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.
23 tools
PlatformQdrant
CodingMemory
qdrant
Open-source vector database and similarity-search engine with filtering, hybrid search and a managed cloud.
vector-dbhnswhybrid-searchsemantic-search
ToolSemantica
CodingMemory
semantica-agi
Open‑source framework for building semantic layers and context graphs for AI agents.
knowledge-graphgraphragprovenancesemantic-search
ToolCocoIndex
Memory
cocoindex-io
CocoIndex turns codebases, PDFs, Slack, inboxes, and videos into a continuously updated.
data-indexingincremental-processingetlknowledge-graph
FrameworkHaystack
Coding
deepset-ai
Open-source Python framework for building production LLM pipelines for RAG, search, and agents
ragsemantic-searchorchestrationdeepset
ToolLatitude
Monitoring
latitude-dev
Latitude traces your agent in production, finds the failures, and dispatches your coding agent to fix them.
observabilityissue-detectiontelemetryevaluation
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
PlatformOpenRAG
CodingMemory
langflow-ai
OpenRAG is a comprehensive, single package Retrieval-Augmented Generation platform built on Langflow, Docling, and Opensearch.
ragdocument-processingsemantic-searchlangflow
ToolMnemosyne
Memory
mnemosyne-oss
SQLite-based memory layer for AI agents with hybrid vector and full-text recall and a tiered BEAM architecture
local-firstsqlitehybrid-retrievalsemantic-search
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
ToolLEANN
Memory
StarTrail-org
Stop storing embeddings, and still keep your recall. LEANN is a low‑storage vector index that recomputes embeddings on t
vector-dbraglocal-firstlow-storage
PlatformSuperlinked Inference Engine (SIE)
InferenceDeploymentData Wrangling
superlinked
Self-hosted Kubernetes inference cluster serving LLMs, embeddings, rerankers, OCR and vision models with cluster-wide batching.
inference-serverkubernetesrerankingocr
ToolMemSearch
MemoryCoding
zilliztech
memsearch is not another claim that agents “need memory.” That layer is already crowded. The useful design choice is the
ragmilvushybrid-searchsemantic-search
ToolZotero MCP
MemoryData Wrangling
cookjohn
It's a plugin extension in Zotero. Zotero MCP Plugin enables integration between AI assistants and Zotero through MCP. Zotero MCP Plugin 是一
zoterocitation-managementliterature-reviewsemantic-search
ToolMoss
Memory
usemoss
Knowledge-retrieval service that injects semantic search results into an agent's LLM context.
ragsemantic-searchhybrid-searchlow-latency
ToolJustHireMe
ResearchMemory
vasu-devs
Local-first AI job intelligence workbench for scraping roles, ranking fit, and generating tailored application materials.
recruitingproductivityresume-tailoringsemantic-searchlocal-firstdesktop
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
ToolMemvid
Memory
memvid
Single-file memory layer giving AI agents retrieval and long-term memory without a vector database
ragsemantic-searchlocal-firstlightweight
ToolOmega Memory
CodingMemory
omega-memory
Persistent memory for AI coding agents
local-firstsemantic-searchcross-modelknowledge-graph
ToolInfigraph
CodingMemory
intuit
Ask a coding agent where something lives and it keyword-greps, so a function sharing one word with your query outranks t
astknowledge-graphsemantic-searchlocal-first
ToolMnemory
MemorySecurity
fpytloun
Mnemory is a self-hosted MCP server that turns agent memory into shared infrastructure. One command (uvx mnemory) runs i
local-firstvector-dbfact-extractionsemantic-search
ToolClaude Context
CodingMemory
zilliztech
MCP plugin indexing a codebase into a vector database for semantic search from AI coding agents
vector-dbmilvusbm25semantic-search
ToolAmnesia
Memory
maksika
Memory layer for AI assistants and agents that persists user, session and agent context and retrieves it with multi-signal semantic search
semantic-searchvector-dbraglong-term-memory