Research &amp; summarize

Answer Questions Using Your Own Data

3 Semantic Kernel samples for RAG using Azure OpenAI's On Your Data API, including function calling and vector search variants.

gpt 4o azure openai

91 9 days ago

Implement Retrieval-Augmented Generation

Semantic Kernel RAG skill demonstrates retrieval-augmented generation patterns using vector collections and self-critique techniques for Python AI applications.

91 9 days ago

Build Persistent Agents on Azure AI

Python SDK reference for building persistent Azure AI Foundry agents with function tools, hosted code/search/MCP tools, threads, and structured outputs.

gpt 4o azurebing

91 9 days ago

Optimize Agent Memory Retrieval

Covers agent memory architecture - semantic, episodic and procedural memory, vector store selection, chunking strategies, decay, and 7 sharp edges.

claude-code

91 17 days ago

Discover and Compare Autonomous AI Agents

Guides discovery and comparison of autonomous AI agents via the AgentFolio directory, so you research the landscape before building your own.

claude-code

79 last month

Transcribe Short Audio via Azure REST API

Python skill for transcribing short audio (up to 60s) via Azure Speech-to-Text's plain REST API, no SDK required.

azure

claude 3 5 haikuclaude 3 5 sonnet openailangchainclaude

Optimize LLM Context Window Management

Strategies for managing LLM context windows - summarization, trimming, routing, and token budgeting - to avoid context rot.

Index and Search Culture Documentation

Indexes and searches organizational culture documentation to retrieve team values, practices, and guidelines.

MCP Connectors

(32)

Access and Interpret arXiv Papers

MCP server that fetches arXiv papers' LaTeX source, not the PDF, so an LLM can read equations and notation accurately instead of misreading a PDF.

universal arxiv

universal claudeclaude-code

Access DBLP for Bibliographic Analysis

MCP server for DBLP - search academic publications with boolean or fuzzy matching, look up authors and venues, and export accurate BibTeX entries.

91 10 days ago

gemini 2 0 githubgoogle vertex ai

Ground Gemini Responses with Private Data

Google Vertex AI Search MCP Server grounds Gemini answers in your private Vertex AI data stores for document search.

Search and Analyze GitHub Repositories

Evidence-first code research across local workspaces, GitHub, and npm - AST search, LSP navigation, repo browsing, in one toolset.

universal github

claude githubcrossrefsemantic scholar

Generate and Format Academic Citations

A CLI and Python library that resolves DOIs, PMIDs, arXiv IDs, ISBNs, and GitHub URLs into clean BibTeX citations.

Search Academic Papers from arXiv

mcp-scholarly exposes one MCP tool, search-arxiv, so AI assistants can search arXiv for accurate academic articles.

universal arxiv

91 2 months ago

Query Public SearXNG Instances for Data

Search the web via public SearXNG instances - parses HTML into JSON with fallback servers, since most public instances lack JSON mode.

universal claudecursor

91 2 months ago

universal markdownsqlitepostgres

Build a Local Knowledge Graph from Markdown

Gives an AI persistent memory as local Markdown files, with a knowledge graph and semantic search.

91 21 days ago

Query Multiple AI Models for Diverse Insights

Multi-Model Advisor queries several local Ollama models on one question and combines their answers into an expert council.

universal ollama

See all 32 MCP Connectors →

Prompts

(2)

Research & summarize Prompt

Verify Claims Against Reference Context

Semantic Kernel prompt template that flags which entities in a list aren't supported by a given reference context.

universal

85 12 days ago

Research & summarize Prompt

Extract Entities from Text

A Semantic Kernel prompt template that extracts entities related to a specified topic from input text and returns both the entities and source text.

universal

82 last month

Prompt Chains

(52)

Embed Wikipedia Articles for Search

Prepare a Wikipedia article dataset for semantic search: collect, chunk, embed, and store as CSV.

gpt 4o openaiwikipedia

93 last month

Answer Questions with Contextual Data Retrieval

OpenAI cookbook comparing naive RAG, distance filtering, and HyDE for robust question answering with Chroma.

gpt 4o openaichroma

93 last month

Gather Olympic Games 2020 Data from Wikipedia

Collect and section 713 Wikipedia pages on the 2020 Olympics as context data for a confabulation-resistant Q&A model.

gpt 4o wikipedia

92 29 days ago

Integrate OpenAI MCP with Promptfoo Responses

A promptfoo example for evaluating OpenAI's MCP tool integration, including auth and approval workflows.

gpt 4ouniversal openai

92 27 days ago

claude 3 5 sonnet anthropic

Research and Summarize Web Content

A Promptfoo example demonstrating Anthropic's web search and web fetch tools with domain filtering and source citations.

claude 3 5 sonnet anthropicaws

Compare Claude Model Reasoning

Promptfoo example testing Claude's thinking feature, comparing reasoning quality between the Anthropic API and AWS Bedrock on logic puzzles.

claudeclaude 3 5 haiku githubamazon bedrock

Analyze and Summarize Model Performance

Nineteen promptfoo configs for AWS Bedrock - Claude, Nova, Llama, Converse with thinking/MCP, Knowledge Base RAG, and inference profiles.

92 active

claude 3 opusgpt 4o claude-3-opusgpt-4o

Evaluate Search Results with a Rubric

Verify LLM outputs against real-time web search results using promptfoo's search-rubric assertion.

Get Up-to-Date Answers with Citations

Promptfoo example testing Perplexity's search-augmented models: citations, structured output, filters, and reasoning.

gpt 4o perplexity

See all 52 Prompt Chains →

Tools

(30)

llama 3 screenpipewhispersqlite

Integrate Screenpipe for AI-powered Data Retrieval

LlamaIndex reader that loads screen capture OCR and audio transcription data from a local Screenpipe instance into queryable documents for RAG workflows.

85 8 days ago

llama 3 pytorchllama index

Process PDFs with Advanced Layout Preservation

LlamaIndex reader that preserves complex PDF layouts, tables, and multi-column structure.

84 8 days ago

Load Stripe Documentation for AI Analysis

Crawl and index Stripe's documentation site into LlamaIndex for Q&A over Stripe docs.

llama 3 stripe

83 8 days ago

Search and Summarize Web Content with Exa

Search the web and retrieve highlighted content for LLM agents via the Exa search API.

llama 3 exaopenai

82 8 days ago

Search Web for Real-time AI Reasoning

Seltz Web Knowledge Tool delivers context-engineered, real-time web data optimized for LLMs, AI agents, and RAG pipelines through a LlamaIndex integration.

gpt 4ollama 3 openai

82 8 days ago

gpt 4ogpt 3 5 semanticscholaropenaillama index

Ingest and Query Semantic Scholar Research Papers

Load scholarly papers from a Semantic Scholar search into LlamaIndex, with citation support.

82 8 days ago

gpt 4ollama 3 llama indexlangchain

Fetch and Analyze Earning Call Transcripts

Load US earnings call transcripts by ticker, year, and quarter into LlamaIndex.

81 8 days ago

llama 3 llama indexllmsherpa

Load and Chunk PDFs for LLM Analysis

Smart PDF Loader is a fast PDF reader for LlamaIndex that parses layout structure (sections, lists, tables) and chunks content optimally for LLM retrieval.

80 8 days ago