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Modelby Cohere

Command A Plus

Command A Plus is a Cohere-hosted enterprise language model notable for its 192K-token context window, making it well suited to long-document reasoning and large-scale text generation. Its strengths are long-context analysis, business-oriented generation, and OpenRouter availability, while caveats include hosted-only access, unspecified max output, and the usual reliability limits of LLM reasoning.

Provider
Cohere
Released
Sep 22, 2026
Context
192K tokens
Weights
Closed
Pricing
$/M in
$/M out

Capabilities

  • Text Generation
  • Reasoning
  • Long Context

Best For

  • Enterprise Assistance
  • Retrieval Augmented Generation
  • Document Analysis
  • Business Workflows

Overview

Command A Plus is a Cohere-hosted language model introduced on OpenRouter on 2026-09-22, positioned for long-context enterprise workloads. Its defining differentiator is a 192K-token context window, enabling the model to ingest and reason over very large bodies of text in a single request: lengthy contracts, technical documentation sets, policy manuals, research packets, support histories, or multi-file code and configuration dumps. Rather than focusing on consumer multimodality, Command A Plus is best understood as a text-first enterprise model optimized for generation, reasoning, and long-context analysis.

Key capabilities

The model supports text generation across common professional use cases: drafting, summarization, transformation, classification-style outputs, structured responses, question answering, and analytical writing. Its long context makes it especially useful for tasks that require preserving many details at once, such as comparing document versions, extracting obligations from legal or compliance material, synthesizing requirements across multiple sources, or maintaining continuity across extended conversations.

Reasoning is another core capability. Command A Plus can be used to break down complex prompts, evaluate tradeoffs, produce step-by-step plans, and answer questions that depend on relationships scattered throughout a long prompt. The 192K-token window is the practical headline feature: it reduces the need for aggressive chunking, retrieval pre-filtering, or repeated calls when working with large textual inputs.

Technical specifications

  • Provider: Cohere
  • Availability: Hosted model, available through OpenRouter; likely also governed by Cohere’s hosted model terms where applicable
  • Release date: 2026-09-22
  • Context window: 192K tokens
  • Modalities: Text input and text output based on the provided model description; no image, audio, or video capability is indicated
  • Primary capabilities: Text generation, reasoning, long-context processing
  • Max output: Not specified in the supplied description; users should verify the active OpenRouter model card for completion-token limits
  • Pricing: Not specified here and may vary by provider routing, region, or OpenRouter pricing updates
  • Weights/license: Hosted/closed model; no open-weight release is indicated

Strengths and benefits

Command A Plus is most compelling where context size directly improves workflow quality. A 192K-token window can let teams provide the model with entire source packets instead of excerpts, improving grounding and reducing lossy preprocessing. For enterprise users, Cohere’s focus on business language tasks is also relevant: the model is likely to appeal to organizations that need dependable text generation, knowledge work automation, and document-heavy analysis rather than experimental multimodal features.

Its availability through OpenRouter is another practical advantage, because it lets developers access the model through a common API layer and compare it against alternatives without fully rebuilding application infrastructure.

Limitations and caveats

A large context window does not guarantee perfect recall or flawless reasoning over every token. Long prompts can increase latency and cost, and models may still overlook details, over-weight recent information, or produce confident but incorrect conclusions. Users should validate outputs in high-stakes domains such as law, finance, healthcare, security, and compliance.

Because Command A Plus is hosted and not open-weight, organizations that require local deployment, custom weight inspection, or air-gapped inference may find it unsuitable. The provided description also does not confirm tool use, multimodal input, fine-tuning availability, or exact output-token limits, so buyers should check the current Cohere/OpenRouter documentation before production adoption.

Compared with shorter-context Cohere models and many general-purpose LLMs, Command A Plus stands out for long-context enterprise text work. Compared with frontier multimodal systems from other providers, its advantage is less about breadth of modality and more about handling large textual workloads in a single session.

For software maintenance, the long context can help review large dependency manifests, changelogs, and policy documents together, but that is a secondary use case rather than the model’s core identity.

