AI visibility report
AI visibility report for tRPC in Open Source Commercial / OSS Infrastructure.
Outside the top three on 8 of the 25 prompts buyers actually ask.
Deno is cited on 4 of those losses.
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Track tRPC across these prompts daily.
Start free trialStill absent from 99.3% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Google AI Mode
Perplexity
ChatGPT
Bing Copilot
Gemini Search
GrokHow to read this. tRPC appears in 0.7% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where tRPC is losing
Prompts where competitors are visible and tRPC is not.
These prompt-level losses are the first prompts to track and repair.
Where tRPC is winning
No clear strengths identified yet.
Where tRPC is losing5
Which alternative JavaScript runtimes have the most mature ecosystems — which ones have production-ready database drivers, ORMs, and observability libraries?
Competitors on 2 platforms
Track this promptI'm evaluating web-based desktop app frameworks versus native UI toolkits — which ones get closest to native performance and OS integration?
Competitors on 2 platforms
Track this promptWhat are the best JavaScript runtimes for migrating an existing Node.js app — which ones have the fewest compatibility gotchas on day one?
Competitors on 1 platform
Track this promptI'm evaluating durable workflow and background job orchestration platforms — which ones require the least infrastructure to get your first workflow running?
Competitors on 1 platform
Track this promptWhich WASM-based serverless platforms have the best cold start performance compared to container-based functions — is the latency improvement meaningful for production?
Competitors on 1 platform
Track this prompt
Track tRPC daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
tRPC is an open-source TypeScript library that enables developers to build and consume fully end-to-end type-safe APIs without code generation, schemas, or runtime type definitions. Created by Alexander Johansson (KATT) and first released around 2019–2020, it leverages TypeScript's structural type inference to share procedure types directly between a Node.js server and any TypeScript client. tRPC requires no schema language—changes on the server surface as TypeScript errors on the client in real time. It carries zero runtime dependencies and integrates with Next.js, Express, Fastify, AWS Lambda, and the Fetch API ecosystem. With over 39,700 GitHub stars and 700,000+ weekly npm downloads as of early 2025, tRPC has become a foundational tool in the modern TypeScript full-stack ecosystem, used by teams at Cal.com, Netflix, PayPal, and Mistral.
tRPC is a MIT-licensed TypeScript library that eliminates the traditional API contract layer between client and server by using TypeScript's type system as the sole source of truth. Developers define typed procedures (queries, mutations, subscriptions) on the server; the client receives full autocompletion and type safety with no build step or schema file. Version 11, officially released in March 2025, added improved React Server Component support, TanStack Query v5 integration, non-JSON content type handling, and experimental server function support.
Key Facts
- Founded
- 2019
- HQ
- Malmö, Sweden
- Founders
- Alexander Johansson
- Employees
- 1-10
- Status
- Private (Open Source / Non-profit)
Target users
Key Capabilities9
- End-to-end TypeScript type inference across client and server with no code generation
- Zero runtime dependencies and minimal client-side bundle footprint
- Automatic request batching for simultaneous procedure calls
- Composable middleware with typed context propagation
- Subscriptions via WebSocket and SSE for real-time updates
- Input/output validation via Zod (or compatible validators)
- React Server Component support with prefetch helpers (v11)
- Support for FormData and binary content types (Blob, File, Uint8Array) as of v11
- Framework-agnostic via HTTP adapter ecosystem
Key Use Cases7
- Internal API layer for TypeScript full-stack monorepos
- Next.js full-stack applications (App Router and Pages Router)
- Rapid SaaS prototyping with shared type contracts
- Real-time applications using typed WebSocket or SSE subscriptions
- Brownfield TypeScript projects adding type-safe API endpoints incrementally
- Monorepo architectures sharing API types across web and mobile (Expo/React Native)
- Developer tooling and open-source platforms requiring low-overhead typed RPCs
Recent Trend
How AI describes tRPC3
...ode generation, the best API frameworks that integrate seamlessly with modern frontend data-fetching libraries in 2026 are tRPC , Hono , and Next.js App Router (with Server Actions) . These frameworks enable sharing TypeScript types direc...
