Morph
Inference API for coding agents with specialized models: Fast Apply to merge LLM code edits into files, WarpGrep agentic code search, verbatim context compaction and a difficulty-based model router, plus hosted open-weight models.
About Morph
Coding agents waste time and tokens rewriting whole files, searching repositories and carrying long contexts with a single large model.
Who it’s for
- Teams building coding agents or AI IDE features that need fast code-edit merging and repository search
- Developers who want per-token access to open-weight coding models without managing GPUs
When to consider it
Consider Morph when your agent should hand off file edits, code search or context compaction to small purpose-built models billed per token instead of doing everything with a frontier model.
Tradeoffs & limitations
- Usage is billed per token after 200 free requests a month: for example Fast Apply morph-v3-fast is $0.80 per 1M input and $1.20 per 1M output tokens, WarpGrep is $0.80 per 100K tokens and the router is $0.005 per request.
- It is an API for developers, not an end-user coding app; reserved GPU capacity is sold separately by the GPU-hour.
SOTA overview · Documentation-based assessment · Sources & review method
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Sources & review method
Documentation-based assessment · Nov 2, 2026 · Prepared with AI assistance; not a hands-on benchmark.
Checked by SOTA · AI-assisted documentation review. Selection advice is our assessment; verify current requirements for your deployment.
Import history & original evidence
Morph official website
Inference API for coding agents with specialized models: Fast Apply to merge LLM code edits into files, WarpGrep agentic code search, verbatim context compaction and a difficulty-based model router, plus hosted open-weight models.
Based on official pages and announcements checked on 2026-11-02. No hands-on test, performance benchmark or popularity ranking is claimed.