Vibgrate CLI

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Replay
demo@vibgrate — bash
npx @vibgrate/cli scan
 
╭──────────────────────────────────────────╮
Vibgrate Drift Report
╰──────────────────────────────────────────╯
 
── node-turborepo (node) .
Runtime: >=18.0.0 (6 majors behind)
Frameworks:
Turbo: 1.13.4 → 2.11.2 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 1 1-behind 3 2+ behind 1 unknown
 
── @repo/admin (node) apps/admin
Frameworks:
TanStack Query: 5.103.2 → 5.103.2 (current)
React: 18.3.1 → 19.3.0 (1 behind)
React DOM: 18.3.1 → 19.3.0 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vite: 5.4.21 → 8.3.0 (3 behind)
Dependencies:
3 current 9 1-behind 3 2+ behind 4 unknown
 
── @repo/api (node) apps/api
Frameworks:
Express: 4.22.3 → 5.2.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 5.0.1 (4 behind)
Dependencies:
7 current 4 1-behind 4 2+ behind 4 unknown
 
── @repo/web (node) apps/web
Frameworks:
Next.js: 14.2.35 → 16.3.5 (2 behind)
React: 18.3.1 → 19.3.0 (1 behind)
React DOM: 18.3.1 → 19.3.0 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
2 current 6 1-behind 3 2+ behind 5 unknown
 
── @repo/config (node) packages/config
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
2 current 2 1-behind 5 2+ behind 0 unknown
 
── @repo/database (node) packages/database
Frameworks:
Prisma: 5.22.0 → 7.10.0 (2 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 0 1-behind 3 2+ behind 1 unknown
 
── @repo/types (node) packages/types
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
0 current 0 1-behind 1 2+ behind 1 unknown
 
── @repo/ui (node) packages/ui
Frameworks:
React: 18.3.1 → 19.3.0 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
React: 18.3.1 → 19.3.0 (1 behind)
Dependencies:
1 current 4 1-behind 1 2+ behind 1 unknown
 
── @repo/utils (node) packages/utils
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 5.0.1 (4 behind)
Dependencies:
0 current 1 1-behind 2 2+ behind 1 unknown
 
Tech Stack
Frontend: React, React DOM
Meta-frameworks: Next.js
Bundlers: tsx, Turbo, Vite
CSS / UI: Autoprefixer, PostCSS, Tailwind CSS
Backend: Express
ORM / Database: Prisma, Prisma Client
Testing: Vitest
Lint & Format: ESLint, ESLint Prettier, ESLint React, Prettier, typescript-eslint
 
Services & Integrations
Auth: JWT 9.0.3
Databases: Prisma 5.22.0
 
TypeScript
v5.3.3 · strict ✔ · MIXED · target: ES2022
 
Build & Deploy
Package Managers: pnpm
Monorepo: npm-workspaces, pnpm-workspaces, turbo
 
Product Purpose Signals
Frameworks: react, nextjs
Evidence: 177
Top Signals:
- [heading] Dashboard (apps/admin/src/pages/Dashboard.tsx)
- [title] Revenue Overview (apps/admin/src/pages/Dashboard.tsx)
- [copy] workspace:* (packages/ui/package.json)
- [copy] ./dist (packages/ui/tsconfig.json)
- [copy] ./src/index.ts (packages/ui/package.json)
- [copy] @repo/config/tsconfig-base.json (packages/ui/tsconfig.json)
- [copy] @repo/ui (packages/ui/package.json)
- [copy] #3b82f6 (apps/admin/src/pages/Dashboard.tsx)
Unknowns:
- No pricing or billing evidence found.
- No integrations/connectors evidence found.
- No route structure evidence found.
 
Security Posture
Lockfile ✖ · .env ✔ · node_modules ✔
 
Platform
Native modules: turbo
 
Code Quality
Files: 36 · Functions: 183 · Avg complexity: 2.62 · Avg length: 21.13 lines
Max nesting: 2 · Circular deps: 0 · Dead code: 0%
God files: apps/admin/src/pages/Products (448 lines)
 
Database Schema
postgresql · 8 models · 1 enum
Models: Address, CartItem, Category, Order, OrderItem (+3 more)
 
