llama.cpp

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Development & infrastructureSelf-hosted
FreeOpen source

What you can do

  • Run GGUF models through a configurable local inference engine.

Before choosing

  • It has no built-in account or UI; compiling and tuning require hands-on setup.
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llama-swap

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Development & infrastructureSelf-hosted
FreeOpen source

What you can do

  • Switch model backends behind one compatible proxy endpoint.

Before choosing

  • A model swap introduces cold-start time, so it suits variable rather than instant workloads.

LiteLLM

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Development & infrastructureCloud · Self-hosted
Free tier

What you can do

  • Give applications one interface across many model providers.

Before choosing

  • You operate the proxy and remain responsible for provider configuration and infrastructure.

Langfuse

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Development & infrastructureSelf-hosted · Cloud
Free tierOpen source

What you can do

  • Trace application runs across models and versions.

Before choosing

  • Traces can contain sensitive prompts, outputs, or identifiers; configure redaction and retention.

LangChain

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Development & infrastructureCloud · Self-hosted
Free tier

What you can do

  • Build agents from reusable architectures and model integrations.

Before choosing

  • You need Python and should choose integrations and deployment components for each project.

LanceDB

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Development & infrastructureCloud · Self-hosted
Free tier

What you can do

  • Store text, images, and multimodal embeddings in a local vector database.

Before choosing

  • You must choose and operate the local machine, container, or cloud VM hosting it.

GuideLLM

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Development & infrastructureSelf-hosted
FreeOpen source

What you can do

  • Load-test language-model deployments with realistic traffic patterns.

Before choosing

  • It supports Linux and macOS with Python 3.10–3.13, not native Windows.

GitHub

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Development & infrastructureCloud
Free tier

What you can do

  • Host code, reviews, issues, CI workflows, and browser-based development.

Before choosing

  • Repositories and workflows live on a proprietary hosted platform with ecosystem lock-in.

Gitea

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Development & infrastructureSelf-hosted
Free

What you can do

  • Host repositories, pull requests, issues, and reviews on your infrastructure.

Before choosing

  • You must handle backups, upgrades, and security patches for the installation.

Git

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Development & infrastructureSelf-hosted
FreeOpen source

What you can do

  • Record, compare, branch, and restore changes to project files.

Before choosing

  • Git history is not a backup, access-control system, or collaboration service.

E2B

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Development & infrastructureCloud · Self-hosted
Free tier

What you can do

  • Run code and agent tools inside isolated cloud sandboxes.

Before choosing

  • You need a cloud or on-premises environment to self-host it.

Dokploy

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Development & infrastructureSelf-hosted
Free tierOpen source

What you can do

  • Deploy applications and Docker Compose stacks on infrastructure you control.

Before choosing

  • Operators handle server patches, upgrades, backups, recovery, and capacity themselves.

Dockge

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Development & infrastructureSelf-hosted
FreeOpen source

What you can do

  • Manage Docker Compose stack files through a self-hosted web interface.

Before choosing

  • You operate the self-hosted service; its console is disabled by default in 1.5.0.

Docker

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Development & infrastructureDesktop · Self-hosted
Free tier

What you can do

  • Build, run, and share OCI container workloads from the command line.

Before choosing

  • Docker products have separate terms, and daemon or socket access is privileged.

Directus

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Development & infrastructureCloud · Self-hosted
Free tier

What you can do

  • Expose an existing SQL database through REST, GraphQL, SDKs, and a no-code admin.

Before choosing

  • Advanced enterprise features require a paid license obtained through sales.
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CrewAI

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Development & infrastructureSelf-hosted
Free tier

What you can do

  • Define collaborating agents, tools, and tasks in Python.

Before choosing

  • It is code-first: Python and configuration files replace a drag-and-drop builder.
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Claude Code Plugins

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Development & infrastructureCloud
Commercial

What you can do

  • Share reusable skills, MCP connectors, and role-specific workflows across a team.

Before choosing

  • It requires a Claude Code subscription, and its evolving plugin APIs may have rough edges.
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Claude Agent SDK

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Development & infrastructureCloud
BYOK

What you can do

  • Build custom agents in Python or TypeScript with tools and context management.

Before choosing

  • It is a developer library; you write the agent and pay Claude API usage costs.

Caddy

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Development & infrastructureSelf-hosted
FreeOpen source

What you can do

  • Route web traffic through a reverse proxy that can obtain HTTPS automatically.

Before choosing

  • Automatic HTTPS needs correct DNS, reachable challenges, and a reviewed network policy.

C2PA

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Development & infrastructureSelf-hosted · Cloud
FreeOpen source

What you can do

  • Attach signed provenance manifests and Content Credentials to digital media.

Before choosing

  • A manifest does not prove depicted events, source rights, or consent are valid.