{"schema_version":"onlylabs.public_analysis.v1","url":"https://onlylabs.fyi/analysis/replicate","json_url":"https://onlylabs.fyi/analysis/replicate/analysis.json","evidence_json_url":"https://onlylabs.fyi/analysis/replicate/evidence.json","generated_at":"2026-06-27T22:24:20.409Z","analysis":{"org_slug":"replicate","url":"https://onlylabs.fyi/analysis/replicate","json_url":"https://onlylabs.fyi/analysis/replicate/analysis.json","evidence_json_url":"https://onlylabs.fyi/analysis/replicate/evidence.json","dossier_url":"https://onlylabs.fyi/labs/replicate","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","homepage_url":"https://replicate.com"},"title":"Replicate analysis","summary":"Replicate is a post-acquisition platform operating as an inference API aggregator, not a model builder. Following its acquisition by Cloudflare, its activity centers on platform engineering — evidenced by an intense cog release cadence across v0.16–v0.21 — ecosystem integration (SDKs in Python and JavaScript, MCP, LangChain, agent skills), and positioning as the hosted API layer for third-party frontier and…","markdown":"## Thesis\n\nReplicate is a post-acquisition platform operating as an inference API aggregator, not a model builder. Following its acquisition by Cloudflare [E1](https://replicate.com/blog/replicate-cloudflare), its activity centers on platform engineering — evidenced by an intense cog release cadence across v0.16–v0.21 — ecosystem integration (SDKs in Python and JavaScript, MCP, LangChain, agent skills), and positioning as the hosted API layer for third-party frontier and open-source models [W6](https://ai-tldr.dev/learn/building-ai-apps/ai-app-stack/replicate-run-open-models-api/). The evidence reveals a company investing in streaming infrastructure, container optimization, and developer tooling rather than original model research. No hiring signals are present in this pack.\n\n## Signal desks\n\n### Hiring\n\nNo cited evidence in this pack.\n\n### Forks\n\n- **replicate/nydus-snapshotter** — fork of containerd/nydus-snapshotter (Go, containerd snapshotter with data deduplication and P2P lazy loading) [P2](https://github.com/replicate/nydus-snapshotter)\n- **replicate/image-service** — fork of dragonflyoss/nydus (Rust, Nydus container image service for fast image access) [P3](https://github.com/replicate/image-service)\n- **replicate/vllm-with-loras** — fork of vllm-project/vllm (Python, high-throughput LLM inference and serving engine, 6 stars) [P7](https://github.com/replicate/vllm-with-loras)\n- **replicate/gpt-fast** — fork of meta-pytorch/gpt-fast (Python, efficient PyTorch-native transformer text generation in <1000 LOC, spec decoding, int4/int8 quantization) [P6](https://github.com/replicate/gpt-fast)\n- **replicate/musicgen-chord** — fork of facebookresearch/audiocraft (Jupyter Notebook, MusicGen with chord conditioning, 11 stars) [P4](https://github.com/replicate/musicgen-chord)\n- **replicate/GFPGAN** — fork of TencentARC/GFPGAN (Python, face restoration patches, 13 stars) [P9](https://github.com/replicate/GFPGAN)\n- **replicate/sse** — fork of r3labs/sse (Go, Server-Sent Events client/server library) [P10](https://github.com/replicate/sse)\n- **replicate/cog-lcm** — fork of fofr/cog-lcm (latent consistency model) [P5](https://github.com/replicate/cog-lcm)\n- **replicate/getting-started-nextjs-typescript** — fork of replicate/getting-started-nextjs (TypeScript, Next.js starter app, 31 stars) [P8](https://github.com/replicate/getting-started-nextjs-typescript)\n- **replicate/vercel-ai** — fork of vercel/ai (2 stars) [E24](https://github.com/replicate/vercel-ai)\n- **replicate/otel-cf-workers** — fork of pydantic/otel-cf-workers (Cloudflare Workers OpenTelemetry) [E60](https://github.com/replicate/otel-cf-workers)\n\n### Releases\n\n- **cog v0.21.0** (2026-06-16): Server-Sent Event prediction streams with `Accept: text/event-stream`, reconnecting client replay via `PUT /predictions/{id}`, JSON-native union inputs, example models moved into the Cog repository, `cog.Secret` fixes for coglet runtime, experimental warning for `cog weights` [P1](https://github.com/replicate/cog/releases/tag/v0.21.0)[E2](https://github.com/replicate/cog/releases/tag/v0.21.0); preceded by rc.1 (May 29), rc.2 (Jun 2), rc.3 (Jun 5) [E3](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.3)[E4](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.2)[E5](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.1)\n- **cog v0.20.0** (2026-05-19) [E8](https://github.com/replicate/cog/releases/tag/v0.20.0)\n- **cog v0.19.x series** (v0.19.0 through v0.19.3, Apr–May 2026) [E10](https://github.com/replicate/cog/releases/tag/v0.19.3)[E11](https://github.com/replicate/cog/releases/tag/v0.19.2)[E12](https://github.com/replicate/cog/releases/tag/v0.19.1)[E13](https://github.com/replicate/cog/releases/tag/v0.19.0)\n- **cog v0.18.0** (2026-04-15) [E14](https://github.com/replicate/cog/releases/tag/v0.18.0)\n- **cog