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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.

399 records62 liveRefine in search →
MCP Memory GraphMCP serverMCP
by RetroRobAI
Unknown

Authority-weighted memory graph for AI agents with conflict detection and semantic search.

Vector Search~100%Agent MemoryKnowledge GraphsDatabases
pypi:mcp-memory-graph · local packagepublished 4 mo ago
LINZAMCP serverMCP
by Semiotronika
Unknown

Local-first MCP sidecar for Markdown artifacts, review intents, and supervised knowledge growth.

DatabasesVector Search~75%
pypi:linza-mcp · local packagepublished 24 d ago
Graph-MemMCP serverMCP
by Sathvik-1007
Unknown

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

Vector SearchAgent MemoryKnowledge GraphsDatabases
pypi:graphmem-mcp · local packagepublished 2 mo ago
context-vaultMCP serverMCP
by RajdeepDas43
Unknown

Governed memory for AI agents (Paramind AI): conflict-checked writes, time-travel reads, ACL, audit.

Agent Memory~100%Vector SearchSecrets Management~69%
pypi:context-vault-ai · local packagepublished 1 mo ago
recallMCP serverMCP
by RecallWorks
Unknown

Open-source MCP memory server. Persistent, searchable, tiered memory across sessions.

Vector SearchAgent MemoryE-commerce Operations~62%
pypi:ai-recallworks · local packagepublished 4 mo ago
docs-mcpMCP serverMCP
by Shreyas-Profile
Unknown

Vector RAG store for Word/Excel/PDF/PowerPoint. Break-even pricing, $5 per 5,700 pages.

Vector Search~75%Documentation Lookup~67%
https://docs.regiq.in/api/mcp
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
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GET /api/v1/search?capability=data.vector-search&status=live
Aliases

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

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