Reference Links Catalog

Reference Links Catalog

Last Updated: 2025-01-XX
Status: Living Catalog
Audience: Drupal 11 + GitLab CI/CD + enterprise/government-grade agentic AI

This file is a living catalog. Prefer primary docs/specs over blog posts.
Tags: [Spec] standards, [Docs] official documentation, [OSS] open-source, [SaaS] hosted.

Table of Contents

Agent Standards & Interop
Coding Agents & DevEx
Agent Frameworks & Orchestration
Evaluation, Red-Teaming, Guardrails
RAG, Vector DBs, Search
Document AI, Parsing, ETL
Inference Serving & Model Gateways
Observability, Tracing, Cost
Security, Compliance, Supply Chain
Drupal 11 + AI Integration
GitLab CI/CD + MLOps
Apple Foundation Integration
Master Reference Catalogs

Agent Standards & Interop

Open agent foundations / governance

Agentic AI Foundation (AAIF) https://aaif.io/
Linux Foundation AAIF announcement https://www.linuxfoundation.org/press/linux-foundation-announces-the-formation-of-the-agentic-ai-foundation

Tool/data connectivity standard

Model Context Protocol (MCP) home https://modelcontextprotocol.io/
MCP spec (example: 2025-11-25) https://modelcontextprotocol.io/specification/2025-11-25
Build an MCP server tutorial https://modelcontextprotocol.io/docs/develop/build-server
Anthropic MCP announcement https://www.anthropic.com/news/model-context-protocol

Agent-to-agent interoperability

A2A announcement https://developers.googleblog.com/en/a2a-a-new-era-of-agent-interoperability/
A2A official spec https://a2a-protocol.org/v0.3.0/specification/
A2A technical docs https://agent2agent.info/docs/
A2A GitHub https://github.com/a2aproject/A2A

Repo-level "instructions contract" for coding agents

AGENTS.md home https://agents.md/
AGENTS.md GitHub https://github.com/openai/agents.md
OpenAI guide: AGENTS.md https://developers.openai.com/codex/guides/agents-md/

Site-level "LLM index" convention

llms.txt https://llmstxt.org/
Reference implementation https://github.com/AnswerDotAI/llms-txt

OSSA / OpenStandardAgents (your ecosystem)

Coding Agents & DevEx

"Agents in the SDLC"

GitLab Duo Agent Platform https://docs.gitlab.com/user/duo_agent_platform/
GitLab "Get started" https://docs.gitlab.com/user/get_started/get_started_agent_platform/
GitLab Duo Agent Platform (about) https://about.gitlab.com/gitlab-duo/agent-platform/

Local/on-machine agents

Block Goose (GitHub) https://github.com/block/goose
Goose docs https://block.github.io/goose/
Goose architecture https://block.github.io/goose/docs/goose-architecture/

Repo hygiene for agents (recommended everywhere)

Add AGENTS.md at repo root (and optional subdirectories for overrides).
Add llms.txt (or equivalent) for documentation/indexing surfaces.
Treat "agent instructions" as policy: lint + validate in CI, require MR review, and version changes.

Agent Frameworks & Orchestration

Durable agent/workflow orchestration

LangGraph overview https://docs.langchain.com/oss/python/langgraph/overview
LangGraph workflows/agents patterns https://docs.langchain.com/oss/python/langgraph/workflows-agents

Agentic document workflows / indices

LlamaIndex https://www.llamaindex.ai/
LlamaIndex document agents tutorial https://www.llamaindex.ai/blog/automate-workflows-with-document-agents-a-complete-tutorial-to-building-context-aware-AI

Agent frameworks (common)

CrewAI https://github.com/crewAIInc/crewAI
Microsoft Semantic Kernel (Agents) https://learn.microsoft.com/en-us/semantic-kernel/frameworks/agent/
AutoGen https://github.com/microsoft/autogen
Haystack https://haystack.deepset.ai/

Modern agent SDKs

OpenAI Agents SDK (docs) https://platform.openai.com/docs/guides/agents-sdk
OpenAI Agents SDK (Python docs) https://openai.github.io/openai-agents-python/
OpenAI Agents SDK (GitHub) https://github.com/openai/openai-agents-python