Findings (16 errors, 11 warnings)
Node.js runtime ">=18.0.0" reached end-of-life on 2025-04-30 (latest: 24.0.0).
vibgrate/runtime-eol in .
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in .
60% of dependencies are 2+ major versions behind in node-turborepo.
vibgrate/dependency-rot in .
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.2).
vibgrate/dependency-major-lag in .
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/admin
Vite is 3 major versions behind (current: 5.4.21, latest: 8.3.0).
vibgrate/framework-major-lag in apps/admin
vite is 3 major versions behind (spec: ^5.0.12, latest: 8.3.0).
vibgrate/dependency-major-lag in apps/admin
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/api
Vitest is 4 major versions behind (current: 1.6.1, latest: 5.0.1).
vibgrate/framework-major-lag in apps/api
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.2).
vibgrate/dependency-major-lag in apps/api
vitest is 4 major versions behind (spec: ^1.2.1, latest: 5.0.1).
vibgrate/dependency-major-lag in apps/api
Next.js is 2 major versions behind (current: 14.2.35, latest: 16.3.5).
vibgrate/framework-major-lag in apps/web
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/web
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.2).
vibgrate/dependency-major-lag in apps/web
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/config
56% of dependencies are 2+ major versions behind in @repo/config.
vibgrate/dependency-rot in packages/config
eslint-plugin-react-hooks is 3 major versions behind (spec: ^4.6.0, latest: 7.1.1).
vibgrate/dependency-major-lag in packages/config
Prisma is 2 major versions behind (current: 5.22.0, latest: 7.10.0).
vibgrate/framework-major-lag in packages/database
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/database
75% of dependencies are 2+ major versions behind in @repo/database.
vibgrate/dependency-rot in packages/database
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/types
100% of dependencies are 2+ major versions behind in @repo/types.
vibgrate/dependency-rot in packages/types
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/ui
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/utils
Vitest is 4 major versions behind (current: 1.6.1, latest: 5.0.1).
vibgrate/framework-major-lag in packages/utils
67% of dependencies are 2+ major versions behind in @repo/utils.
vibgrate/dependency-rot in packages/utils
vitest is 4 major versions behind (spec: ^1.2.1, latest: 5.0.1).
vibgrate/dependency-major-lag in packages/utils
 
╭──────────────────────────────────────────╮
Top Priority Actions
╰──────────────────────────────────────────╯
 
1. Upgrade EOL runtime in node-turborepo
End-of-life runtimes no longer receive security patches and block ecosystem upgrades.
./.
>=18.0.0 → 24.0.0 (6 majors behind)
Impact: −10 drift points (runtime & EOL)
 
2. Fix security posture: no lockfile found
Without a lockfile, installs are non-deterministic. Run the install command to generate one and commit it.
./
Missing: package-lock.json, pnpm-lock.yaml, or yarn.lock
 
3. Upgrade Vitest 1.6.1 → 5.0.1 in @repo/api (+2 more)
4 major versions behind. Major framework drift increases breaking change risk and blocks access to security fixes and performance improvements.
./apps/api
Vitest: 1.6.1 → 5.0.1 (4 majors behind)
./packages/utils
Vitest: 1.6.1 → 5.0.1 (4 majors behind)
./apps/admin
Vite: 5.4.21 → 8.3.0 (3 majors behind)
Impact: −5–15 drift points
 
4. Reduce dependency rot in @repo/types (100% severely outdated)
1 of 1 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.
./packages/types
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
5. Reduce dependency rot in @repo/database (75% severely outdated)
3 of 4 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.
./packages/database
@prisma/client: 5.22.0 → 7.10.0 (2 majors behind)
prisma: 5.22.0 → 7.10.0 (2 majors behind)
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
╭──────────────────────────────────────────╮
Architecture Layers
╰──────────────────────────────────────────╯
 
Archetype: nextjs (80% confidence)
Files classified: 24 (11 unclassified)
Folders classified: 8
apps/admin/src presentation 100% 4 files
apps/admin/src/pages presentation 100% 2 files
apps/api/src/middleware middleware 100% 2 files
apps/api/src/routes routing 100% 2 files
apps/web/src/app presentation 100% 4 files
apps/web/src/app/products presentation 100% 2 files
apps/web/src/app/products/[id] presentation 100% 1 file
packages/ui/src presentation 100% 6 files
Unclassified source (sample): 11
 
presentation 15 files drift ████████████████████ 100 risk high
routing 4 files drift ████████████████████ 100 risk high
middleware 2 files drift ███████▍░░░░░░░░░░░░ 37 risk moderate
config 2 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none
shared 1 file drift ████████████████████ 100 risk high
 
╭──────────────────────────────────────────╮
DriftScore Summary
╰──────────────────────────────────────────╯
 
DriftScore: 70/100
Risk Level: HIGH
Projects: 9
Classified: 8 nano · 1 micro · 0 small · 0 standard
Billable: 0.42 · 9 detected → 0.42 billable projects (micro-project pricing)
0.1 micro · 0.32 nano
These fractions add up across repositories, then round down to whole billable projects.
 
Score Breakdown
Runtime: ████████████████████ 100
Frameworks: ███████████▊░░░░░░░░ 59
Dependencies: ██████▌░░░░░░░░░░░░░ 33
EOL Risk: ████████████████████ 100
 
Scanned at 2026-09-21T12:33:26.719Z · 5.6s · 286 files scanned · 56 workspace files · 27 dirs
Press Run to start.