transcription backend	Gives lightweight or Intel Macs a path to consume a LAN/GPU STT server instead of running every model locally	Relevant to FunASR/SenseVoice remote endpoints, but GitHub returned 403 Blocked on both the first comment attempt and a 2026-07-08 retry after new maintainer/user activity. Maintainers currently framed near-term work as easier local server startup plus future Windows/Linux GPU support, not a remote consumer endpoint; do not retry again unless account policy or repository write policy changes.
freestyle-voice/freestyle#415 custom OpenAI-compatible STT base URL	Routes a voice-dictation app's batch STT provider toward LAN/self-hosted FunASR/SenseVoice endpoints without forcing users through hosted OpenAI URLs	Author accepted LauraGPT's compatibility scope at https://github.com/freestyle-voice/freestyle/issues/415#issuecomment-4911863210: strip trailing /v1 or slash before appending /v1, keep the first pass batch-only on the existing openai provider, reuse the current API key/model flow, and test both bare-host and /v1 base URLs. Wait for the implementation PR before adding more comments.

Integration PR	Growth reason	Current maintainer action
1c7/chinese-independent-developer#1065 FunClip listing link refresh	Keeps FunClip's existing entry in a 49k-star Chinese independent-developer directory pointed at the current official GitHub repository instead of the old organization homepage	PR updates the accepted FunClip listing's "更多介绍" link from github.com/alibaba-damo-academy to github.com/modelscope/FunClip; monitor for maintainer acceptance without extra pings.
Kedreamix/Linly-Talker#151 FunASR link refresh	Keeps a 3.3k-star digital-avatar conversational system's ASR docs pointed at the current official FunASR repository, so users comparing Whisper and FunASR land on maintained setup docs	PR updates the root README and ASR/README.md references from github.com/alibaba-damo-academy/FunASR to github.com/modelscope/FunASR; monitor for maintainer acceptance without extra pings.
huggingface/transformers#46180 Fun-ASR-Nano model support	Makes Fun-ASR-Nano usable through the default HF API surface and model docs	Current blocker is an unrelated LightOnOCR shared-cache failure in tests_processors; the account cannot rerun Hugging Face Actions jobs, so wait for a maintainer rerun and avoid duplicate comments unless new CI evidence appears.
huggingface/transformers#47111 Qwen3-ASR hotword and language parsing fixes	Keeps the high-visibility Transformers Qwen3-ASR implementation aligned with upstream hotword/context behavior, language hints, and processor training paths used by downstream Fun-ASR-Nano/Qwen3-ASR adopters	The Qwen3-ASR slow job was explicitly rerun and reported no PR-specific failures on head caf37300fc3d3333c3d7c2162a92a886e424eb1c; the aggregate CI recap still has unrelated suite failures. Monitor for reviewer requests around hotword serialization, language parsing, and qwen3_asr processor tests before adding any FunASR-side comment.
sgl-project/sglang-omni#898 Fun-ASR serving support	Exposes Fun-ASR-Nano through a high-visibility serving runtime for ASR benchmarks and GPU deployment	The contributor-owned branch is currently dirty; LauraGPT already posted a concrete ASR benchmark rename/docs conflict recipe, and the author replied that conflicts will be resolved during merging. Wait for contributor or maintainer conflict resolution before adding more comments.
vllm-project/vllm#42478 Qwen3-ASR streaming postprocessing	Improves the upstream Qwen3-ASR streaming path used by OpenAI-compatible transcription clients, so downstream apps can consume clean SSE transcript deltas without model-specific language ...<asr_text> cleanup	LauraGPT posted downstream validation guidance on 2026-07-08. CI is currently blocked only by vLLM's pre-run gate: the PR needs a maintainer ready/verified label or an author history of 4+ merged PRs (current log found 2), so wait for maintainer review rather than adding code-change comments; still watch for a no-space CJK regression.
vllm-project/vllm#47729 MOSS-Transcribe-Diarize support	Expands vLLM's OpenAI-compatible /v1/audio/transcriptions route for long-form ASR with timestamps and speaker labels, creating another high-visibility comparison point for Qwen3-ASR / Fun-ASR-Nano-style serving behavior	PR is open and mergeable=true with mergeable_state=blocked; LauraGPT posted a non-blocking downstream ASR contract note at https://github.com/vllm-project/vllm/pull/47729#issuecomment-4912065897. Watch that response_format=json keeps the plain { "text": "..." } shape stable, any future segments remain additive, CJK long-form audio stays covered, and the new model registration does not alter existing Qwen3-ASR request/response behavior.
tenstorrent/tt-metal#49104 Qwen3-ASR Blackhole/P150 bringup	Opens a hardware-accelerated Qwen3-ASR path with an OpenAI-compatible /v1/audio/transcriptions server for Tenstorrent users evaluating speech workloads	PR is open, approved, and process-blocked rather than waiting on FunASR feedback; LauraGPT posted a non-blocking API-contract note at https://github.com/tenstorrent/tt-metal/pull/49104#issuecomment-4911526665. Track merge/release docs so downstream FunASR users can compare TT, CPU, vLLM, and H100 timing scopes correctly.
ray-project/ray#64053 Ray Serve FunASR ASR example	Puts FunASR in production serving docs for teams already using Ray	Monitor review, answer questions quickly, and keep the example command aligned with the current OpenAI-compatible API behavior.
