ThingsO

Repository intelligence

getumbrel/llama-gpt

Editorial

A self-hosted, offline, ChatGPT-like chatbot. Powered by Llama 2. 100% private, with no data leaving your device. New: Code Llama support!. In ThingsO it is evaluated as a self-hosted application or platform.

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53Health
Editorial

What it is

94% confidence

A self-hosted, offline, ChatGPT-like chatbot. Powered by Llama 2. 100% private, with no data leaving your device. New: Code Llama support!. In ThingsO it is evaluated as a self-hosted application or platform.

Product typeSelf-hosted application or platform
Primary roleDeliver an application users can operate on infrastructure they control.
Categoryself-hosting
Interactionweb UI
Editorial

Problem → solution

86% confidence

Problem

Teams may need control over data, deployment, customization, cost, or integrations that hosted-only products do not provide.

Pain points

  • Teams may need control over data, deployment, customization, cost, or integrations that hosted-only products do not provide.

Solution approach

Package a complete application with documented configuration and deployment paths for operation on user-controlled infrastructure.

Why it matters

The project is useful when teams need the self-hosting capability without building every supporting primitive from scratch.

Editorial

Why it is different

Differentiators

  • Repository-stated scope: A self-hosted, offline, ChatGPT-like chatbot. Powered by Llama 2. 100% private, with no data leaving your device. New: Code Llama support!.
  • Its curated role in the ThingsO catalog is self-hosting; exact implementation differentiation is verified from repository evidence rather than assumed from popularity.

Design philosophy

  • Prefer the project’s documented public interfaces and extension points over undocumented internals.

Unique capabilities

  • Repository-stated scope: A self-hosted, offline, ChatGPT-like chatbot. Powered by Llama 2. 100% private, with no data leaving your device. New: Code Llama support!.
  • Its curated role in the ThingsO catalog is self-hosting; exact implementation differentiation is verified from repository evidence rather than assumed from popularity.

Design trade-offs

  • Control and privacy transfer operational responsibility to the deployer.
  • Customization can make upgrades more complex.
Editorial

Who should use it

76% confidence

Target users

  • self-hosters
  • small technical teams
  • platform or IT teams

Jobs to be done

  • run the application privately
  • control deployment and data location
  • customize an open-source application

Best for

  • teams valuing control and customization
  • deployments with data-location or integration requirements

Not ideal for

  • users unwilling to operate infrastructure
  • teams that prefer a fully managed SaaS experience
Editorial

Architecture

72% confidence

The baseline architecture for this self-hosting project is interpreted from its product category, while concrete runtime, technology, code paths, commands, and deployment evidence are compiled from the current repository snapshot.

Architecture style

Application services packaged for user-operated deployment with configuration, persistence, and external integration boundaries.

inferred · 80% confidence

Execution model

Long-running application services receive user/API requests and coordinate application logic, persistence, and configured integrations.

inferred · 82% confidence

State model

State behavior depends on the selected runtime/deployment; inspect the project’s execution modules and persistence configuration for durable-state requirements.

inferred · 55% confidence

Persistence

Persistence requirements are workload/deployment specific unless explicitly established by a captured manifest/container document.

inferred · 52% confidence

Concurrency

Concurrency is implementation/runtime specific; verify worker, async or parallel execution settings before capacity planning.

inferred · 52% confidence

Scaling

Scale according to the runtime’s supported process/service model and validate shared state, model hardware and external rate limits before horizontal replication.

inferred · 52% confidence

Core components

Application service

Provides the primary product behavior and user/API surface.

Persistence layer

Stores durable application state where required.

Integration/configuration layer

Connects external services and deployment-specific settings.

Data / control flow

  1. User or API requests enter the application service.
  2. Application logic reads/writes configured state and invokes external integrations before returning results.
Editorial

Technology

88% confidence
primary language

TypeScript

Primary language reported by the current GitHub repository snapshot.

known
web framework

Next.js

Declared project dependency associated with web framework.

known
AI provider client

OpenAI client/API

Declared project dependency associated with AI provider client.

known
frontend

React

Declared project dependency associated with frontend.

known
build/package

Node/npm-compatible package manifest

Defines dependency, packaging or build metadata.

known
deployment

Container configuration

Container build or compose configuration is present in repository evidence.

known
development infrastructure

CI automation

Repository CI configuration automates checks, builds or release tasks.

known
Editorial

Codebase map

92% confidence

The semantic codebase map is derived from the captured repository tree. Key visible areas include api, models, ui, ui/docs, ui/pages/api.

api

API/service boundary.

models

Model-related implementation/assets.

ui

User-interface code/components.

ui/docs

Project documentation.

ui/pages/api

API/service boundary.

ui/utils/server

Backend or server runtime.

Start reading

  • api
  • models
  • ui
  • ui/docs
  • ui/pages/api

Entry points

  • ui/components/Buttons/SidebarActionButton/index.ts
  • ui/components/Folder/index.ts
  • ui/components/Promptbar/index.ts
  • ui/components/Search/index.ts
  • ui/components/Sidebar/index.ts
  • ui/components/Spinner/index.ts
  • ui/pages/api/home/index.ts
  • ui/types/index.ts

Extension points

Not established from available evidence.

