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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.v0.1 · early network
Capabilities/Data & Search/data.vector-search

Vector Search

Embeddings and similarity search.

378 records60 liveRefine in search →
pythia-lcsMCP serverMCP
by michaeljboscia
Unknown

Local code search and architectural memory MCP server for AI coding agents. Hybrid retrieval (vector + FTS + reranker) with Tree-sitter AST chunking. Runs entirely on your machine.

Vector SearchDatabases~64%
npm:pythia-lcs · local package7/wkpublished 5 mo ago
kiro-learnMCP serverMCP
by bpgeck
Unknown

Continuous learning for Kiro agent sessions on AWS. Passive tool-use capture, LLM extraction, and synchronous context injection — inspired by claude-mem, aligned with Bedrock AgentCore Memory.

Agent MemoryCloud PlatformsDatabasesVector Search
npm:kiro-learn · local package7/wkpublished 4 mo ago
@moltflow/skillsMCP serverMCP
by alexpekler
Unknown

MoltFlow — complete WhatsApp automation platform: bulk messaging, scheduled messages, scheduled reports, custom groups, lead detection & CRM, AI replies with style cloning, knowledge base (RAG), voice transcription, group monitoring, labels, anti-spam, co

CRM & SalesSMS & VoiceReporting & Dashboards~100%Vector SearchMarketing~68%
npm:@moltflow/skills · local package7/wkpublished 7 mo ago
codeforge-devMCP serverMCP
by anexileddev
Unknown

Complete development container that sets up Claude Code with modular devcontainer features, modern dev tools, and persistent configurations. Drop it into any project and get a production-ready AI development environment in minutes.

Vector Search
npm:codeforge-dev · local package4/wkpublished 6 mo ago
filebread-mcpMCP serverMCP
by angelorange
Unknown

Search your Notion, Slack, GitHub, and Google Drive from your AI agent. One command setup. Works with Claude Code, Cursor, and any MCP client.

Vector SearchVersion ControlNotes & DocsTeam ChatAgent Memory~64%
npm:filebread-mcp · local package3/wkpublished 4 mo ago
verifiable-memoryMCP serverMCP
by Mars-proj
Unknown

Memory for AI agents that can't hallucinate — cited or abstains, provable forget, deterministic.

Agent MemoryKnowledge GraphsVector Search
pypi:verifiable-memory-mcp · local packagepublished 3 mo ago
pdfmuxMCP serverMCP
by NameetP
Unknown

PDF-to-Markdown extraction that audits its own output and flags any extractor's silent drops.

Data Extraction~100%OCRVector SearchCI/CD & Deploy~68%CRM & Sales~68%
pypi:pdfmux · local packagepublished 1 mo ago
Neo — AI/ML EngineeringMCP serverMCP
by NeoAIResearch
Unknown

AI/ML engineering MCP server for Neo — submit tasks, track execution, and retrieve outputs.

Model AccessVector SearchImage Understanding~64%
pypi:neo-mcp · local packagepublished 1 mo ago
N3MemoryCore Lite (Working Memory)MCP serverMCP
by NeuralNexusNote
Unknown

Ephemeral 7-day hybrid vector+BM25 working memory, multilingual, backed by Redis Stack.

Vector SearchAgent Memory
pypi:n3memorycore-mcp-lite · local packagepublished 3 mo ago
Montycat MCP — Shared Memory for AI AgentsMCP serverMCP
by MontyGovernance
Unknown

Shared, persistent memory for AI agents, with semantic recall and live updates.

Vector SearchAgent Memory~100%Agent Orchestration~73%Databases~68%
oci:docker.io/montygovernance/montycat-mcp:1.1.0 · local packagepublished 3 d ago
MidOS - MCP Community LibraryMCP serverMCP
by MidOSresearch
Unknown

Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP

Vector Search~100%
https://midos.dev/mcppublished 6 mo ago
vector-memoryMCP serverMCP
by NeerajG03
Unknown

Semantic document memory using Redis vector store. Save and recall files with natural language.

Vector SearchAgent Memory~100%
pypi:mcp-server-vector-memory · local packagepublished 10 mo ago
karstMCP serverMCP
by Moin105
Unknown

Code context for AI dev tools: pack-scoped, cited code retrieval over MCP.

Code Review~100%Vector Search
pypi:karst · local packagepublished 2 mo ago
CompartmentMCP serverMCP
by MaxFreedomPollard
Unknown

Durable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud.

Vector SearchAgent MemoryDatabases~68%
pypi:compartment · local packagepublished 2 h ago
misakanetMCP serverMCP
by Ikalus1988
Unknown

Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions.

Vector Search
pypi:misakanet · local packagepublished 16 d ago
memographMCP serverMCP
by Indhar01
Unknown

Graph-based memory system for LLMs with knowledge graphs and semantic search.

Vector SearchAgent MemoryKnowledge GraphsDatabases~68%
pypi:memograph · local packagepublished 2 mo ago
KinocutMCP serverMCP
by KyaniteLabs
Unknown

Guardrailed video editing for AI agents: FFmpeg, captions, effects, Hyperframes, and receipts.

Writing & EditingVideo EditingSpeech RecognitionVideo Generation~68%Evaluation & Benchmarks~66%
pypi:kinocut · local packagepublished 6 d ago
loomMCP serverMCP
by KlossKarl
Unknown

Local-first personal knowledge base. Cited answers from your vault via vector + graph retrieval.

Vector SearchNotes & Docs
pypi:loom-pkm · local packagepublished 2 mo ago
IMAGIN.studio API DocsMCP serverMCP
by IMAGINstudio
Unknown

Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more.

Code DocumentationVector SearchDocumentation Lookup~67%
npm:@imagin.studio/api-docs-mcp · local packagepublished 2 mo ago
velociragMCP serverMCP
by HaseebKhalid1507
Unknown

Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.

Vector Search
pypi:velocirag · local packagepublished 5 mo ago
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Aliases

vector, embeddings, semantic search, pinecone, qdrant, weaviate, chroma, rag

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