v0.17.x series** (v0.17.0 through v0.17.2, Mar–Apr 2026, including alpha2–alpha4, beta1–beta2, rc.1–rc.4) [E17](https://github.com/replicate/cog/releases/tag/v0.17.2)[E25](https://github.com/replicate/cog/releases/tag/v0.17.1)[E26](https://github.com/replicate/cog/releases/tag/v0.17.0)[E27](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.4)[E28](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.3)[E29](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.2)[E30](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.1)[E34](https://github.com/replicate/cog/releases/tag/v0.17.0-beta2)[E35](https://github.com/replicate/cog/releases/tag/v0.17.0-beta1)[E36](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha4)[E37](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha3)[E38](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha2)\n- **cog v0.16.x series** (v0.16.9 through v0.16.12, Nov 2025–Feb 2026) [E32](https://github.com/replicate/cog/releases/tag/v0.16.12)[E39](https://github.com/replicate/cog/releases/tag/v0.16.11)[E40](https://github.com/replicate/cog/releases/tag/v0.16.10)[E48](https://github.com/replicate/cog/releases/tag/v0.16.9)\n- **replicate-python-beta v2.0.0 series** (alpha.29 through beta.4, Oct–Dec 2025) [E41](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.4)[E47](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.3)[E51](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.2)[E52](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1)[E53](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.31)[E56](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.30)[E57](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.29)\n- **replicate-javascript v1.3.1, v1.4.0** (Oct–Nov 2025) [E46](https://github.com/replicate/replicate-javascript/releases/tag/v1.4.0)[E50](https://github.com/replicate/replicate-javascript/releases/tag/v1.3.1)\n- **cog-runtime v0.5.0-alpha17–alpha18** (Oct 2025) [E58](https://github.com/replicate/cog-runtime/releases/tag/v0.5.0-alpha18)[E59](https://github.com/replicate/cog-runtime/releases/tag/v0.5.0-alpha17)\n- **pget v0.11.1** (2026-05-08) [E9](https://github.com/replicate/pget/releases/tag/v0.11.1)\n\n### Talking\n\n- **\"Replicate is joining Cloudflare\"** (2025-11-17): Acquisition announcement; 288 HN points, 68 comments [E1](https://replicate.com/blog/replicate-cloudflare)\n- **\"How to prompt\" series**: Consistent model-usage education pattern covering Nano Banana Pro [E6](https://replicate.com/blog/how-to-prompt-nano-banana-pro), Grok Imagine Video 1.5 [E7](https://replicate.com/blog/grok-imagine), Seedream 5.0 [E31](https://replicate.com/blog/how-to-prompt-seedream-5), and Veo 3.1 [E55](https://replicate.com/blog/veo-3-1)\n- **Model launch announcements**: FLUX.2 [E43](https://replicate.com/blog/run-flux-2-on-replicate), Isaac 0.1 (vision-language model) [E42](https://replicate.com/blog/isaac-01), Recraft V4 (image generation with design taste) [E33](https://replicate.com/blog/recraft-v4), Seedance 2.0 (video) [E15](https://replicate.com/blog/seedance-2), Retro Diffusion (pixel art) [E45](https://replicate.com/blog/retro-diffusions-pixel-art-models-are-now-on-replicate)\n- **Platform/API posts**: New search API [E16](https://replicate.com/blog/new-search-api), Datalab Marker and OCR for document parsing [E54](https://replicate.com/blog/datalab-marker-and-ocr-fast-parsing)\n\n## Shipping\n\nReplicate shipped **cog v0.21.0** with two headline features: Server-Sent Event prediction streams (supporting `Accept: text/event-stream` with `start`, `output`, `log`, `metric`, and terminal `completed` events, plus reconnecting client replay via `PUT /predictions/{id}`) and JSON-native union inputs for generated schemas [P1](https://github.com/replicate/cog/releases/tag/v0.21.0). The cog release train from v0.16 through v0.21 across H2 2025–H1 2026 demonstrates sustained platform investment with structured alpha/beta/rc release gating at each minor version [E2](https://github.com/replicate/cog/releases/tag/v0.21.0)[E3](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.3)[E4](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.2)[E5](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.1)[E8](https://github.com/replicate/cog/releases/tag/v0.20.0)[E10](https://github.com/replicate/cog/releases/tag/v0.19.3)[E11](https://github.com/replicate/cog/releases/tag/v0.19.2)[E12](https://github.com/replicate/cog/releases/tag/v0.19.1)[E13](https://github.com/replicate/cog/releases/tag/v0.19.0)[E14](https://github.com/replicate/cog/releases/tag/v0.18.0)[E17](https://github.com/replicate/cog/releases/tag/v0.17.2)[E25](https://github.com/replicate/cog/releases/tag/v0.17.1)[E26](https://github.com/replicate/cog/releases/tag/v0.17.0)[E27](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.4)[E28](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.3)[E29](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.2)[E30](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.1)[E32](https://github.com/replicate/cog/releases/tag/v0.16.12)[E34](https://github.com/replicate/cog/releases/tag/v0.17.0-beta2)[E35](https://github.com/replicate/cog/releases/tag/v0.17.0-beta1)[E36](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha4)[E37](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha3)[E38](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha2)[E39](https://github.com/replicate/cog/releases/tag/v0.16.11)[E40](https://github.com/replicate/cog/releases/tag/v0.16.10)[E48](https://github.com/replicate/cog/releases/tag/v0.16.9). SDK