API Literacy
EngineeringUnderstanding authentication, rate limits, request shapes, errors, and source attribution.
Skill linked from curated resource requirements.
SkillNeeds verificationEngineeringRequired
Use case · Needs verification
Local LLM Tools
Local model runners, inference servers, gateways, and self-hosted chat or agent tools.
Use caseNeeds verification
Publication status
This page is generated from the seed database and is marked Needs verification. It is useful for local discovery, but final public ranking and indexing should wait for manual source review.
Start here
Move from problem framing to a shortlist by checking required skills first, then tools, repositories, MCP resources, and caveats.
Skills
11 mapped skills
Tools
12 candidate tools
Repos
15 GitHub records
Required and useful skills
Backend API Design
BackendDesigning HTTP APIs, data contracts, auth boundaries, and error handling.
Skill linked from curated resource requirements.
SkillNeeds verificationBackendRecommended
Command Line
EngineeringUsing terminal commands, package managers, environment variables, and logs.
Skill linked from curated resource requirements.
SkillNeeds verificationEngineeringRequired
Data Privacy
GovernanceHandling private code, prompts, logs, documents, and user data safely.
Skill linked from curated resource requirements.
SkillNeeds verificationGovernanceRequired
Shipping static sites, APIs, and background jobs with clear environment boundaries.
Skill linked from curated resource requirements.
SkillNeeds verificationOpsRecommended
Docker
OpsContainerizing and running tools consistently across local and server environments.
Skill linked from curated resource requirements.
SkillNeeds verificationOpsOptional
IDE Workflow
EngineeringWorking efficiently with editors, extensions, terminals, diffs, and code navigation.
Skill linked from curated resource requirements.
SkillNeeds verificationEngineeringRecommended
Running local models, choosing model sizes, managing inference servers, and monitoring resources.
Skill linked from curated resource requirements.
SkillNeeds verificationAIRecommended
Diagnosing poor AI outputs by adjusting instructions, context, examples, and constraints.
Skill linked from curated resource requirements.
SkillNeeds verificationAIRecommended
Connecting LLMs to external knowledge with retrieval, ranking, and grounded responses.
Skill linked from curated resource requirements.
SkillNeeds verificationAIRequired
Running open-source tools locally or on controlled infrastructure.
Skill linked from curated resource requirements.
SkillNeeds verificationOpsOptional
Recommended tools
AnythingLLM
RAG App PlatformsSelf-hosted workspace and RAG interface for documents and LLM workflows.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedFreemiumGitHub linked
Continue
AI Coding AssistantsOpen-source AI code assistant framework for custom IDE-based coding workflows.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedFreemiumGitHub linked
Jan
Local LLM ToolsOpen-source desktop AI assistant for local model workflows.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedGitHub linked
LiteLLM
LLM GatewaysOpen-source LLM gateway for routing requests across model providers.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedFreemiumGitHub linked
llama.cpp
Local LLM ToolsCore local inference project for running LLMs efficiently on local hardware.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedGitHub linked
LM Studio
Local LLM ToolsDesktop tool for running local language models and experimenting with local inference.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationSelf-hostedFreemium
LocalAI
Local LLM ToolsOpen-source local inference server compatible with OpenAI-style APIs.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedGitHub linked
Open WebUI
Local LLM ToolsSelf-hosted AI chat interface for local and remote models.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedGitHub linked
vLLM
Local LLM ToolsHigh-throughput inference engine for serving large language models.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedGitHub linked
GPT4All
Local LLM ToolsLocal AI model ecosystem and desktop tooling for private model experimentation.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedGitHub linked
LibreChat
Local LLM ToolsOpen-source AI chat platform with multi-provider support.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedGitHub linked
LobeChat
Local LLM ToolsOpen-source AI chat and agent interface for model and plugin workflows.
Curated tool relationship for future one-stop directory pages.
ToolNeeds verificationOpen sourceSelf-hostedFreemiumGitHub linked
Repository candidates
affaan-m/ECC
JavascriptThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedJavaScriptMITHigh starsActive signal
NousResearch/hermes-agent
PythonThe agent that grows with you
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedPythonMITHigh starsActive signal
Significant-Gravitas/AutoGPT
PythonAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedPythonHigh starsActive signal
Get up and running with Kimi-K2.6, GLM-5.1, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedGoMITHigh starsActive signal
f/prompts.chat
HTMLf.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedHTMLHigh starsActive signal
huggingface/transformers
Python🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedPythonApache-2.0High starsActive signal
langgenius/dify
TypescriptProduction-ready platform for agentic workflow development.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedTypeScriptHigh starsActive signal
open-webui/open-webui
PythonUser-friendly AI Interface (Supports Ollama, OpenAI API, ...)
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedPythonHigh starsActive signal
langchain-ai/langchain
PythonThe agent engineering platform.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedPythonMITHigh starsActive signal
firecrawl/firecrawl
TypescriptThe API to search, scrape, and interact with the web at scale. 🔥
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedTypeScriptAGPL-3.0High starsActive signal
browser-use/browser-use
Python🌐 Make websites accessible for AI agents. Automate tasks online with ease.
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedPythonMITHigh starsActive signal
rasbt/LLMs-from-scratch
Jupyter NotebookImplement a ChatGPT-like LLM in PyTorch from scratch, step by step
High-star GitHub discovery seed from query `topic:llm stars:>10000`.
RepositoryAuto enrichedJupyter NotebookHigh starsActive signal
Caveats and failure modes
Records are useful for discovery but still need source, license, pricing, and summary review before public ranking.