huggingface/optimum-intel#1801 OpenVINO support	Helps CPU and edge users evaluate Fun-ASR on Intel hardware	Current failed jobs are unrelated OpenVINO matrix failures in Pix2Struct, image-text quantization/export, and tiny-random T5; LauraGPT's direct mirror PR #1856 was closed after maintainers said they will address the cleanup in a preliminary PR, so wait for that maintainer-side update before adding more comments.
huggingface/speech-to-speech#319 SenseVoice STT handler	Adds SenseVoice/FunASR to local open-source voice-agent pipelines where low-latency STT is a core comparison point	Keep lint/import fixes on the PR head, explain optional speech-to-speech[sensevoice] install behavior, and answer handler-scope review quickly.
OpenBMB/VoxCPM#349 Windows CUDA installer with SenseVoice fallback	Puts SenseVoice into a 32k-star multilingual TTS app's Windows install and first-run ASR path as the fallback when local Parakeet/CUDA is unavailable	Current head 9f34141cc81e04028c4e62ac652f2a66dd453dfa is dirty only in app.py; LauraGPT posted the conflict recipe and light validation at https://github.com/OpenBMB/VoxCPM/pull/349#issuecomment-4905293176. Wait for author rebase or maintainer action without duplicate comments.
livekit/agents#6176 FunASR/SenseVoice realtime STT plugin	Opens a path into LiveKit's realtime voice-agent ecosystem where local STT is evaluated alongside hosted providers	CI and CLA are green; avoid duplicate pings and monitor for maintainer review on plugin scope, package metadata, or optional dependency expectations.
datajuicer/data-juicer#938 HumanVBench audio/video operators	Places FunASR/SenseVoice-style speech understanding into a 6k-star data processing toolkit used to evaluate human-centric video and multimodal datasets	Current PR is open and mergeable but process-blocked while unit-test jobs are still waiting; LauraGPT posted the FunASR/SenseVoice dependency and validation follow-up at https://github.com/datajuicer/data-juicer/pull/938#issuecomment-4905235851. Wait for CI or maintainer feedback before adding more comments.
mahimairaja/voiceai#16 FunASR and SenseVoice STT resource listing	Places FunASR/SenseVoice in a curated voice-AI resource map for builders comparing STT providers and local speech stacks	Maintainer approved. A pre-existing Stars badge target caused link-check to fail; pushed 16c451d to retarget the badge to the repo homepage, verified lychee 0.23.0 with the CI args (480 Total, 0 Errors), and posted the green-status note after GitHub reported combined status success. Wait for maintainer merge without further pings.
punkpeye/awesome-mcp-servers#7153 FunASR MCP server listing	Exposes FunASR to a high-star MCP discovery list used by agent-tool builders looking for local speech tools	Glama manifest now points at the current server.json schema and declares the maintainer for verification; the MCP Dockerfile also carries the official Registry OCI ownership label. Next step is maintainer OAuth/Glama ingestion or a public OCI image plus matching MCP Registry server.json, then update the external PR only after a valid score badge or maintainer feedback.
zts212653/clowder-ai#1083 Qwen3-ASR service unification	Puts Qwen3-ASR into a user-facing local STT service slot by making it a whisper-stt backend variant instead of a separate, easier-to-misconfigure service	Head 28067864e313cd03dd3d6f4ce0a72ec5b5026b47 reports green CI after fixes for Rosetta hardware detection, Qwen3-ASR install/server dispatch, async backend locking, temp WAV cleanup, and stale setup docs; author status update: https://github.com/zts212653/clowder-ai/pull/1083#issuecomment-4910797452. Wait for maintainer re-review without duplicate comments.
run-llama/llama_index#21958 FunASR endpoint reader	Puts FunASR behind a LlamaIndex reader for OpenAI-compatible transcription endpoints used in RAG and agent pipelines	LauraGPT rechecked head 07a8599deaebe5e7a559d62174e7a872870c2f7e at https://github.com/run-llama/llama_index/pull/21958#issuecomment-4905345545; author acknowledged the shared-reader pytest caveat at https://github.com/run-llama/llama_index/pull/21958#issuecomment-4905384536. Keep the endpoint contract clear and avoid forcing local funasr dependencies into the main package.
run-llama/llama_index#21996 local FunASR reader	Gives LlamaIndex users a local SenseVoice/FunASR reader for private transcription workflows	Keep optional dependencies isolated, verify the reader does not affect default installs, and watch for maintainer guidance on package extras.
mem0ai/mem0#5571 optional FunASR transcription helper	Adds local FunASR transcription to a high-star memory layer used by agent builders	Keep FunASR optional and make examples clear about local model downloads; the current failing Vercel preview is a Mem0 team authorization gate, not a FunASR code failure, so wait for maintainer-side preview access or review.
Significant-Gravitas/AutoGPT#13500 configurable transcription endpoints	Opens a path from AutoGPT's high-visibility agent platform to local FunASR/SenseVoice gateways through the existing OpenAI-compatible transcription route	GitHub Actions are green after the typed HeadersInit fix; remaining blockers are the author-controlled CLA, AutoGPT-team Vercel preview authorization, and maintainer review, not FunASR-side code.