development is active: **replicate-python-beta v2.0.0** progressed from alpha.29 through beta.4 across Oct–Dec 2025 [E41](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.4)[E47](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.3)[E51](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.2)[E52](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1)[E53](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.31)[E56](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.30)[E57](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.29), and **replicate-javascript** shipped v1.4.0 [E46](https://github.com/replicate/replicate-javascript/releases/tag/v1.4.0). New repos include **replicate/skills** (Agent Skills collection for building AI-powered apps, 51 stars) [E18](https://github.com/replicate/skills), **replicate-langchain** (LangChain integrations) [E44](https://github.com/replicate/replicate-langchain), **replicate-mcp-code-mode** (MCP server optimization) [E23](https://github.com/replicate/replicate-mcp-code-mode), **qwen-image-lora-trainer** (19 stars) [E20](https://github.com/replicate/qwen-image-lora-trainer), **getting-started-vinext** (Cloudflare Workers starter, 8 stars) [E21](https://github.com/replicate/getting-started-vinext), and **image-editing-arena** (TypeScript, 8 stars) [E22](https://github.com/replicate/image-editing-arena).\n\n## Research themes\n\n- **Streaming inference infrastructure**: SSE support in cog v0.21.0 [P1](https://github.com/replicate/cog/releases/tag/v0.21.0) plus the replicate/sse fork [P10](https://github.com/replicate/sse) indicate investment in real-time prediction streaming as a platform primitive.\n- **Container image acceleration**: Forks of nydus-snapshotter [P2](https://github.com/replicate/nydus-snapshotter) and image-service [P3](https://github.com/replicate/image-service) — both targeting lazy-loading, chunk-based content-addressable container filesystems — suggest exploration of faster model container startup times.\n- **LLM serving and efficiency**: Fork of vllm with LoRA support [P7](https://github.com/replicate/vllm-with-loras), fork of gpt-fast (speculative decoding, tensor parallelism, int4/int8 quantization) [P6](https://github.com/replicate/gpt-fast), and the cog-vllm integration (27 stars) [P11](https://github.com/replicate/cog-vllm) all point to efficient LLM serving as core platform infrastructure.\n- **Agent and tool-use integration**: replicate/skills [E18](https://github.com/replicate/skills), replicate-langchain [E44](https://github.com/replicate/replicate-langchain), and replicate-mcp-code-mode [E23](https://github.com/replicate/replicate-mcp-code-mode) show platform-level agent infrastructure buildout, positioning Replicate as a model provider within agentic workflows.\n- **Fine-tuning and LoRA workflows**: cog-sdxl-lora [P15](https://github.com/replicate/cog-sdxl-lora), qwen-image-lora-trainer [E20](https://github.com/replicate/qwen-image-lora-trainer), dreambooth-batch [P19](https://github.com/replicate/dreambooth-batch), and the LoRA fork of vllm [P7](https://github.com/replicate/vllm-with-loras) indicate training-as-a-service investment for image and language models.\n- **No evidence of original model research**: All model-related repositories are Cog wrappers around third-party models (SDXL [P12](https://github.com/replicate/cog-sdxl), MusicGen [P4](https://github.com/replicate/musicgen-chord)[P25](https://github.com/replicate/cog-musicgen-chord), GFPGAN [P9](https://github.com/replicate/GFPGAN), OpenPose [P16](https://github.com/replicate/cog-lightweight-openpose), T2I-Adapter [P17](https://github.com/replicate/cog-t2i-adapter-sdxl), CodeLlama [P18](https://github.com/replicate/cog-codellama-cpp), Grounding DINO [P28](https://github.com/replicate/cog-grounding-dino), OWL-ViT [P27](https://github.com/replicate/cog-owlvit), MVDream [P26](https://github.com/replicate/cog-mvdream-multiview), Inst-Inpaint [P22](https://github.com/replicate/cog-inst-inpaint), LCM [P24](https://github.com/replicate/latent-consistency-model)). Replicate's research is platform engineering research, not model science.\n\n## Hiring & scaling\n\nNo cited evidence in this pack. No open roles, job descriptions, team structures, or location data for hiring can be inferred from the supplied materials.