Public catalog
Browse tools
21 shown. Search ranks against problem language; browsing defaults to stronger public signals.
open-webui
self-host ChatGPT-like UI over local models
Verified 2026-08-10 · 27,370 stars
chroma
local vector database for RAG embeddings
Verified 2026-08-10 · 13,712 stars
llama-index
RAG index from documents
Verified 2026-08-10 · 11,904 stars
last30days-skill
skill to pull last 30 days of signals for research
Verified 2026-08-10 · 5,216 stars
mem0
remember conversations across agent sessions
Verified 2026-08-10 · 4,374 stars
Zep
agent needs long-term memory across sessions
Verified 2026-08-10 · 2,203 stars
letta
long-term agent memory with stateful persona
Verified 2026-08-10 · 1,441 stars
openwiki
use openwiki for agent memory
Verified 2026-08-10 · 42 stars
GAM (General Agentic Memory)
An agent's long-horizon trajectory of reasoning steps and tool invocation logs overflows the context window and must be compressed into structured, queryable memory
Verified 2026-08-10
Graphiti
temporal knowledge graphs for agent memory
Verified 2026-08-10
Hermes Agent
skill-based agent runtime with tool inventory
Verified 2026-08-10
Hindsight
Your agent forgets user facts and prior decisions between sessions and you need durable per-user memory with metadata isolation
Verified 2026-08-10
Hyperresearch
You need a deep research report with verified citations and full source provenance, not a one-shot LLM summary that may hallucinate quotes
Verified 2026-08-10
kubernetes-mcp-server
let an agent inspect Kubernetes resources through MCP
Verified 2026-08-10
mcp-server-excel
automate Excel workbook edits and formulas through MCP
Verified 2026-08-10
mcp-youtube-transcript
give an MCP client timestamped YouTube transcript text
Verified 2026-08-10
Open Notebook
open-source notebook LM style research notes
Verified 2026-08-10
open-science
use open-science for rag retrieval
Verified 2026-08-10
OpenFang
run an open source assistant runtime with tools, memory, workspaces, and multiple providers
Verified 2026-08-10
Qdrant MCP Server
Your agent forgets decisions, snippets, and notes between sessions and you want it to store and semantically retrieve them via MCP tools
Verified 2026-08-10
RuVector
A coding or task agent forgets decisions and outcomes between sessions and you want file-backed semantic memory it can write to and recall from later processes
Verified 2026-08-10