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llms.txt examples

How real projects summarise themselves for language models.

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kenn-iollms.txt

agentsview

kenn-io/agentsview/docs/llms.txt

AgentsView is a local-first system of record for AI coding agent sessions: a daemon syncs sessions from more than 60 agent harnesses into a searchable SQLite archive with transcripts, activity, token and cost reports, quality signals, and recall, served through a web UI, desktop app, CLI, REST API, and MCP server. Every public page is also published as raw Markdown at the route listed below. The Markdown pages are canonical for machine readers; the HTML routes drop the .md suffix…

6k9d agoDiscuss
KnockOutEZllms.txt

wigolo

KnockOutEZ/wigolo/llms.txt

wigolo is a local-first web-intelligence server for AI agents: web search, page fetch, site crawl, structured extraction, hybrid semantic discovery, multi-step research, autonomous data gathering, page diffing, change watching, and…

5.4k4d agoDiscuss
tinyplexllms.txt

tinybase

tinyplex/tinybase/docs/llms-full.txt

This file follows the agents.md specification for AI agent context. If you're a human reading this, it provides a comprehensive overview of the TinyBase project for AI assistants working with the codebase. TinyBase is a reactive data store and sync engine for local-first applications. It is a TypeScript library that provides a reactive, in-memory data store with a powerful synchronization engine. It's designed for building local-first applications that work offline and sync across devices. The library is exceptionally small (5.3kB-11.7kB),…

5.2k22mo agoDiscuss
tinyplexllms.txt

tinybase

tinyplex/tinybase/docs/llms.txt

TinyBase is a reactive in-memory data store with persistence and > synchronization for local-first JavaScript and TypeScript apps. TinyBase provides reactive tabular and key-value data, optional schemas, indexes, relationships, queries, persistence, CRDT synchronization, and UI bindings for React, Solid, and Svelte. It has no runtime dependencies. Use TinyBase when an app needs one or more of these capabilities: - Reactive in-memory tabular or key-value state - Offline or local-first operation - Browser, SQLite, PostgreSQL, or file persistence - Deterministic synchronization…

5.2k22mo agoDiscuss
txn2llms.txt

kubefwd

txn2/kubefwd/docs/llms-full.txt

Kubernetes bulk port forwarding for local development. Forward services from any namespace to localhost with automatic /etc/hosts entries and unique IPs per service. kubefwd enables developers to work locally while accessing services running in Kubernetes. Each service gets its own unique loopback IP (127.x.x.x), eliminating port conflicts. Access cluster services by name—exactly as in-cluster. This guide covers installation and your first steps with kubefwd. By the end, you'll have cluster services accessible locally by name. kubefwd reads your kubeconfig (~/.kube/config…

4.2k9mo agoDiscuss
txn2llms.txt

kubefwd

txn2/kubefwd/docs/llms.txt

Kubernetes bulk port forwarding for local development. Forward services from any namespace to localhost with automatic /etc/hosts entries and unique IPs per service. kubefwd enables developers to work locally while accessing services running in Kubernetes. Each service gets its own unique loopback IP (127.x.x.x), eliminating port conflicts. Access cluster services by name—exactly as in-cluster.

4.2k9mo agoDiscuss
melgarafaelllms.txt

DeskcommCRM

melgarafael/DeskcommCRM/public/llms.txt

Open-source AI sales OS: a self-hosted, multi-tenant CRM where AI agents natively operate sales and support over WhatsApp. An open alternative to Kommo, Octadesk and Intercom — for any business that sells through conversations (e-commerce, clinics, real estate, info-products, agencies, services). MIT-licensed, no paid tier; the recommended production path is a one-command install on a HostGator VPS. Key facts: - Category: open-source CRM / AI sales operating system / WhatsApp customer platform - AI: per-tenant RAG agents (pgvector) that answer,…

4.2k13d agoDiscuss
flypythoncomllms.txt

python

flypythoncom/python/llms.txt

FlyPython provides production-tested Python engineering playbooks, challenge courses with objective verification and per-checkpoint claim codes, verifiable test-driven starter examples, task contracts, and agent IDE rules.

4.1k19d agoDiscuss
lemony-aillms.txt

cascadeflow

lemony-ai/cascadeflow/llms.txt

Agent runtime intelligence layer for AI agent workflows. In-process harness (not a proxy). Works inside agent loops with full state awareness. pip install cascadeflow import cascadeflow cascadeflow.init(mode="observe") # All openai/anthropic SDK calls are now tracked. Switch to "enforce" for budget gating. cascadeflow is an in-process intelligence layer that sits inside AI agent execution loops. Unlike external proxies that only see HTTP request boundaries, cascadeflow operates with full agent state awareness: step count, budget consumed, tool call history, error context, quality…

4k11mo agoDiscuss
yvgudellms.txt

lean-ctx

yvgude/lean-ctx/llms.txt

The local context-engineering layer for AI agents — select, shape, reuse, recover, and inspect context before inference. Deterministic, prompt-cache-aware representations with local, auditable measurements. lean-ctx (LeanCTX, "Lean Context") exposes a broad MCP tool set plus a shell hook for local context operations. An optional local request proxy can shape supported request fields while preserving stable prefixes for provider prompt caches. Pruned or truncated content can be recovered from content-addressed references. Processing is local by default; explicitly submitted feedback and enabled…