\n\n## Category implications\n\n- **Post-acquisition edge infrastructure pivot**: The Cloudflare acquisition [E1](https://replicate.com/blog/replicate-cloudflare), combined with forks of otel-cf-workers [E60](https://github.com/replicate/otel-cf-workers) and the cloudflare-ai-gateway-replicate-test repo [E49](https://github.com/replicate/cloudflare-ai-gateway-replicate-test), signals integration with Cloudflare's edge network. External analysis notes that Cloudflare's strategic interest is in \"running inference on its edge network — low-latency, globally distributed\" and that \"workloads that do not fit the edge inference model may find themselves deprioritized as the product roadmap aligns with Cloudflare's infrastructure strategy\" [W5](https://www.paralleliq.ai/blog/cloudflare-replicate-acquisition-inference-infrastructure). The getting-started-vinext starter targeting Cloudflare Workers [E21](https://github.com/replicate/getting-started-vinext) further confirms this alignment.\n- **Platform aggregator, not model builder**: Replicate hosts third-party frontier models including Google Gemini 3 Flash [W1](https://replicate.com/google/gemini-3-flash), Anthropic Claude Sonnet 4.6 [W2](https://replicate.com/anthropic/claude-sonnet-4.6), IBM Granite 4.1 [W3](https://replicate.com/ibm-granite/granite-4.1-8b), and third-party open-source models like FLUX.2 [E43](https://replicate.com/blog/run-flux-2-on-replicate), Recraft V4 [E33](https://replicate.com/blog/recraft-v4), and MusicGen [P4](https://github.com/replicate/musicgen-chord). The platform is characterized as \"a hosted platform that lets you run open AI models through a simple API call\" with \"no GPUs to provision, no environment to configure, no weights to download\" [W6](https://ai-tldr.dev/learn/building-ai-apps/ai-app-stack/replicate-run-open-models-api/). The blog strategy of \"how to prompt\" posts for each major new model [E6](https://replicate.com/blog/how-to-prompt-nano-banana-pro)[E7](https://replicate.com/blog/grok-imagine)[E31](https://replicate.com/blog/how-to-prompt-seedream-5)[E55](https://replicate.com/blog/veo-3-1) positions Replicate as the go-to inference API regardless of which lab built the model.\n- **Developer ecosystem as competitive moat**: SDK investments span Python (v2.0.0 beta) [E41](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.4)[E47](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.3)[E51](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.2)[E52](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1)[E53](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.31)[E56](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.30)[E57](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.29), JavaScript [E46](https://github.com/replicate/replicate-javascript/releases/tag/v1.4.0)[E50](https://github.com/replicate/replicate-javascript/releases/tag/v1.3.1), a Go CLI [P14](https://github.com/replicate/cli), MCP server integration [E23](https://github.com/replicate/replicate-mcp-code-mode), LangChain [E44](https://github.com/replicate/replicate-langchain), Homebrew distribution [P13](https://github.com/replicate/homebrew-tap), and multiple starter templates — Next.js TypeScript (31 stars) [P8](https://github.com/replicate/getting-started-nextjs-typescript) and Vinext for Cloudflare Workers [E21](https://github.com/replicate/getting-started-vinext). The all-the-public-replicate-models npm package with historical daily run counts [P20](https://github.com/replicate/all-the-public-replicate-models) and the search API [E16](https://replicate.com/blog/new-search-api) serve as discovery infrastructure for the model marketplace.\n- **Multi-modal coverage without frontier risk**: The model catalog spans image generation (FLUX.2, SDXL, Recraft V4), video (Veo 3.1, Seedance 2.0, Grok Imagine Video 1.5), audio (MusicGen), document parsing (Datalab Marker and OCR) [E54](https://replicate.com/blog/datalab-marker-and-ocr-fast-parsing), and language models (Gemini 3 Flash, Claude Sonnet 4.6, Granite 4.1). Replicate contributes packaging via Cog wrappers rather than model research, insulating it from the capital-intensive frontier training race while capturing usage across modalities.\n- **Infrastructure investments target platform reliability**: Cog release notes show bug fixes for Secrets in coglet runtime [P1](https://github.com/replicate/cog/releases/tag/v0.21.0), improved schema parsing [P1](https://github.com/replicate/cog/releases/tag/v0.21.0), and remediation text in `cog doctor` [P1](https://github.com/replicate/cog/releases/tag/v0.21.0) — all pointing to production-hardening of the model packaging and deployment pipeline. The experimental `cog weights` warning [P1](https://github.com/replicate/cog/releases/tag/v0.21.0) and yolo CLI for fast model iteration [P21](https://github.com/replicate/yolo) indicate investment in developer velocity tooling for the model deployment workflow.