Evaluation, Red-Teaming, Guardrails

Prompt + agent evaluation harnesses

promptfoo intro https://www.promptfoo.dev/docs/intro/
promptfoo config guide https://www.promptfoo.dev/docs/configuration/guide/
promptfoo assertions/metrics https://www.promptfoo.dev/docs/configuration/expected-outputs/

Observability-oriented eval stacks

Arize Phoenix https://docs.arize.com/phoenix/
Langfuse https://docs.langfuse.com/

Common OSS eval libs

RAGAS https://github.com/explodinggradients/ragas
DeepEval https://github.com/confident-ai/deepeval
TruLens https://github.com/truera/trulens
Giskard https://github.com/Giskard-AI/giskard

RAG, Vector DBs, Search

Vector DBs (OSS)

Qdrant https://qdrant.tech/documentation/
Milvus https://milvus.io/docs
Weaviate https://weaviate.io/developers/weaviate
pgvector https://github.com/pgvector/pgvector

Hybrid search / enterprise search

OpenSearch https://opensearch.org/docs/latest/
Elasticsearch https://www.elastic.co/guide/en/elasticsearch/reference/current/index.html
Vespa https://docs.vespa.ai/

RAG frameworks

LlamaIndex https://docs.llamaindex.ai/
LangChain https://python.langchain.com/docs/introduction/
LangGraph https://docs.langchain.com/oss/python/langgraph/overview

Document AI, Parsing, ETL

Apache Tika https://tika.apache.org/
Unstructured https://github.com/Unstructured-IO/unstructured
Docling https://github.com/DS4SD/docling
PyMuPDF https://pymupdf.readthedocs.io/
pdfplumber https://github.com/jsvine/pdfplumber

Inference Serving & Model Gateways

High-throughput serving

vLLM docs https://docs.vllm.ai/en/latest/
vLLM GitHub https://github.com/vllm-project/vllm
NVIDIA Triton https://github.com/triton-inference-server/server
TensorRT-LLM https://github.com/NVIDIA/TensorRT-LLM
Hugging Face TGI https://github.com/huggingface/text-generation-inference

Local inference / edge

llama.cpp https://github.com/ggerganov/llama.cpp
Ollama https://ollama.com/

Observability, Tracing, Cost

Langfuse https://docs.langfuse.com/
Helicone https://docs.helicone.ai/
OpenTelemetry https://opentelemetry.io/docs/
Arize Phoenix https://docs.arize.com/phoenix/
Jaeger https://www.jaegertracing.io/

Security, Compliance, Supply Chain

Baseline controls

Open Policy Agent https://www.openpolicyagent.org/docs/latest/
AWS IAM / KMS https://docs.aws.amazon.com/kms/
HashiCorp Vault https://developer.hashicorp.com/vault/docs
SLSA https://slsa.dev/
Sigstore (cosign) https://docs.sigstore.dev/cosign/overview/

LLM security references

OWASP Top 10 for LLM Applications https://owasp.org/www-project-top-10-for-large-language-model-applications/

Drupal 11 + AI Integration

Drupal core references

Drupal 11 API reference https://api.drupal.org/api/drupal/11.x
Drupal APIs docs https://www.drupal.org/docs/drupal-apis

AI modules (Drupal.org)

Core AI module https://www.drupal.org/project/ai
AI Agents https://www.drupal.org/project/ai_agents
MCP integration https://www.drupal.org/project/mcp
MCP client https://www.drupal.org/project/mcp_client
ECA workflows https://www.drupal.org/project/eca
Agent marketplace https://www.drupal.org/project/ai_agent_marketplace
Ollama provider https://www.drupal.org/project/ai_provider_ollama

Drupal Canvas

Canvas project https://project.pages.drupalcode.org/canvas/
Canvas code components https://project.pages.drupalcode.org/canvas/code-components/
Canvas AI assistant https://project.pages.drupalcode.org/canvas/ai-assistant/

GitLab CI/CD + MLOps

GitLab agent platform

GitLab Duo Agent Platform https://docs.gitlab.com/user/duo_agent_platform/
GitLab Duo Agent Platform flows https://docs.gitlab.com/user/duo_agent_platform/flows/
GitLab Duo Agent Platform triggers https://docs.gitlab.com/user/duo_agent_platform/triggers/

