MomentSearch
- Android app
- Not listed
- Free plan
- No
- Runs on
- api, Linux, Mac, self-hosted, Web, Windows
Summary
MomentSearch is open-source software for visual video search and retrieval-augmented answers tied to exact moments. Users can upload videos or submit YouTube URLs for indexing. Queries search both visual frames and transcript text, then combine the results. Answers can cite clickable moments with matched keyframes, timestamps, transcript synchronization, seen-or-said labels, and match scores. If neither retrieval branch meets its confidence threshold, the system can abstain without making an LLM call. Without an LLM key, it still returns ranked clickable moments but does not generate prose answers. Answer, embedding, reranking, and speech-to-text models can be configured by provider, including hosted and local options. The project ships as a Docker image and documents deployment to Fly, AWS, and Google Cloud. Its API has no authentication: anyone who can reach its port can upload, ingest, ask, or delete data. It recommends localhost binding or an authenticating proxy and private storage buckets. The application is single-user by default. MomentSearch is released under the Apache 2.0 license.
Who it is for
MomentSearch suits people building video search or retrieval systems who can manage deployment and API access controls. It may also fit those who want configurable hosted or local models and can work with retrieval-only results when no LLM key is configured.
What is good
- Search combines visual frames and transcript text.
- Citations link to timestamps and matched keyframes.
- Can return ranked moments without an LLM key.
- Models can use hosted or local options.
- Released under the Apache 2.0 license.
What to know first
- The API has no authentication.
- The application is single-user by default.
- Speaker recognition requires a Gemini API key.
- SocialKit YouTube ingestion has 20 free credits, then costs.
Verdict
MomentSearch offers video retrieval across both visual and transcript content, with clickable, timestamped citations. Its unauthenticated API and single-user design require careful deployment and access protection.
Compared on AI video search tools
- Visual search
- Yesgithub.com
- Audio search
- Yesgithub.com
- Multimodal search
- Yesgithub.com
- API access
- Yesgithub.com
Facts
- Purpose
- MomentSearch is visual video search and retrieval-augmented generation software that returns exact video moments matching what is seen and said.github.com · 30 Sept 2026
- Input
- Users can upload videos or paste YouTube URLs for indexing.github.com · 30 Sept 2026
- Retrieval
- The system always searches both a visual frame branch and a transcript branch, then fuses their results.github.com · 30 Sept 2026
- Citations
- Answers cite clickable moments with matched keyframes, timestamps, transcript synchronization, seen or said badges, and match scores.github.com · 30 Sept 2026
- Uploads
- Presigned uploads send gigabytes directly from the browser to object storage instead of through the API.github.com · 30 Sept 2026
- Speaker recognition
- Optional per-video speaker recognition uses Gemini video understanding and requires a Gemini API key.github.com · 30 Sept 2026
- Abstention
- A confidence gate can abstain without making an LLM call when neither retrieval branch clears its threshold.github.com · 30 Sept 2026
- Deployment
- The project ships as a neutral Docker image with api, worker, clip, and one-shot seed entrypoints, and documents Fly, AWS, and Google Cloud deployment.github.com · 30 Sept 2026
- Storage integrations
- Object storage supports local storage, AWS S3, GCP storage, GCP native storage, and Fly Tigris, while the architecture uses Postgres, Qdrant, and Prefect Cloud.github.com · 30 Sept 2026
- Security limit
- The API is unauthenticated; anyone who can reach its port can mint upload URLs, ingest, ask, and delete, so the README recommends localhost binding or an authenticating proxy.github.com · 30 Sept 2026
- User model
- The application is single-user by default and ignores X-User-Id and Authorization headers, routing every request through SINGLE_USER_ID.github.com · 30 Sept 2026
- YouTube ingestion limit
- The documented SocialKit YouTube ingestion option provides 20 free credits and then becomes paid, while cookie authentication is free but cookies expire approximately every two to three weeks.github.com · 30 Sept 2026
- License
- MomentSearch is released under the Apache 2.0 license.github.com · 30 Sept 2026
- Maker privacy
- Traversaal.ai says it uses strictly necessary authentication and usage cookies and does not use cookies for advertising, analytics, or tracking.traversaal.ai · 30 Sept 2026
- Model flexibility
- Answer, embedding, reranking, and speech-to-text models are configurable by provider name, including hosted and local options.github.com · 1 Oct 2026
- Integrations
- Documented infrastructure integrations include Postgres, Qdrant, Prefect, and object storage through Tigris, Amazon S3, or Google Cloud Storage.github.com · 1 Oct 2026
- Security limitation
- The API has no authentication, and anyone who can reach the port can upload, ingest, ask, and delete data.github.com · 1 Oct 2026
- Storage protection
- The project recommends keeping buckets private and using presigned URLs for uploads and playback.github.com · 1 Oct 2026
- Retrieval-only mode
- Without an LLM key, the application still returns ranked clickable moments but does not generate prose answers.github.com · 1 Oct 2026
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Sources
- github.com/traversaal-ai/momentsearch· checked 30 Sept 2026
- github.com/traversaal-ai/momentsearch/blob/main/MO· checked 30 Sept 2026
- traversaal.ai/privacy· checked 30 Sept 2026
- github.com/traversaal-ai/momentsearch/blob/main/DE· checked 1 Oct 2026