Which durable workflow platforms integrate best with event-driven architectures — which ones let you trigger workflows from message queues and publish results back to a stream?
...end-to-end (E2E) API frameworks for TypeScript in 2026, offering autocomplete and validation with minimal boilerplate, are tRPC , ElysiaJS , and Encore.ts . These frameworks prioritize "single source of truth" modeling to avoid duplicatin...
What durable workflow platforms have the best debugging experience for failed mid-execution jobs — which ones surface errors clearly and support smart retries?
The frameworks that best deliver end-to-end type safety without code generation are tRPC and Hono, often paired with Zod for runtime validation and Drizzle ORM for database typing.
Which type-safe API frameworks integrate best with popular frontend data-fetching libraries — which ones give you full end-to-end type safety without extra code generation?
Most cited sources1
Alternatives in Open Source Commercial / OSS Infrastructure6
tRPC occupies a narrow but highly valued niche as the go-to zero-codegen, zero-schema API layer for TypeScript monorepos.
- It differentiates from REST (language-agnostic, public API-friendly) and GraphQL (flexible multi-client data graphs with schema overhead) by collapsing the client-server boundary entirely through TypeScript type inference.
- Its primary competitive advantage is developer experience: no code generation step, instant cross-boundary type propagation, and seamless IDE autocompletion.
- This positions it as the fastest path to a production-grade internal API for small-to-medium TypeScript-first teams, at the cost of being unusable outside a shared TypeScript codebase.
Reviews
Praised
- Zero boilerplate and no code generation step
- Instant cross-boundary type safety and IDE autocompletion
- Dramatically improved development speed in TypeScript monorepos
- Seamless refactoring across client/server boundary
- Lightweight with zero runtime dependencies
- Easy incremental adoption in existing projects
- Strong Next.js integration and T3 Stack ecosystem
Criticized
- Restricted to TypeScript-only codebases
- Not suitable for public or third-party-consumed APIs
- Limited native OpenAPI/REST exposure
- Primary client integration targets React/TanStack Query
- Community adapters for Vue, Svelte, Solid vary in maturity
- Initial setup can feel complex for smaller projects
- Advanced generic typing constrained by TypeScript's lack of Higher-Kinded Types
tRPC enjoys strongly positive sentiment in the TypeScript developer community, frequently described as transformative for developer experience in full-stack TypeScript projects. Praise centers on the elimination of boilerplate, instant cross-boundary refactoring, and IDE autocompletion. Criticisms primarily concern its TypeScript-only constraint, limited native support for non-React frontend frameworks, and historically weak OpenAPI/public API story. It does not appear on traditional enterprise software review platforms (G2, Gartner Peer Insights), reflecting its developer-tool rather than enterprise-software positioning.
Pricing
tRPC is free and open source under the MIT license. There is no paid tier, hosted service, or enterprise offering. The project is funded entirely through voluntary community sponsorships via GitHub Sponsors and Open Collective.
Limitations
- tRPC is strictly limited to TypeScript monorepos where client and server share a codebase; it cannot serve public APIs, mobile apps, or non-TypeScript consumers without adding a separate REST or GraphQL facade.
- Native OpenAPI support is experimental/alpha, and community plugins for OpenAPI have historically lacked edge runtime compatibility.
- Primary client integration targets TanStack React Query, making Vue, Svelte, and Solid adoption dependent on community adapters of varying maturity.
- TypeScript's lack of Higher-Kinded Types caps tRPC's generic typing capabilities in advanced scenarios.