Editorial

Developer workflow

82% confidence

Local setup

The README provides executable setup/run commands; a representative captured command is `git clone https://github.com/getumbrel/llama-gpt.git`.

known · 80% confidence
setup or run project · git clone https://github.com/getumbrel/llama-gpt.git

Build

Package script `build` runs `next build`.

known · 90% confidence

Tests

Package script `test` runs `vitest`.

known · 88% confidence

Lint

Package script `lint` runs `next lint`.

known · 90% confidence

Typecheck

Not established from available evidence.

unknown · 0% confidence

CI/CD

Captured CI configuration is present for automated repository checks/build/release tasks.

known · 82% confidence

Contribution

A captured contribution/development document describes project contribution expectations.

known · 80% confidence

Release process

Not established from available evidence.

unknown · 0% confidence
Editorial

Integration & extension

Extension model

Extend through configuration, plugins/integrations, application APIs, themes, or project-specific extension points.

inferred · 72% confidence

Plugin system

Not established from available evidence.

unknown · 0% confidence

Adding an extension

Start with documented public APIs and the codebase extension/provider/integration paths identified by the semantic tree map.

inferred · 58% confidence

APIs

Not established from available evidence.

Protocols

Not established from available evidence.

Ecosystem integrations

  • Validate concrete integrations against the current repository docs and codebase map before adoption.
Editorial

Deployment & operations

82% confidence

Minimum deployment

Captured container configuration establishes a container-based development or deployment path.

known · 86% confidence

Production topology

Production topology is deployment-specific; validate stateful services, worker/runtime boundaries and external dependencies before high-availability scale-out.

inferred · 54% confidence

Persistence

Persistence requirements are workload/deployment specific unless explicitly established by a captured manifest/container document.

inferred · 52% confidence

Configuration

Configuration is supplied through the project’s documented runtime/application settings; inspect README and captured configuration files for exact keys.

inferred · 62% confidence

Scaling

Scale according to the runtime’s supported process/service model and validate shared state, model hardware and external rate limits before horizontal replication.

inferred · 52% confidence

Observability

Not established from available evidence.

unknown · 0% confidence

Backup / upgrade

Not established from available evidence.

unknown · 0% confidence

Failure recovery

Recovery planning should cover persistent state, generated artifacts and external integration credentials; exact procedures are deployment-specific.

inferred · 50% confidence

Resource profile

Resource requirements depend on workload and selected runtime/model; benchmark the intended production workload before sizing infrastructure.

inferred · 50% confidence

Operational risks

  • External APIs, models or runtime dependencies can change independently of this repository.
  • Upgrades should be tested against the adopting application’s integrations and persisted state.
Editorial

Security & privacy

Authentication

Not established from available evidence.

unknown · 0% confidence

Authorization

Not established from available evidence.

unknown · 0% confidence

Secrets

Use the project’s supported secret/configuration mechanism and keep service credentials outside source control.

inferred · 52% confidence

Network exposure

Not established from available evidence.

unknown · 0% confidence

Sandboxing

Not established from available evidence.

unknown · 0% confidence

Data persisted

Not established from available evidence.

unknown · 0% confidence

Data leaving system

Data can leave the deployment when configured external APIs, model providers or remote sources are used; exact flows depend on user configuration.

inferred · 50% confidence

Telemetry

Not established from available evidence.

unknown · 0% confidence

Security considerations

  • Administrative surfaces and integration credentials should be protected in self-hosted deployments.
Editorial

Decision guide

Choose when

  • teams valuing control and customization
  • deployments with data-location or integration requirements

Avoid when

  • users unwilling to operate infrastructure
  • teams that prefer a fully managed SaaS experience

Evaluate first

  • Confirm the current license and project activity meet your requirements.
  • Prototype the project against one representative production workflow.
  • Review the generated Technology, Codebase, Developer Workflow, Deployment, and Security evidence sections before committing to adoption.

Trade-offs

  • Control and privacy transfer operational responsibility to the deployer.
  • Customization can make upgrades more complex.
Learning curvemedium
Operational complexitymedium
Migration costmedium
Lock-inmedium
Editorial

Project signals & learning

Maturity

growing to established open-source project

inferred · 84% confidence

Governance

Maintained under GitHub owner `getumbrel`; detailed governance/decision rights are not fully established by the bounded evidence pack.

inferred · 62% confidence

Licensing

GitHub reports SPDX license `MIT`; verify repository license text and dependency obligations for the intended use.

known · 90% confidence

Adoption signals

  • GitHub snapshot: 10,939 stars
  • GitHub snapshot: 706 forks

Ecosystem

Not established from available evidence.

What you can learn

  • Study getumbrel/llama-gpt to understand practical implementation choices in the self-hosting problem space.
  • Compare its public extension model with its internal module boundaries before reusing patterns elsewhere.

Suggested reading order

  • api
  • models
  • ui
  • ui/docs
  • ui/pages/api

editorial / chatgpt-gpt-5.6-sol-manual · 78% overall confidence

Classification

Self Hosting capability EditorialApi interface Editorial
Deterministic · health-v1

Project Health

Maintenance5
Adoption76
Community33
Documentation100
Operations0
License clarity100
Maturity100
Metadata100
Source fact

GitHub source facts

Stars10.9K
Forks706
Open issues96
Watchers10.9K
LanguageTypeScript
LicenseMIT
Default branchmaster
Snapshot2026-08-24
Source fact

Evidence & provenance

ci · b0e13c758728c51213c86dc931e385c61a0d83c8 · 5df6be1860…container · 0ab61b9d602db258903fe6a1c72e06957f401258 · 2de3ee1d7c…container · 85fa1d79659effdcffda9162a616279d934204c2 · d14f755048…contributing · 2fc863718e9eaa6d9d1a2f4f35c1319bd57366f9 · c9cc63139d…manifest · ccb2cdb4a4a36b3ca4fa0898804a2c9b0c3a4284 · 2ab9462924…readme · b7a3f04af796b79d49f49ee02a54deea88d901f3 · 0f2380f299…repository_tree · master · 346d1c26fc…