GitLab CI/CD

GitLab CI components examples https://docs.gitlab.com/ci/components/examples/
GitLab CI inputs https://docs.gitlab.com/ci/inputs/
GitLab CI workflow rules https://docs.gitlab.com/ci/yaml/workflow/
GitLab CI steps https://docs.gitlab.com/ci/steps/
GitLab setup tutorials https://docs.gitlab.com/tutorials/setup_steps/

GitLab ML features

GitLab ML support https://docs.gitlab.com/user/project/ml/
GitLab experiment tracking https://docs.gitlab.com/user/project/ml/experiment_tracking/
GitLab model registry https://docs.gitlab.com/user/project/ml/model_registry/

GitLab workflow

GitLab Flow https://about.gitlab.com/topics/version-control/what-is-gitlab-flow/
GitLab Flow best practices https://about.gitlab.com/topics/version-control/what-are-gitlab-flow-best-practices/
GitLab branch strategies https://docs.gitlab.com/user/project/repository/branches/strategies/
GitLab merge trains https://docs.gitlab.com/ci/pipelines/merge_trains/
GitLab merge requests https://docs.gitlab.com/user/project/merge_requests/

Experiment tracking / model registry

MLflow docs https://mlflow.org/docs/latest/index.html
MLflow GenAI https://www.mlflow.org/docs/latest/genai/
MLflow prompt registry https://www.mlflow.org/docs/latest/genai/prompt-version-mgmt/prompt-registry/

Apple Foundation Integration

Apple Foundation Models

Apple Foundation Models https://developer.apple.com/documentation/foundationmodels
Apple Machine Learning API https://developer.apple.com/machine-learning/api
Apple Intelligence Foundation Models (Tech Report) https://machinelearning.apple.com/papers/apple_intelligence_foundation_language_models_tech_report_2025.pdf
MLX Swift https://github.com/ml-explore/mlx-swift
Native Swift OpenAI client https://github.com/MacPaw/OpenAI

Apple APIs

Apple NLP APIs https://developer.apple.com/documentation/naturallanguage
On-device speech recognition https://developer.apple.com/documentation/speech
SwiftUI https://developer.apple.com/documentation/swiftui
Combine reactive framework https://developer.apple.com/documentation/combine
Network framework https://developer.apple.com/documentation/network

Master Reference Catalogs

Comprehensive MLOps Tools

Awesome MLOps https://github.com/kelvins/awesome-mlops
Ethical ML Production https://ethicalml.github.io/awesome-production-machine-learning/
Awesome MLOPS https://github.com/Pythondeveloper6/Awesome-MLOPS
500 AI Agents Projects https://github.com/ashishpatel26/500-AI-Agents-Projects

Claude Code Documentation

Core Features

Claude Code sub-agents https://docs.claude.com/en/docs/claude-code/sub-agents
Claude Code plugins https://docs.claude.com/en/docs/claude-code/plugins
Claude Code skills https://docs.claude.com/en/docs/claude-code/skills
Claude Code output styles https://docs.claude.com/en/docs/claude-code/output-styles
Claude Code hooks guide https://docs.claude.com/en/docs/claude-code/hooks-guide
Claude Code headless https://docs.claude.com/en/docs/claude-code/headless
Claude Code GitLab CI/CD https://docs.claude.com/en/docs/claude-code/gitlab-ci-cd
Claude Code MCP https://docs.claude.com/en/docs/claude-code/mcp

Setup & Configuration

Claude Code setup https://docs.claude.com/en/docs/claude-code/setup
Claude Code IAM https://docs.claude.com/en/docs/claude-code/iam
Claude Code security https://docs.claude.com/en/docs/claude-code/security
Claude Code data usage https://docs.claude.com/en/docs/claude-code/data-usage
Claude Code monitoring usage https://docs.claude.com/en/docs/claude-code/monitoring-usage
Claude Code costs https://docs.claude.com/en/docs/claude-code/costs
Claude Code analytics https://docs.claude.com/en/docs/claude-code/analytics

IDE Integration

Claude Code VS Code https://docs.claude.com/en/docs/claude-code/vs-code
Claude Code terminal config https://docs.claude.com/en/docs/claude-code/terminal-config
Claude Code model config https://docs.claude.com/en/docs/claude-code/model-config
Claude Code memory https://docs.claude.com/en/docs/claude-code/memory
Claude Code statusline https://docs.claude.com/en/docs/claude-code/statusline