harry0703/MoneyPrinterTurbo#1006 shareable video-generation presets	Puts subtitle, language, voice, and provider settings in a 96k-star short-video generator's reusable preset schema, creating the right safety boundary for later local/offline subtitle ASR or FunClip handoff workflows	LauraGPT posted a non-blocking preset-contract note at https://github.com/harry0703/MoneyPrinterTurbo/pull/1006#issuecomment-4912521164: export only stable non-secret choices such as subtitle provider, language, subtitle style, TTS/voice selection, and local/offline capability; keep API keys, bearer tokens, signed URLs, temporary media paths, cached model files, and unsanitized endpoint URLs out of shareable presets. Track review without asking this preset PR to add a FunASR/SenseVoice engine.
harry0703/MoneyPrinterTurbo#911 OpenVINO local subtitle provider	Adds a hardware-accelerated local transcription provider to a 96k-star short-video generator's subtitle pipeline, creating the same audio -> SRT/timestamped segments seam that later FunASR/SenseVoice or FunClip workflows can reuse	LauraGPT posted a non-blocking provider-boundary note at https://github.com/harry0703/MoneyPrinterTurbo/pull/911#issuecomment-4912751845. Track whether the PR keeps subtitle_provider generic, handles missing OpenVINO packages/model directories before subtitle correction, preserves valid UTF-8 SRT and CJK punctuation, and avoids another settings migration for future funasr / sensevoice providers.
maximhq/bifrost#5020 diarized OpenAI transcription compatibility	Keeps a high-visibility LLM gateway's OpenAI-compatible /v1/audio/transcriptions path safe for diarized STT responses, including downstream clients that compare hosted models with self-hosted FunASR/SenseVoice endpoints	PR is open with green checks and bot review confidence; LauraGPT posted a non-blocking downstream contract note at https://github.com/maximhq/bifrost/pull/5020#issuecomment-4911586742. The fix covers string diarized segment IDs, explicit empty segments: [], multipart transcription params, and speaker passthrough; watch merge/release feedback before adding more comments.
getpaseo/paseo#313 FunASR streaming STT provider	Adds a standalone FunASR/SenseVoice server and streaming dictation provider to a 10k-star agent orchestration app	Current head 19d9270f1b55d5a0d59288ff2c4a4e707bd60c9a is dirty against main; LauraGPT triage at https://github.com/getpaseo/paseo/pull/313#issuecomment-4905606566 documents the conflict set and a needsFunASR provider-wiring bug to fix during rebase. Wait for author rebase or maintainer guidance without duplicate pings.
getpaseo/paseo#1634 SenseVoice local STT model support	Adds SenseVoice to a local voice/dictation app with a visible offline STT model catalog and speech CLI path	Current PR is mergeable at head 4cc65ac6fbc9735ac487648bbbd02ee487050f31; posted focused local validation at https://github.com/getpaseo/paseo/pull/1634#issuecomment-4905550193 covering server deps build, format check, 3 speech Vitest files with 10 tests, and server build. Wait for maintainer review without duplicate pings.
infiniflow/ragflow#16473 FunASR / SenseVoice STT provider	Adds FunASR to a high-star RAG workflow product where local STT can become a visible configuration choice	Track duplicate/conflict cleanup, keep provider naming consistent, and verify that skipped CI is expected rather than a hidden regression.
mudler/LocalAI#10090 FunASR backend	Exposes FunASR through a high-star local AI engine used by self-hosters and edge deployments	Upstream DCO is green; the fork-side tests failure is a CodeQL/SARIF upload permission gate on a fork, not a FunASR backend regression. Local CPU smoke validation remains backend/python/funasr/test.py with four passing tests, so wait for maintainer-side review or rerun without duplicate pings.
agno-agi/agno#8501 FunASR transcription tool	Places FunASR in a high-star agent platform as a local multilingual transcription tool	Keep issue linkage and formatting gates green, avoid heavy default dependencies, and respond to review scope requests quickly.
GetStream/Vision-Agents#606 FunASR STT plugin	Adds SenseVoice/FunASR to multimodal voice and vision agent examples	Keep package include paths and tests aligned with upstream conventions, then watch review threads for optional dependency or documentation requests.
TEN-framework/ten-framework#2191 FunASR ASR extension	Places SenseVoice/FunASR in a realtime multimodal agent framework with extension discovery	The failing claude-review action is a fork-permission gate, not a code failure; wait for maintainer-side review or rerun, and respond only to concrete code/doc feedback.
activepieces/activepieces#13985 FunASR speech recognition piece	Gives no-code workflow users a direct FunASR speech recognition action	Replacement PR for conflicted #13450 is open and mergeable at head f9d22ee03c58199c7236e2f1008f083d6f80b4a2; Greptile marks the additive community piece safe to merge and normal checks are green/skipped. Latest LauraGPT recheck: https://github.com/activepieces/activepieces/pull/13985#issuecomment-4904635178. Remaining blocker is the license/cla status, which is author/account-controlled and should not be signed by the operator.
omnigent-ai/omnigent#2093 server-side streaming dictation	Opens a model-agnostic dictation backend in a multi-agent desktop/mobile harness where FunASR/SenseVoice can later fit behind the same local worker or OpenAI-compatible fallback contract	LauraGPT posted the non-blocking FunASR/SenseVoice backend-contract follow-up at https://github.com/omnigent-ai/omnigent/pull/2093#issuecomment-4907140875. Current PR is open and mergeable but blocked by npm test, pre-commit, and maintainer approval checks; wait for concrete review or CI logs before more comments.