\n\n## Traction highlights\n\n- **cog-sdxl**: 234 stars, 105 forks — the flagship Cog packaging of Stable Diffusion XL [P12](https://github.com/replicate/cog-sdxl)\n- **latent-consistency-model**: 196 stars, 13 forks — local Mac inference for LCMs [P24](https://github.com/replicate/latent-consistency-model)\n- **replicate/cli**: 94 stars, 12 forks — Go CLI for model prediction, training, and scaffolding [P14](https://github.com/replicate/cli)\n- **replicate/skills**: 51 stars — Agent Skills collection [E18](https://github.com/replicate/skills)\n- **all-the-public-replicate-models**: 48 stars — npm package with metadata and daily run counts for all public models [P20](https://github.com/replicate/all-the-public-replicate-models)\n- **getting-started-nextjs-typescript**: 31 stars, 12 forks [P8](https://github.com/replicate/getting-started-nextjs-typescript)\n- **cog-vllm**: 27 stars, 5 forks [P11](https://github.com/replicate/cog-vllm)\n- **\"Replicate is joining Cloudflare\" blog post**: 288 HN points, 68 comments — highest-engagement public communication in the pack [E1](https://replicate.com/blog/replicate-cloudflare)\n- **cog-sdxl-lora**: 23 stars [P15](https://github.com/replicate/cog-sdxl-lora); **cog-t2i-adapter-sdxl**: 18 stars [P17](https://github.com/replicate/cog-t2i-adapter-sdxl); **GFPGAN fork**: 13 stars [P9](https://github.com/replicate/GFPGAN)\n\n## Sources\n\n- [P1](https://github.com/replicate/cog/releases/tag/v0.21.0)[E2](https://github.com/replicate/cog/releases/tag/v0.21.0) cog v0.21.0 release notes — SSE streams, union inputs, Secret fixes, example models\n- [P2](https://github.com/replicate/nydus-snapshotter) replicate/nydus-snapshotter — container lazy-loading fork\n- [P3](https://github.com/replicate/image-service) replicate/image-service — Nydus image service fork\n- [P4](https://github.com/replicate/musicgen-chord) replicate/musicgen-chord — AudioCraft/MusicGen fork\n- [P5](https://github.com/replicate/cog-lcm) replicate/cog-lcm — latent consistency model fork\n- [P6](https://github.com/replicate/gpt-fast) replicate/gpt-fast — efficient PyTorch transformer fork\n- [P7](https://github.com/replicate/vllm-with-loras) replicate/vllm-with-loras — vLLM with LoRA fork\n- [P8](https://github.com/replicate/getting-started-nextjs-typescript) replicate/getting-started-nextjs-typescript — Next.js starter fork\n- [P9](https://github.com/replicate/GFPGAN) replicate/GFPGAN — face restoration fork\n- [P10](https://github.com/replicate/sse) replicate/sse — SSE library for Go fork\n- [P11](https://github.com/replicate/cog-vllm) replicate/cog-vllm — Cog-wrapped vLLM\n- [P12](https://github.com/replicate/cog-sdxl) replicate/cog-sdxl — Cog-wrapped SDXL (234 stars)\n- [P13](https://github.com/replicate/homebrew-tap) replicate/homebrew-tap — Homebrew distribution\n- [P14](https://github.com/replicate/cli) replicate/cli — Go CLI (94 stars)\n- [P15](https://github.com/replicate/cog-sdxl-lora) replicate/cog-sdxl-lora — SDXL LoRA training/inference\n- [P16](https://github.com/replicate/cog-lightweight-openpose) replicate/cog-lightweight-openpose — pose estimation Cog wrapper\n- [P17](https://github.com/replicate/cog-t2i-adapter-sdxl) replicate/cog-t2i-adapter-sdxl — T2I-Adapter Cog wrapper\n- [P18](https://github.com/replicate/cog-codellama-cpp) replicate/cog-codellama-cpp — CodeLlama via llama.cpp\n- [P19](https://github.com/replicate/dreambooth-batch) replicate/dreambooth-batch — Dreambooth batch inference\n- [P20](https://github.com/replicate/all-the-public-replicate-models) replicate/all-the-public-replicate-models — model metadata npm package\n- [P21](https://github.com/replicate/yolo) replicate/yolo — experimental fast model iteration CLI\n- [P22](https://github.com/replicate/cog-inst-inpaint) replicate/cog-inst-inpaint — Inst-Inpaint Cog wrapper\n- [P23](https://github.com/replicate/blog-example-rag-chromadb-mistral7b) replicate/blog-example-rag-chromadb-mistral7b — RAG example\n- [P24](https://github.com/replicate/latent-consistency-model) replicate/latent-consistency-model — LCM local inference (196 stars)\n- [P25](https://github.com/replicate/cog-musicgen-chord) replicate/cog-musicgen-chord — MusicGen chord Cog wrapper\n- [P26](https://github.com/replicate/cog-mvdream-multiview) replicate/cog-mvdream-multiview — MVDream Cog wrapper\n- [P27](https://github.com/replicate/cog-owlvit) replicate/cog-owlvit — OWL-ViT Cog wrapper\n- [P28](https://github.com/replicate/cog-grounding-dino) replicate/cog-grounding-dino — Grounding DINO Cog wrapper\n- [E1](https://replicate.com/blog/replicate-cloudflare) Replicate joining Cloudflare blog post (288 HN points)\n- [E2](https://github.com/replicate/cog/releases/tag/v0.21.0)[E3](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.3)[E4](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.2)[E5](https://github.com/replicate/cog/releases/tag/v0.21.0-rc.1) cog