CLI & Commands

Claude Code CLI reference https://docs.claude.com/en/docs/claude-code/cli-reference
Claude Code interactive mode https://docs.claude.com/en/docs/claude-code/interactive-mode
Claude Code slash commands https://docs.claude.com/en/docs/claude-code/slash-commands
Claude Code checkpointing https://docs.claude.com/en/docs/claude-code/checkpointing

Advanced

Claude Code SDK migration guide https://docs.claude.com/en/docs/claude-code/sdk/migration-guide
Claude Code on the web https://docs.claude.com/en/docs/claude-code/claude-code-on-the-web
Claude Code Google Vertex AI https://docs.claude.com/en/docs/claude-code/google-vertex-ai
Claude Code network config https://docs.claude.com/en/docs/claude-code/network-config
Claude Code LLM gateway https://docs.claude.com/en/docs/claude-code/llm-gateway
Claude Code devcontainer https://docs.claude.com/en/docs/claude-code/devcontainer
Claude Code sandboxing https://docs.claude.com/en/docs/claude-code/sandboxing

Cursor Documentation

Core Features

Cursor background agent API https://cursor.com/docs/background-agent/api/overview
Cursor background agent web and mobile https://cursor.com/docs/background-agent/web-and-mobile
Cursor memories https://cursor.com/docs/context/memories
Cursor rules https://cursor.com/docs/context/rules
Cursor agent chat summarization https://cursor.com/docs/agent/chat/summarization
Cursor agent chat duplicate https://cursor.com/docs/agent/chat/duplicate
Cursor agent commands https://cursor.com/docs/agent/commands
Cursor agent tools https://cursor.com/docs/agent/tools
Cursor agent review https://cursor.com/docs/agent/review
Cursor agent terminal https://cursor.com/docs/agent/terminal
Cursor agent browser https://cursor.com/docs/agent/browser
Cursor agent hooks https://cursor.com/docs/agent/hooks

Context & Indexing

Cursor inline edit overview https://cursor.com/docs/inline-edit/overview
Cursor inline edit terminal https://cursor.com/docs/inline-edit/terminal
Cursor codebase indexing https://cursor.com/docs/context/codebase-indexing
Cursor MCP https://cursor.com/docs/context/mcp
Cursor MCP directory https://cursor.com/docs/context/mcp/directory
Cursor MCP install links https://cursor.com/docs/context/mcp/install-links
Cursor symbols https://cursor.com/docs/context/symbols

API

Cursor API https://cursor.com/docs/api
Cursor teams admin API https://cursor.com/docs/account/teams/admin-api
Cursor teams analytics API https://cursor.com/docs/account/teams/analytics-api
Cursor cloud agent API endpoints https://cursor.com/docs/cloud-agent/api/endpoints
Cursor teams AI code tracking API https://cursor.com/docs/account/teams/ai-code-tracking-api

KAgent Ecosystem

KAgent main https://github.com/kagent-dev/kagent
KAgent docs https://kagent.dev/docs/kagent
KAgent KMCP https://kagent.dev/docs/kmcp
KAgent agents https://kagent.dev/agents
KAgent tools https://github.com/kagent-dev/tools
KAgent KMCP https://github.com/kagent-dev/kmcp
KAgent KHook https://github.com/kagent-dev/khook
KAgent A2A Go https://github.com/kagent-dev/a2a-go

MCP Server Ecosystem

MCP.so https://mcp.so/
MCP servers directory https://mcpservers.org/
GitLab MCP server https://github.com/zereight/mcp-gitlab
GitLab MCP on MCP.so https://mcp.so/server/mcp-gitlab-server/kopiloto?tab=content

Semantic Versioning

SemVer https://semver.org
Semantic Release https://github.com/semantic-release/semantic-release?tab=readme-ov-file
Semantic Release NPM https://github.com/semantic-release/npm#npm-provenance
Semantic Release shareable configs https://github.com/semantic-release/semantic-release/blob/master/docs/usage/shareable-configurations.md
Semantic Release workflow https://github.com/semantic-release/semantic-release/blob/master/docs/recipes/release-workflow/README.md#ci-configurations
NPM dist tag https://docs.npmjs.com/cli/v11/commands/npm-dist-tag