speaches-ai/speaches#658 FunASR transcription backend	Adds SenseVoice/Paraformer to an OpenAI-compatible local speech API used by self-hosted voice stacks	Current unstable state is a fork-workflow approval gate with no check-runs/logs on the head commit; keep the local validation note current and respond only if real CI logs or maintainer review appear.
Uberi/speech_recognition#903 FunASR recognizer	Exposes FunASR through a widely known Python speech-recognition wrapper	Current unstable state is a fork-workflow approval gate with no check-runs/logs on the head commit; keep the recognizer optional and lightweight, and be ready with a minimal install/import smoke test if maintainers ask for scope reduction.
fighting41love/funNLP#478 SenseVoice and FunClip speech-section listing	Adds the newer FunASR ecosystem projects to a high-star Chinese NLP resource list with strong domestic discovery value	PR is clean and mergeable; avoid duplicate pings unless maintainers ask for category, wording, or link changes.
josephmisiti/awesome-machine-learning#1339 FunASR Python speech-recognition listing	Places FunASR in a broad high-star machine-learning discovery list where users compare Python ASR toolkits	PR is open but mergeable_state=blocked; recheck only for maintainer feedback or a new failed status, and keep the entry description aligned with the core toolkit rather than every model variant.
crownpku/Awesome-Chinese-NLP#32 Speech Recognition and Audio section	Creates a Chinese-NLP discovery path that can route users to FunASR, SenseVoice, Fun-ASR-Nano, and FunClip together	PR is clean and mergeable; monitor without status bumps unless maintainers request section naming or Chinese wording changes.
mahseema/awesome-ai-tools#1403 FunASR tool listing	Complements the FunClip listing in the same AI-tools catalog with the core ASR toolkit	PR is clean and mergeable; keep FunASR and FunClip descriptions distinct so one does not look like a duplicate of the other.
INTERMT/Awesome-PyTorch-Chinese#5 FunASR Chinese PyTorch listing	Adds FunASR to a Chinese PyTorch resource list used by developers looking for local speech models and toolkits	PR is clean and mergeable; monitor for maintainer style feedback and keep the link pointed at the GitHub repo rather than a transient model page.
krzjoa/awesome-python-data-science#99 FunASR computer-audition listing	Adds FunASR to a Python data-science discovery list where speech/audio tooling is compared with broader ML stacks	PR is clean and mergeable; maintain a short toolkit-focused description and avoid duplicate comments unless maintainers ask for category changes.
zzw922cn/awesome-speech-recognition-speech-synthesis-papers#27 FunAudioLLM paper listing	Places Paraformer, FunASR, SenseVoice, and Fun-ASR-Nano papers in a speech-recognition/synthesis paper list used by researchers	PR is clean and mergeable; keep paper links stable and be ready to adjust ordering or paper metadata if requested.
Osmantic/ODS#1639 SenseVoice/FunASR STT backend	Adds a direct local STT backend to an app surface where users can choose open speech engines	PR is mergeable but blocked by review/process state; wait for maintainer feedback and keep any follow-up focused on optional dependency and endpoint behavior.
faroit/awesome-python-scientific-audio#85 FunASR scientific-audio listing	Exposes FunASR to Python users browsing scientific audio and speech-processing toolkits	PR is clean and mergeable; monitor for taxonomy or wording feedback without status bumps.
joewongjc/type4me#207 Qwen3-only local ASR mode	Helps a local dictation app use Qwen3-ASR final transcription without keeping SenseVoice/VAD preview models resident	Keep as draft until a full Xcode/XCTest run or real Qwen3-only ASR smoke test validates the runtime path; do not request review yet.
ga642381/speech-trident#31 SenseVoice model-list entry	Adds SenseVoice to a speech/audio language-model catalog that routes model researchers toward FunASR ecosystem components	PR is clean and mergeable; monitor for citation or category feedback.
vinta/awesome-python#3246 SenseVoice listing	Places SenseVoice in the largest Python discovery list as a practical local speech-recognition option	PR is blocked by maintainer/review gate rather than a known code failure; watch for category or project-quality feedback before changing scope.
RVC-Boss/GPT-SoVITS#2801 Fun-ASR-Nano fallback fix	Improves a high-star voice generation workflow by making Fun-ASR-Nano setup errors fall back cleanly instead of blocking users	PR is clean and mergeable; monitor for maintainer questions and keep the fix narrowly scoped to registration/fallback behavior.
jobbole/awesome-python-cn#141 FunASR Chinese Python listing	Adds FunASR to a long-lived Chinese Python resource list used by domestic developers	PR is clean and mergeable; avoid duplicate comments unless maintainers ask for ordering or Chinese wording changes.
yuekaizhang/Fun-ASR-vllm#21 vLLM prompt embedding dtype fix	Keeps a community Fun-ASR-vLLM GPU inference path stable for users trying Fun-ASR-Nano with vLLM	PR is clean and has a validation note. Monitor for maintainer feedback, keep the change limited to float32 prompt embeddings, and avoid extra status bumps unless runtime questions appear.
openvino-agent/optimum-intel#5 FunASR OpenVINO review cleanup	Preserves an OpenVINO review-structure cleanup branch while the upstream optimum-intel path is maintainer-owned	Keep as a reference branch for review cleanup and do not ping externally unless maintainers ask for the generated-file or modularization details.