v0.21.0 and release candidates\n- [E6](https://replicate.com/blog/how-to-prompt-nano-banana-pro) How to prompt Nano Banana Pro\n- [E7](https://replicate.com/blog/grok-imagine) How to prompt Grok Imagine Video 1.5\n- [E8](https://github.com/replicate/cog/releases/tag/v0.20.0)[E10](https://github.com/replicate/cog/releases/tag/v0.19.3)[E11](https://github.com/replicate/cog/releases/tag/v0.19.2)[E12](https://github.com/replicate/cog/releases/tag/v0.19.1)[E13](https://github.com/replicate/cog/releases/tag/v0.19.0)[E14](https://github.com/replicate/cog/releases/tag/v0.18.0) cog v0.18.0–v0.20.0 releases\n- [E9](https://github.com/replicate/pget/releases/tag/v0.11.1) pget v0.11.1\n- [E15](https://replicate.com/blog/seedance-2) Seedance 2.0 blog post\n- [E16](https://replicate.com/blog/new-search-api) New search API announcement\n- [E17](https://github.com/replicate/cog/releases/tag/v0.17.2)[E25](https://github.com/replicate/cog/releases/tag/v0.17.1)[E26](https://github.com/replicate/cog/releases/tag/v0.17.0)[E27](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.4)[E28](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.3)[E29](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.2)[E30](https://github.com/replicate/cog/releases/tag/v0.17.0-rc.1)[E32](https://github.com/replicate/cog/releases/tag/v0.16.12)[E34](https://github.com/replicate/cog/releases/tag/v0.17.0-beta2)[E35](https://github.com/replicate/cog/releases/tag/v0.17.0-beta1)[E36](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha4)[E37](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha3)[E38](https://github.com/replicate/cog/releases/tag/v0.17.0-alpha2)[E39](https://github.com/replicate/cog/releases/tag/v0.16.11)[E40](https://github.com/replicate/cog/releases/tag/v0.16.10)[E48](https://github.com/replicate/cog/releases/tag/v0.16.9) cog v0.16.x–v0.17.x releases and pre-releases\n- [E18](https://github.com/replicate/skills) replicate/skills repo (51 stars)\n- [E19](https://github.com/replicate/cursedsit.com) replicate/cursedsit.com repo\n- [E20](https://github.com/replicate/qwen-image-lora-trainer) replicate/qwen-image-lora-trainer (19 stars)\n- [E21](https://github.com/replicate/getting-started-vinext) replicate/getting-started-vinext (Cloudflare Workers starter)\n- [E22](https://github.com/replicate/image-editing-arena) replicate/image-editing-arena\n- [E23](https://github.com/replicate/replicate-mcp-code-mode) replicate/replicate-mcp-code-mode\n- [E24](https://github.com/replicate/vercel-ai) replicate/vercel-ai fork\n- [E31](https://replicate.com/blog/how-to-prompt-seedream-5) How to prompt Seedream 5.0\n- [E33](https://replicate.com/blog/recraft-v4) Recraft V4 blog post\n- [E41](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.4)[E47](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.3)[E51](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.2)[E52](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1)[E53](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.31)[E56](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.30)[E57](https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.29) replicate-python-beta v2.0.0 releases\n- [E42](https://replicate.com/blog/isaac-01) Isaac 0.1 blog post\n- [E43](https://replicate.com/blog/run-flux-2-on-replicate) FLUX.2 blog post\n- [E44](https://github.com/replicate/replicate-langchain) replicate/replicate-langchain\n- [E45](https://replicate.com/blog/retro-diffusions-pixel-art-models-are-now-on-replicate) Retro Diffusion blog post\n- [E46](https://github.com/replicate/replicate-javascript/releases/tag/v1.4.0)[E50](https://github.com/replicate/replicate-javascript/releases/tag/v1.3.1) replicate-javascript releases\n- [E49](https://github.com/replicate/cloudflare-ai-gateway-replicate-test) cloudflare-ai-gateway-replicate-test\n- [E54](https://replicate.com/blog/datalab-marker-and-ocr-fast-parsing) Datalab Marker and OCR blog post\n- [E55](https://replicate.com/blog/veo-3-1) How to prompt Veo 3.1\n- [E58](https://github.com/replicate/cog-runtime/releases/tag/v0.5.0-alpha18)[E59](https://github.com/replicate/cog-runtime/releases/tag/v0.5.0-alpha17) cog-runtime alpha releases\n- [E60](https://github.com/replicate/otel-cf-workers) replicate/otel-cf-workers fork\n- [W1](https://replicate.com/google/gemini-3-flash) Google Gemini 3 Flash on Replicate\n- [W2](https://replicate.com/anthropic/claude-sonnet-4.6) Claude Sonnet 4.6 on Replicate\n- [W3](https://replicate.com/ibm-granite/granite-4.1-8b) IBM Granite 4.1 8B on Replicate\n- [W5](https://www.paralleliq.ai/blog/cloudflare-replicate-acquisition-inference-infrastructure) Cloudflare-Replicate acquisition analysis (Paralleliq)\n- [W6](https://ai-tldr.dev/learn/building-ai-apps/ai-app-stack/replicate-run-open-models-api/) What Is Replicate overview (AI/TLDR)","generated_at":"2026-06-27T19:01:23.182+00:00","citations":[{"url":"https://replicate.com/blog/replicate-cloudflare","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://ai-tldr.dev/learn/building-ai-apps/ai-app-stack/replicate-run-open-models-api/","path":null,"label":"ai-tldr.dev/learn","type":"external"},{"url":"https://github.com/replicate/nydus-snapshotter","path":null,"label":"replicate/nydus-snapshotter","type":"external"},{"url":"https://github.com/replicate/image-service","path":null,"label":"replicate/image-service","type":"external"},{"url":"https://github.com/replicate/vllm-with-loras","path":null,"label":"replicate/vllm-with-loras","type":"external"},{"url":"https://github.com/replicate/gpt-fast","path":null,"label":"replicate/gpt-fast","type":"external"},{"url":"https://github.com/replicate/musicgen-chord","path":null,"label":"replicate/musicgen-chord","type":"external"},{"url":"https://github.com/replicate/GFPGAN","path":null,"label":"replicate/GFPGAN","type":"external"},{"url":"https://github.com/replicate/sse","path":null,"label":"replicate/sse","type":"external"},{"url":"https://github.com/replicate/cog-lcm","path":null,"label":"replicate/cog-lcm","type":"external"},{"url":"https://github.com/replicate/getting-started-nextjs-typescript","path":null,"label":"replicate/getting-started-nextjs-typescript","type":"external"},{"url":"https://github.com/replicate/vercel-ai","path":null,"label":"replicate/vercel-ai","type":"external"},{"url":"https://github.com/replicate/otel-cf-workers","path":null,"label":"replicate/otel-cf-workers","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.21.0","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.21.0","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.3","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.2","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.1","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.20.0","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.19.3","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.19.2","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.19.1","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.19.0","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.18.0","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.2","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.1","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-rc.4","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-rc.3","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-rc.2","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-rc.1","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-beta2","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-beta1","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-alpha4","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-alpha3","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.17.0-alpha2","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.16.12","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.16.11","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.16.10","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/cog/releases/tag/v0.16.9","path":null,"label":"replicate/cog","type":"external"},{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.4","path":null,"label":"replicate/replicate-python-beta","type":"external"},{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.3","path":null,"label":"replicate/replicate-python-beta","type":"external"},{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.2","path":null,"label":"replicate/replicate-python-beta","type":"external"},{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","path":null,"label":"replicate/replicate-python-beta","type":"external"},{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.31","path":null,"label":"replicate/replicate-python-beta","type":"external"},{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.30","path":null,"label":"replicate/replicate-python-beta","type":"external"},{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-alpha.29","path":null,"label":"replicate/replicate-python-beta","type":"external"},{"url":"https://github.com/replicate/replicate-javascript/releases/tag/v1.4.0","path":null,"label":"replicate/replicate-javascript","type":"external"},{"url":"https://github.com/replicate/replicate-javascript/releases/tag/v1.3.1","path":null,"label":"replicate/replicate-javascript","type":"external"},{"url":"https://github.com/replicate/cog-runtime/releases/tag/v0.5.0-alpha18","path":null,"label":"replicate/cog-runtime","type":"external"},{"url":"https://github.com/replicate/cog-runtime/releases/tag/v0.5.0-alpha17","path":null,"label":"replicate/cog-runtime","type":"external"},{"url":"https://github.com/replicate/pget/releases/tag/v0.11.1","path":null,"label":"replicate/pget","type":"external"},{"url":"https://replicate.com/blog/how-to-prompt-nano-banana-pro","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/grok-imagine","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/how-to-prompt-seedream-