3.8k2mo agoDiscuss
OvidijusParsiunasllms.txt

deep-chat

OvidijusParsiunas/deep-chat/llms.txt

Web component (deep-chat) and React wrapper (deep-chat-react) for AI chat interfaces. Request body: {messages: MessageContent[]} for text-only, or FormData with files array and message{index} properties for file uploads. Parse FormData on server with formData.get("message1"). Supports: AssemblyAI, Azure, BigModel, Claude, Cohere, DeepSeek, Dify, Gemini, Groq, HuggingFace, Kimi, MiniMax, Mistral, Ollama, OpenAI, OpenRouter, OpenWebUI, Perplexity, Qwen, StabilityAI, Together, X maxMessages behavior: undefined = only input text/files sent (no history); 0 or below = all messages; 1 = only new user message; 2…

3.7k3y agoDiscuss
truerallms.txt

trulens

truera/trulens/docs/llms.txt

TruLens is an open source library for evaluating and tracing AI agents. Instrument with OpenTelemetry and score every step with benchmarked LLM judges. Notes for interpreting these docs:

3.6k5mo agoDiscuss
Ataraxy-Labsllms.txt

sem

Ataraxy-Labs/sem/docs/llms.txt

Entity-level semantic diff on top of Git. Functions, classes, methods instead of lines. sem extends Git with entity-level operations. Instead of tracking lines, sem tracks functions, classes, methods, and types. Uses tree-sitter for parsing and AST-normalized structural hashing to detect cosmetic vs structural changes. Git tracks lines. Developers think in functions. sem bridges the gap. Or build from source: Binary at crates/target/release/sem. 27 programming languages:

3.4k3mo agoDiscuss
LangChainllms.txt

langgraphjs

langchain-ai/langgraphjs/docs/docs/llms.txt

These guides are designed to help you get started with LangGraph. These guides provide explanations of the key concepts behind the LangGraph framework.

3.3k37d agoDiscuss
Microsoftllms.txt

skills

microsoft/skills/docs/llms-full.txt

Microsoft Foundry (formerly Azure AI Foundry) is a unified Azure platform-as-a-service for enterprise AI operations, model builders, and application development. It combines production-grade infrastructure with friendly interfaces for building agents, deploying models, and developing generative AI applications. Portal: https://ai.azure.com SDK Installation: Authentication Pattern: Environment Variables:

3.1k7mo agoDiscuss
Microsoftllms.txt

skills

microsoft/skills/docs/llms.txt

Microsoft Foundry (formerly Azure AI Foundry) is a unified Azure platform-as-a-service for enterprise AI operations, model builders, and application development. It provides a comprehensive set of AI capabilities for building agents, deploying models, and developing generative AI applications with built-in enterprise-readiness including tracing, monitoring, evaluations, and safety controls. Important information:

3.1k7mo agoDiscuss
allenpeng0705llms.txt

EnvoyMesh

allenpeng0705/EnvoyMesh/llms.txt

Machine-readable docs index for AI agents (llms.txt). EnvoyMesh is a decentralized P2P mesh for autonomous AI agents. This file indexes the docs most useful to agents working in the repo,…

3k4mo agoDiscuss
irinabuht12-ossllms.txt

google-meta-ads-ga4-mcp

irinabuht12-oss/google-meta-ads-ga4-mcp/llms.txt

Hosted Model Context Protocol server for Google Ads, Meta Ads (Facebook and Instagram), Google Analytics 4 and Google Search Console. Endpoint https://connector.get-ryze.ai/mcp, Streamable HTTP, OAuth 2.1 with dynamic client registration and PKCE. Free to connect. Works with Claude, Claude Desktop, Claude Code, ChatGPT, Cursor, Grok, Windsurf, Cline, Gemini CLI, Codex CLI and n8n. Install in Claude Code: claude mcp add ryze --transport http https://connector.get-ryze.ai/mcp Install elsewhere: Settings > Connectors > Add custom connector > https://connector.get-ryze.ai/mcp, then sign in with the…

2.9k6mo agoDiscuss
datachain-aillms.txt

datachain

datachain-ai/datachain/docs/llms.txt

DataChain is the Data Context Layer for unstructured data. It chains Python functions and warehouse-speed data operations into composable queries, and every query deposits its result into the Dataset DB as a versioned, typed dataset with automatic lineage. The next query (human or agent) starts from prior conclusions instead of raw bytes. The Compute Engine produces; the Dataset DB recalls; the Knowledge Base compiles datasets into agent-readable knowledge. Access everything through dc.*: dc.read_storage(), dc.Column(), dc.func.*, dc.File, dc.ImageFile, etc. For annotation…

2.8k2y agoDiscuss
glinckerllms.txt

thesvg

glincker/thesvg/public/llms-full.txt

The largest open-source brand SVG icon library. 7,417+ SVG icons with multi-variant support. theSVG (thesvg.org) is a free, open-source library of 7,417+ SVG icons across 7 collections: Brand Icons, AWS Architecture, Azure Services, Google Cloud, Kubernetes, Community, and Auth Badges. Every icon includes core metadata such as a name, hex color, categories, and license. Where present, icons also include a website URL, guideline links, and up to 7 SVG variants. Full human-readable framework guides, best practices, tricks, and FAQ: https://thesvg.org/docs

2.8k8d agoDiscuss
CLAUDE.md vs AGENTS.md

About llms.txt

What is llms.txt?

A markdown file at a website's root that gives language models a short guide to the site and links to the pages worth reading.

What's llms-full.txt?

The same idea with the content included, so an agent can read the documentation in one request.

Who reads it?

Agents and tools that fetch documentation on someone's behalf. It's a proposal, not a standard, and support varies.

How do I write one?

Start with a one-line summary, then sections of links with a sentence each. The examples here show what real projects do.