EmulationAI/awesome-large-audio-models#19 FunAudioLLM paper listing	Adds Paraformer, FunASR, SenseVoice, and Fun-ASR-Nano papers to a large-audio-models discovery list	README-only PR with validation posted; wait for maintainer review and be ready to adjust paper ordering or citation text.
ddlBoJack/Awesome-Speech-Language-Model#6 Fun-ASR-Nano listing	Routes speech language model readers toward Fun-ASR-Nano as an audio-LLM component	Validation was posted on 2026-07-07; PR is clean with no exposed checks, so monitor without duplicate pings.
LqNoob/Neural-Codec-and-Speech-Language-Models#4 Fun-ASR-Nano and SenseVoice listing	Adds the FunAudioLLM speech understanding models to a neural codec and speech-language-model resource list	Validation was posted on 2026-07-07; wait for maintainer review and keep any follow-up focused on model categorization.
PyTorchKR/oss-landscape#688 FunASR OSS landscape entry	Adds FunASR to a Korean PyTorch and OSS discovery map that can route regional users to the toolkit	PR is README-only, clean, and has no check contexts; avoid low-signal comments unless maintainers ask for metadata or category changes.
metame-ai/awesome-audio-plaza#10 FunASR, SenseVoice, and FunClip ASR listing	Presents the full FunASR ecosystem together in an audio tools plaza used by speech and creator-tool readers	Prior pings are already present; monitor for maintainer feedback and keep future replies limited to link or category changes.
ChristosChristofidis/awesome-deep-learning#317 FunASR framework listing	Adds FunASR to a 28k-star deep-learning discovery list where users compare frameworks and toolkits	Validation was refreshed on 2026-07-07; wait for maintainer review without another status bump.
Hannibal046/Awesome-LLM#623 Fun-ASR-Nano Alibaba-section listing	Routes a large LLM audience to Fun-ASR-Nano as a speech understanding model in the Alibaba ecosystem	Validation was refreshed on 2026-07-07; wait for maintainer review and adjust section placement only if requested.
AiHubCN/Awesome-Chinese-LLM#103 SenseVoice and Fun-ASR-Nano Chinese LLM listing	Adds FunAudioLLM speech models to a high-star Chinese LLM catalog with strong domestic discovery value	Validation was refreshed on 2026-07-07; PR is currently blocked by maintainer review/process state rather than a code failure.
pluja/awesome-privacy#836 FunASR privacy-focused STT listing	Puts fully self-hosted FunASR in front of privacy-conscious users looking for local speech-to-text models	Validation was refreshed on 2026-07-07; wait for maintainer review and keep privacy wording concise.
BradyFU/Awesome-Multimodal-Large-Language-Models#280 Fun-ASR-Nano MLLM listing	Adds Fun-ASR-Nano to a multimodal-LLM discovery list where speech understanding models are compared	Validation was refreshed on 2026-07-07; monitor for maintainer category feedback.
mahmoud/awesome-python-applications#227 FunASR audio application listing	Adds FunASR to a broad Python applications list used by developers looking for usable audio tooling	Validation was refreshed on 2026-07-07; wait for maintainer review without extra pings.
bharathgs/Awesome-pytorch-list#164 FunASR PyTorch speech listing	Adds FunASR to a PyTorch NLP and speech processing list with a broad ML practitioner audience	Validation was refreshed on 2026-07-07; PR is clean and should only need maintainer review.
WangRongsheng/awesome-LLM-resources#162 FunASR and SenseVoice resources	Adds FunASR/SenseVoice to a Chinese LLM resources list where multimodal and speech tool readers compare projects	Validation was refreshed on 2026-07-07; wait for maintainer review and keep future replies focused on link stability.
steven2358/awesome-generative-ai#821 FunASR speech-to-text listing	Routes generative-AI readers looking for STT tools toward the core FunASR repo	PR is clean and mergeable; monitor for section placement feedback.
owainlewis/awesome-artificial-intelligence#243 FunASR audio listing	Adds another broad AI-discovery path for users comparing open-source audio tools	PR is clean and mergeable; keep the description concise and avoid status pings.
ai4s-research/awesome-ai-for-science#69 FunASR science toolkit listing	Creates a discovery path from scientific AI tooling lists to FunASR for transcription and field-recording workflows	Validate the link, keep the description technically accurate, and avoid extra comments unless maintainers ask for category or wording changes.
lukasmasuch/best-of-ml-python#455 FunASR project listing	Adds FunASR to a high-star ranked Python ML discovery list that is refreshed weekly	The PR is mergeable and already has prior pings; keep monitoring without adding more comments unless new maintainer feedback or validation evidence appears.
tensorchord/Awesome-LLMOps#533 FunASR audio foundation model listing	Adds FunASR to an LLMOps discovery list where users look for model-serving and operations-ready audio foundation models	Current PR is README-only, clean, DCO-passing, and has fresh FunASR-side link validation; wait for maintainer review without duplicate pings.
rafska/awesome-local-llm#118 FunASR local CPU ASR listing	Exposes the FunASR llama.cpp/GGUF path to local-LLM users looking for fully local CPU speech recognition	Current PR is README-only, clean, and has fresh link validation; monitor for maintainer feedback without adding another status comment.