5","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/veo-3-1","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/run-flux-2-on-replicate","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/isaac-01","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/recraft-v4","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/seedance-2","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/retro-diffusions-pixel-art-models-are-now-on-replicate","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/new-search-api","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://replicate.com/blog/datalab-marker-and-ocr-fast-parsing","path":null,"label":"replicate.com/blog","type":"external"},{"url":"https://github.com/replicate/skills","path":null,"label":"replicate/skills","type":"external"},{"url":"https://github.com/replicate/replicate-langchain","path":null,"label":"replicate/replicate-langchain","type":"external"},{"url":"https://github.com/replicate/replicate-mcp-code-mode","path":null,"label":"replicate/replicate-mcp-code-mode","type":"external"},{"url":"https://github.com/replicate/qwen-image-lora-trainer","path":null,"label":"replicate/qwen-image-lora-trainer","type":"external"},{"url":"https://github.com/replicate/getting-started-vinext","path":null,"label":"replicate/getting-started-vinext","type":"external"},{"url":"https://github.com/replicate/image-editing-arena","path":null,"label":"replicate/image-editing-arena","type":"external"},{"url":"https://github.com/replicate/cog-vllm","path":null,"label":"replicate/cog-vllm","type":"external"},{"url":"https://github.com/replicate/cog-sdxl-lora","path":null,"label":"replicate/cog-sdxl-lora","type":"external"},{"url":"https://github.com/replicate/dreambooth-batch","path":null,"label":"replicate/dreambooth-batch","type":"external"},{"url":"https://github.com/replicate/cog-sdxl","path":null,"label":"replicate/cog-sdxl","type":"external"},{"url":"https://github.com/replicate/cog-musicgen-chord","path":null,"label":"replicate/cog-musicgen-chord","type":"external"},{"url":"https://github.com/replicate/cog-lightweight-openpose","path":null,"label":"replicate/cog-lightweight-openpose","type":"external"},{"url":"https://github.com/replicate/cog-t2i-adapter-sdxl","path":null,"label":"replicate/cog-t2i-adapter-sdxl","type":"external"},{"url":"https://github.com/replicate/cog-codellama-cpp","path":null,"label":"replicate/cog-codellama-cpp","type":"external"},{"url":"https://github.com/replicate/cog-grounding-dino","path":null,"label":"replicate/cog-grounding-dino","type":"external"},{"url":"https://github.com/replicate/cog-owlvit","path":null,"label":"replicate/cog-owlvit","type":"external"},{"url":"https://github.com/replicate/cog-mvdream-multiview","path":null,"label":"replicate/cog-mvdream-multiview","type":"external"},{"url":"https://github.com/replicate/cog-inst-inpaint","path":null,"label":"replicate/cog-inst-inpaint","type":"external"},{"url":"https://github.com/replicate/latent-consistency-model","path":null,"label":"replicate/latent-consistency-model","type":"external"},{"url":"https://github.com/replicate/cloudflare-ai-gateway-replicate-test","path":null,"label":"replicate/cloudflare-ai-gateway-replicate-test","type":"external"},{"url":"https://www.paralleliq.ai/blog/cloudflare-replicate-acquisition-inference-infrastructure","path":null,"label":"paralleliq.ai/blog","type":"external"},{"url":"https://replicate.com/google/gemini-3-flash","path":null,"label":"replicate.com/google","type":"external"},{"url":"https://replicate.com/anthropic/claude-sonnet-4.6","path":null,"label":"replicate.com/anthropic","type":"external"},{"url":"https://replicate.com/ibm-granite/granite-4.1-8b","path":null,"label":"replicate.com/ibm-granite","type":"external"},{"url":"https://github.com/replicate/cli","path":null,"label":"replicate/cli","type":"external"},{"url":"https://github.com/replicate/homebrew-tap","path":null,"label":"replicate/homebrew-tap","type":"external"},{"url":"https://github.com/replicate/all-the-public-replicate-models","path":null,"label":"replicate/all-the-public-replicate-models","type":"external"},{"url":"https://github.com/replicate/yolo","path":null,"label":"replicate/yolo","type":"external"},{"url":"https://github.com/replicate/blog-example-rag-chromadb-mistral7b","path":null,"label":"replicate/blog-example-rag-chromadb-mistral7b","type":"external"},{"url":"https://github.com/replicate/cursedsit.com","path":null,"label":"replicate/cursedsit.com","type":"external"}],"provenance":{"provider":"deepseek","model":"deepseek-v4-pro","workflow":"onlylabs-deepagents-analysis-v3","agent":"deepagents"},"evidence":{"total":94,"pages":28,"events":140,"web":6,"signal_desks":{"forks":2,"repos":8,"hiring":0,"talking":12,"releases":38},"data_radar_lanes":null,"data_radar_matches":null}},"signal_counts":{"total":497,"model_released":0,"release":250,"repo_new":107,"repo_forked":18,"post_published":122,"job_opened":0}}