AgentIndex icon
AgentIndex
sample-okf-llm-wiki logo
sample-okf-llm-wiki
★ 33
vs
okf-agent-memory logo
okf-agent-memory
★ 827

sample-okf-llm-wiki vs okf-agent-memory

sample-okf-llm-wiki: Data Wiki converts AWS data sources like Glue Data Catalog and Redshift into portable, AI-authored knowledge bundles, making complex data semantics accessible to AI agents. It uses LLMs to generate markdown documentation for datasets, including tables, joins, and metrics, and serves these via the Model Context Protocol (MCP).; okf-agent-memory: OKF Agent Memory provides a domain-neutral, Git-native persistent project memory for AI agents, leveraging the Dual-Memory Agent Architecture to prevent context bloat and memory rot. It uses an ultra-compact behavioral codex and a queryable OKF v0.2 knowledge bundle, with blazing-fast, zero-cost local retrieval.

01

TL;DR

sample-okf-llm-wiki logo
sample-okf-llm-wikiRAG / Knowledge Base · ★ 33

Enabling AI agents to understand complex AWS data semantics.

Read sample-okf-llm-wiki full review →
okf-agent-memory logo
okf-agent-memoryMemory & Context · ★ 827

Software Engineering: Managing architecture decisions, code references, and operational constraints.

Read okf-agent-memory full review →
02

Side-by-Side Comparison

Field
sample-okf-llm-wiki logosample-okf-llm-wiki
okf-agent-memory logookf-agent-memory
Category
RAG / Knowledge Base
Memory & Context
Stars
★ 33
★ 827
License
MIT-0
MIT
Install Command
git clone https://github.com/okf/sample-okf-llm-wiki.git && cd sample-okf-llm-wiki && ./scripts/deploy.sh
git clone https://github.com/okf-memory/okf-agent-memory.git && cd okf-agent-memory && make build
Updated
2d ago
2d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
AWS, LLM, RAG
AI Agents, Persistent Memory, Knowledge Base
03

Features

sample-okf-llm-wiki logosample-okf-llm-wiki
01Automated Induction: AI agents author knowledge bundles from source catalogs.
02Pluggable Data Sources: Supports AWS Glue and Amazon Redshift, with extensible architecture.
03Self-Healing Freshness: Automatically re-harvests on Glue catalog changes and keeps search index in sync.
04Served Over MCP: Enables agents to discover, read, and semantically search bundles via the Model Context Protocol.
05Web Console: Provides a React UI for managing datasets, harvests, and browsing bundles.
okf-agent-memory logookf-agent-memory
01Dual-Memory Cognitive Architecture (DMAA) to eliminate prompt bloat.
02Blazing fast performance with in-memory BM25 search (<300µs) and graph validation (~4ms).
03100% Git-native, zero vendor lock-in, and zero API costs for memory retrieval.
04Built on Google's Open Knowledge Format (OKF) v0.2 for standardized agent knowledge.
05Solves context bloat and memory rot through progressive disclosure and Search-Before-Write principle.
04

Use Cases

sample-okf-llm-wiki logosample-okf-llm-wiki
↳Enabling AI agents to understand complex AWS data semantics.
↳Automated generation and synchronization of data documentation.
↳Providing semantic search and QA capabilities over enterprise data.
↳Integrating structured data knowledge into LLM applications via MCP.
↳Benchmarking and improving text-to-SQL agent accuracy.
okf-agent-memory logookf-agent-memory
↳Software Engineering: Managing architecture decisions, code references, and operational constraints.
↳Scientific Research & Literature Reviews: Organizing and querying research findings and insights.
↳Coaching & Operations: Storing client session history, ethical guidelines, and runbooks.
↳Multi-Agent Collaboration: Providing a shared, auditable knowledge base for autonomous agents.
05

Best For

sample-okf-llm-wiki logosample-okf-llm-wiki
—
okf-agent-memory logookf-agent-memory
Hidden Gem
FAQ

FAQ

What is the difference between sample-okf-llm-wiki and okf-agent-memory?
Both sample-okf-llm-wiki and okf-agent-memory are in the RAG / Knowledge Base category. sample-okf-llm-wiki has 33 stars, while okf-agent-memory has 827 stars.
Which is better, sample-okf-llm-wiki or okf-agent-memory?
The best choice depends on your use case. Choose sample-okf-llm-wiki if Enabling AI agents to understand complex AWS data semantics., and okf-agent-memory if Software Engineering: Managing architecture decisions, code references, and operational constraints..
Is sample-okf-llm-wiki free or open source?
Yes, sample-okf-llm-wiki is open source on GitHub (MIT-0).
Is okf-agent-memory free or open source?
Yes, okf-agent-memory is open source on GitHub (MIT).
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