krzemienski/awesome-video#102 FunClip AI video tools listing	Adds FunClip to a curated streaming/video tools list where video engineers and creator-tool builders discover AI-assisted clipping and subtitle generation workflows	Sourcery's rerun passes on head f90be00; the PR is README-only, mergeable clean, and uses owner/repo-style link text [modelscope/FunClip]. LauraGPT posted a concise ready/validation note on 2026-07-08 at https://github.com/krzemienski/awesome-video/pull/102#issuecomment-4911378040; now wait for maintainer review without duplicate pings.
CopilotKit/CopilotKit#5863 voice runtime transcription docs	Puts self-hosted OpenAI-compatible ASR behind a 35k-star agent UI voice surface by clarifying that custom TranscriptionService implementations can proxy CopilotKit /transcribe requests to local or LAN STT endpoints	LauraGPT posted a 2026-07-08 downstream compatibility note at https://github.com/CopilotKit/CopilotKit/pull/5863#issuecomment-4911282937, suggesting an optional self-hosted ASR callout for FunASR, SenseVoice, and Qwen3-ASR-style /v1/audio/transcriptions deployments. Wait for maintainer/doc-author feedback; do not turn this into a blocking review.
manaflow-ai/cmux#7314 provider-neutral iOS voice backend	Puts a 23k-star AI terminal's iOS Voice Mode and composer dictation behind a recognition-backend seam where local/on-device Apple or Parakeet engines can later coexist with LAN/self-hosted FunASR/SenseVoice/Qwen3-ASR transcription gateways	LauraGPT posted a non-blocking backend-contract note at https://github.com/manaflow-ai/cmux/pull/7314#issuecomment-4912323678: keep engine capability metadata provider-neutral, send exactly one final transcript to mobile.voice.input, preserve fail-closed target checks outside the ASR engine, sanitize provider errors, and keep downloaded model state separate from any future remote endpoint settings. Track review without asking this PR to add another engine.
QwenLM/qwen-code#6516 VoiceButton i18n and provider-error boundary	Makes voice dictation states and retry affordances translatable in the same high-visibility Qwen Web Shell surface, which matters for non-English users running local FunASR/SenseVoice STT backends	LauraGPT posted the local/private STT note at https://github.com/QwenLM/qwen-code/pull/6516#issuecomment-4911909587. Latest head 79f3294e651211de4095947eec35e33d94da5c7a adds locale-cache invalidation after the earlier missed placeholder fix; Ubuntu Node 22 tests and coverage comment passed, while review-pr is still in progress. Reviewer wenshao downgraded to non-blocking comment at https://github.com/QwenLM/qwen-code/pull/6516#issuecomment-4912381983 and suggested i18n interpolation/timeline tests plus sentinel cleanup. Monitor checks/review; avoid another FunASR comment unless provider-error or voice insertion tests are requested.
agent-of-empires/agent-of-empires#2585 composer action extension point	Adds a provider-agnostic composer action API in an agent UI, creating the right plugin boundary for local FunASR/SenseVoice dictation without hard-coding STT into core	Maintainer agreed with LauraGPT's provider-neutral boundary at https://github.com/agent-of-empires/agent-of-empires/pull/2585#issuecomment-4911979551 and asked the author to rebase. Keep STT-provider code out of this PR; after the extension point is clean, propose or review a plugin that calls an OpenAI-compatible FunASR/SenseVoice /v1/audio/transcriptions endpoint.
tmoroney/auto-subs#652 Whisper download failure with SenseVoice fallback	Protects a live subtitle workflow after AutoSubs added SenseVoice: a Chinese-video user is blocked by large-v3-turbo whisper.cpp model download failure, not by audio normalization or ASR execution	LauraGPT posted safe triage at https://github.com/tmoroney/auto-subs/issues/652#issuecomment-4911843184: avoid unverified ZIP/bypass scripts, keep the Whisper fix in the model-manager/cache path, and use the built-in SenseVoice path from #629 plus the app translation route as the immediate lang=zh fallback. A new user asked for 1:1 help, so LauraGPT moved support back into the public issue at https://github.com/tmoroney/auto-subs/issues/652#issuecomment-4912472340; after they asked which option is SenseVoice, LauraGPT identified the UI label/model id at https://github.com/tmoroney/auto-subs/issues/652#issuecomment-4912653724. Track whether they can see SenseVoice / sense-voice, whether their build includes the newer engine, and whether Whisper remains isolated to download/cache handling.
OpenWhispr/openwhispr#769 custom endpoint transcription contract	Keeps a privacy-first dictation app's BYOK/custom STT route compatible with OpenAI-style multipart transcription endpoints, the same wire shape used by self-hosted FunASR/SenseVoice gateways	LauraGPT posted the regression-contract checklist at https://github.com/OpenWhispr/openwhispr/issues/769#issuecomment-4909852583 after a user confirmed the OpenRouter fix branch worked. Track for a main/release-side fix that preserves file, model, optional language, optional response_format=verbose_json, exact /audio/transcriptions base-url joining, safe audio/webm handling, and provider-specific JSON/base64 only when required.
mahseema/awesome-ai-tools#1689 FunClip video-tool listing	Adds FunClip to a high-visibility AI tools list where video creators discover clipping and subtitle workflows	Validate the FunClip link, keep the description aligned with local transcription/SRT/AI clipping capabilities, and avoid status pings after evidence is posted.