- Setup complexity increases for large-scale distributed or microservices architectures.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Perplexity | ChatGPT | Bing Copilot | Gemini Search | Google AI Mode | Grok |
|---|---|---|---|---|---|---|
Capability0/5 cited (0%) | ||||||
What are the real limitations of WebAssembly runtimes for server workloads — which types of applications are not a good fit for WASM-based deployment? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms handle fan-out patterns well — which ones can spawn thousands of parallel child workflows and aggregate results without hitting limits? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes offer the best file system and native API access compared to Node.js — where do the gaps matter most for real apps? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight SSR web frameworks can handle complex auth flows, middleware chains, and database access without handing off to a separate backend? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating web-based desktop app frameworks versus native UI toolkits — which ones get closest to native performance and OS integration? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Developer Experience1/5 cited (20%) | ||||||
What are the best edge-first web frameworks compared to traditional SSR frameworks — how do they differ on routing, data loading, and deployment experience? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which schema validation libraries work well across both frontend forms and backend API validation — which ones let you share schemas without duplication? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What durable workflow platforms have the best debugging experience for failed mid-execution jobs — which ones surface errors clearly and support smart retries? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes have the best npm ecosystem compatibility — which ones let you use existing packages without frequent incompatibilities? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight edge server-side frameworks have the fastest hot-reload and local iteration cycle — is the feedback loop noticeably better than traditional Node.js? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Integrations & Ecosystem0/5 cited (0%) | ||||||
Which modern OSS web frameworks support the most deployment targets — edge runtimes, containers, and serverless functions without major code changes? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which type-safe API frameworks integrate best with popular frontend data-fetching libraries — which ones give you full end-to-end type safety without extra code generation? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What tools help evaluate the long-term sustainability of OSS infrastructure projects — how do you assess risk when the commercial company behind one pivots or gets acquired? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms integrate best with event-driven architectures — which ones let you trigger workflows from message queues and publish results back to a stream? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes have the most mature ecosystems — which ones have production-ready database drivers, ORMs, and observability libraries? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Performance & Reliability0/5 cited (0%) | ||||||
Which WASM-based serverless platforms have the best cold start performance compared to container-based functions — is the latency improvement meaningful for production? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms perform best under high throughput — which ones scale past the bottlenecks when you need thousands of workflow executions per second? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What commercial OSS infrastructure projects offer the best enterprise support model — which ones have reliable SLAs when the open-source community can't respond fast enough? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight JS runtimes have the best memory efficiency compared to Node.js — does the difference matter enough for cost optimization in containerized deployments? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which modern alternative JavaScript runtimes are actually faster than Node.js for HTTP server workloads — what do realistic benchmarks show? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Setup & First Run0/5 cited (0%) | ||||||
What are the best JavaScript runtimes for migrating an existing Node.js app — which ones have the fewest compatibility gotchas on day one? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating durable workflow and background job orchestration platforms — which ones require the least infrastructure to get your first workflow running? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which frameworks let you package a web app as a native desktop app using web technologies — how do they handle Windows and Linux build differences? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What are the best type-safe end-to-end API frameworks for TypeScript — which ones give you autocomplete and validation across the stack with minimal boilerplate? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What WASM runtimes support deploying serverless functions in production — which platforms cover the full path from writing a function to running it at the edge? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Deno | 2.7% | 29.6% | 2.7% | 0.0% | 0.0% | #2.8 | +0.67 |
| 2 | Bun | 2.0% | 18.5% | 2.0% | 0.0% | 0.0% | #1.4 | +0.77 |
| 3 | Temporal | 2.0% | 18.5% | 0.7% | 1.3% | 15.3% | #2.4 | +0.57 |
| 4 | Remix | 0.7% | 3.7% | 0.0% | 0.0% | 8.7% | #2.0 | +0.45 |
| 5 | Inngest | 0.7% | 7.4% | 0.0% | 0.0% | 5.3% | #2.5 | +0.60 |
| 6 | tRPC | 0.7% | 3.7% | 0.0% | 0.0% | 8.0% | #3.0 | +0.35 |
| 7 | Tauri | 0.7% | 7.4% | 0.0% | 0.0% | 6.7% | #3.5 | +0.60 |
| 8 | Wasmer | 0.7% | 11.1% | 0.0% | 0.7% | 5.3% | #5.0 | +0.60 |
| 9 | Astro | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 10 | Fermyon | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 11 | Hono | 0.0% | 0.0% | 0.0% | 0.0% | 14.0% | — | — |
| 12 | Zod | 0.0% | 0.0% | 0.0% | 0.0% | 8.7% | — | — |
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