Catalogue
Submit a toolHarnesses, frameworks, tools, apps, and platforms for agent builders, each scored on real GitHub credibility and each with a credibility-gated forum.
37 tools · showing 1–24
ToolLlamaIndex
MemoryData Wrangling
run-llama
Open-source data framework for building LLM and agentic apps over your own data, with 300+ integrations
ragvector-db
PlatformElasticsearch
CodingMemoryMonitoring
elastic
Distributed search and vector database used as the retrieval backend for RAG and agentic search
vector-dbsearchhybrid-searchrag
ToolOpenViking
Memory
volcengine
Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.
ragcontext-databasevector-dbknowledge-base
PlatformQdrant
CodingMemory
qdrant
Open-source vector database and similarity-search engine with filtering, hybrid search and a managed cloud.
vector-dbhnswhybrid-searchsemantic-search
PlatformLanceDB
Memory
lancedb
Developer-friendly open-source embedded/serverless vector database for multimodal AI, built on the Lance columnar format for billion-scale retrieval.
vector-dbsemantic-searchmultimodalembedded-database
PlatformChroma
CodingMemory
chroma-core
Open-source embedding/search database for retrieval and agent memory, self-hosted or cloud
vector-dbsemantic-searchhybrid-searchrag
ToolWeKnora
MemoryCoding
Tencent
Self-hostable document-knowledge framework combining RAG Q&A, a ReAct reasoning agent, and auto-generated wikis
ragreact-agentknowledge-basevector-db
ToolDataChain
Data WranglingMemory
datachain-ai
A Python library that turns files in S3, GCS, and Azure into versioned, typed datasets, queryable at warehouse speed.
mlopsvector-dbdataset-versioningcloud
PlatformNeo4j
Memory
neo4j
Graph database used as agent memory and the store behind GraphRAG.
knowledge-graphgraphragvector-db
ToolPowerMem
Memory
oceanbase
Long-term agent memory with hybrid vector, full-text, and graph retrieval, LLM extraction, and time decay
long-term-memoryhybrid-retrievalvector-dbgraph-retrieval
ToolCognee
Memory
topoteretes
Open-source AI memory platform that builds a self-hosted knowledge graph to give agents persistent long-term memory
knowledge-graphragvector-dblocal-first
ToolClaude-Mem
Memory
thedotmack
Compresses Claude Code sessions into a local SQLite and Chroma memory store, queryable from other agents over MCP
sqlitevector-dbragcross-session
ToolHelixDB
Memory
HelixDB
HelixDB collapses Postgres + Qdrant + Neo4j into one Rust process on LMDB. Single access path: HelixQL queries, compiled
vector-dbknowledge-graphrag
ToolMemory Lancedb Pro
Memory
CortexReach
OpenClaw memory plugin with hybrid vector+BM25 retrieval, cross-encoder reranking, scope isolation, and a management CLI
lancedbvector-dbbm25rerank
ToolLEANN
Memory
yichuan-w
Stop storing embeddings, and still keep your recall. LEANN is a low‑storage vector index that recomputes embeddings on t
vector-dbraglocal-firstlow-storage
ToolMemPalace
Memory
mempalace
Local-first AI memory that stores conversations verbatim and retrieves them by semantic search over a structured, scoped index
vector-dbsemantic-searchlocal-firstcli
ToolTencentDB Agent Memory
Memory
TencentCloud
Local long-term memory for AI agents using a layered semantic pipeline and symbolic compression of tool logs
local-firstlong-term-memoryvector-dbrag
ToolLLM
InterfaceInference
simonw
CLI tool and Python library for running prompts, embeddings and tools against many local and remote LLMs, with responses logged to SQLite
clisqlitevector-dbplugin
ToolPixelRAG
MemoryResearch
StarTrail-org
The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/
screenshot-retrievalvision-language-modelmultimodal-retrievalvector-db
ToolExa
Research
exa-labs
Embeddings-based web Search, Contents, Answer and Agent APIs for retrieval inside agents; the separate Exa MCP server is already catalogued.
searchvector-dbrag
ToolIai Personal Memory Engine
MemoryCoding
CodeAbra
Independent Autistic Intelligence — a cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how yo
episodic-memorycontext-recallencryptionlocal-first
ToolScope Recall Hermes
Memory
410979729
Hermes Agent memory plugin/provider for scope-aware recall, SQLite truth, LanceDB semantic search, and hybrid retrieval.
ragsemantic-searchvector-dbsqlite
ToolVelesDB
MemoryInterface
cyberlife-coder
VelesDB is a local‑first AI data engine written in Rust that unifies vectors, full‑text and graph in a single file with a familiar SQL‑like
local-firstragvector-dbknowledge-graph
ToolHivemind
Memory
activeloopai
Agent memory is not a missing layer anymore. Mnemory, Engram, mem0, Supermemory, Letta, OpenContext and OpenClaw memory
ragshared-memorypostgresvector-db