Completed external wins:

Integration	Growth reason	Result
xinnan-tech/xiaozhi-esp32-server#3255 configurable FunASR language	Improves a high-star ESP32 voice-agent backend by letting users pin SenseVoice/FunASR language for short utterances	Merged on 2026-06-30 after adding the multi-module management-console database migration requested by maintainers.
tmoroney/auto-subs#629 SenseVoice engine for subtitle workflows	Adds SenseVoice to an on-device subtitle generation app used by video editors and creators	Merged on 2026-06-30 after adding the declarative model manifest, SenseVoice/Canary/Cohere engines, real CTC timestamps, native translation routing, and robustness fixes.
pipecat-ai/pipecat#4844 FunASR local STT service	Puts SenseVoice/FunASR into realtime voice agent pipelines used by builders comparing local STT backends	Merged on 2026-07-02 after adding the local STT service, optional dependency handling, docs, and validation coverage.
liusongxiang/Large-Audio-Models#26 FunAudioLLM audio-language-model listing	Adds FunAudioLLM to a focused audio language model catalog where researchers compare speech and audio LLM projects	Merged on 2026-07-03 with a README-only FunAudioLLM entry.
yuekaizhang/Fun-ASR-vllm#20 deterministic vLLM sampling for ASR	Improves a community Fun-ASR-vLLM inference path by making ASR generation deterministic enough for repeatable evaluation and demos	Merged on 2026-07-07 after switching the vLLM sampling path to deterministic decoding for ASR. Follow-up #21 continues the prompt-embedding dtype cleanup.
xorbitsai/inference#5140 Fun-ASR-Nano Xinference dependency fix	Unblocks Fun-ASR-Nano deployment through Xinference by moving model specs off an old FunASR git pin that predates FunASRNano registration	Merged on 2026-07-07 as 4a625fafa55827ee932f1e2cfcd362b9a7b4aabe; LauraGPT synced FunASR deployment docs in https://github.com/modelscope/FunASR/pull/3117 and posted the merge follow-up at https://github.com/xorbitsai/inference/pull/5140#issuecomment-4901893926. Track Xinference release notes so FunASR docs can point users at a fixed build.
debpalash/OmniVoice-Studio#1003 OpenAI-compatible ASR backend	Gives an 8k-star local voice/video studio a generic POST /v1/audio/transcriptions path that can point at self-hosted FunASR, SenseVoice, or Qwen3-ASR servers before direct Transformers support lands	Merged by maintainer debpalash on 2026-07-08 as 5a7d9cc05cda45682b11b5ece35190a5c39bbb6f after LauraGPT's timeout, fallback-scope, key-clear, and error-sanitization review note. Watch release/user feedback for real FunASR/SenseVoice endpoint smoke results; do not post another follow-up unless those hardening items resurface.
OpenWhispr/openwhispr#1093 transcript-retention fix	Strengthens a privacy-first dictation and meeting transcription app so local/private STT providers do not lose genuine microphone speech when echo evidence is audio-only	Merged on 2026-07-08 as 4d6f2d2e8b4602feb72f1493aff1f8f12de9e3f3 after LauraGPT highlighted the final-text retention contract; watch release feedback and future OpenAI-compatible/local provider work without posting duplicate follow-ups.
elizaOS/eliza#15426 streaming ASR live transcript contract	Lands a high-star agent OS voice UX path where segment preview and final batch transcript semantics can support local/private FunASR or SenseVoice-style ASR providers	Merged on 2026-07-08 as e8d780cd31d1b5e8a870c20e370da0010ce8eb2d after LauraGPT called out the final-transcript safety contract at https://github.com/elizaOS/eliza/pull/15426#issuecomment-4911110675. Watch follow-up provider work and keep any FunASR bridge aligned with the final-only fallback contract.
QwenLM/qwen-code#6510 pane-scoped voice dictation restore	Restores voice dictation in a 25k-star Qwen coding-agent Web Shell split-view, creating a visible local/private STT surface when the daemon advertises voice_transcribe	Merged on 2026-07-08 as d8dc8043d6cfd4d7605f83b8a4838fee9dacdffa after LauraGPT's pane-scoped local/private ASR boundary note at https://github.com/QwenLM/qwen-code/pull/6510#issuecomment-4911877569 and maintainer confirmation at https://github.com/QwenLM/qwen-code/pull/6510#issuecomment-4912022943: capability-gated mic visibility, editable transcript draft without auto-submit, pane-specific routing, and sanitized provider errors for FunASR/SenseVoice/OpenAI-compatible STT backends.
chatmcp/mcpso#1 MCP server directory submission	Routes MCP builders browsing mcp.so toward FunASR's local speech-recognition MCP server	Listed on mcp.so on 2026-07-08 at https://mcp.so/server/mcp-server-funasr/radial-hks after LauraGPT submitted the server in the public directory thread. The MCP README now links the live directory page so Claude/Cursor-style users can discover transcribe_audio without reading the growth tracker.

Operating rules:

• Comment on external PRs only when there is new evidence, a reviewer question, or a concrete unblock; avoid low-signal status bumps.
• Keep each integration's local verification command, CI link, and latest reviewer decision in the weekly notes.
• Promote an integration in FunASR README or release notes only after it is merged or has a maintained, runnable branch.
• When a third-party PR stalls, look for a smaller docs/example PR in that upstream instead of forcing a large runtime integration.

Tracking cadence

Use the lightweight metrics script before and after major README, homepage, release, or demo updates:

python scripts/collect_growth_metrics.py
python scripts/collect_growth_metrics.py --format json

The script captures GitHub stars, forks, watchers, open issues, open pull requests, latest push time, and the current PyPI version using public APIs. Set GITHUB_TOKEN when running it from CI or a shared network to avoid public GitHub API rate limits. Paste the Markdown output into launch notes, weekly community updates, or release retrospectives so the 20k-star effort stays measurable.

30-day execution checklist

Week 1: Repository conversion

• Verify README quick start on clean CPU and GPU environments.
• Verify all README links and docs links.
• Add or refresh CONTRIBUTING, PR template, and issue templates.
• Add a short FAQ for install/deployment failures.
• Confirm GitHub repo description and topics mention ASR, speech-recognition, streaming, diarization, OpenAI-compatible API, MCP, and vLLM.

Week 2: Deployment proof

• Publish API server curl examples.
• Publish WebSocket streaming examples.
• Validate Docker CPU and GPU images.
• Validate vLLM guide on one GPU server.
• Record concise terminal outputs for release notes.

Week 3: Launch package

• Create a GitHub release focused on one sharp value proposition.
• Update PyPI release description if needed.
• Update Hugging Face organization/model cards.
• Update ModelScope model cards and demos.
• Update homepage hero and docs entry points.

Week 4: Distribution and feedback

• Share the release in relevant developer communities.
• Pin a GitHub discussion for the release.
• Triage all new issues within 48 hours.
• Convert top 3 support questions into docs.
• Track stars, PyPI downloads, issue volume, and docs traffic.

Release-note template

## Why this release matters

FunASR now lets you ...

## Try it in 60 seconds

```bash
pip install -U funasr
funasr-server --device cuda
```

## Highlights

- ...
- ...
- ...

## Verified environments

- GPU:
- CPU:
- Docker:

## Links

- Quick start:
- Deployment guide:
- Benchmark:
- Discussion:

中文摘要

目标不是单纯“求 Star”，而是让更多用户能更快完成安装、转写、部署和分享。当前增长目标按 FunASR / Fun-ASR / SenseVoice / FunClip 四仓生态统一跟踪：以 2026-06-27 的 31,224 combined stars 为基线，到 2026-09-30 累计新增 20,000 stars。最有效的抓手是：首屏转化、可复现 benchmark、OpenAI 兼容 API/流式/vLLM/Docker 部署闭环、HF/ModelScope/官网同步更新、高星生态集成，以及高效的 issue/PR 社区运营。