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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.

1.7k records1238 liveRefine in search →
ContextBridgeMCP serverMCP
by ThunderEagle
Unknown

MCP memory server for AI coding assistants. Windows Service, ONNX embeddings, SQLite vector search.

Vector Search~83%
no endpoint declared
tokenmizerMCP serverMCP
by Shweta-Mishra-ai
Unknown

Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats.

Agent MemoryKnowledge GraphsVector Search
pypi:tokenmizer · local packagepublished 26 d ago
rmbrMCP serverMCP
by SRock44
Unknown

Embedded, local-first memory and retrieval for AI agents. One SQLite file, no server, no API key.

Agent MemoryVector Search
pypi:rmbr · local packagepublished 1 mo ago
Qiskit Code Assistant MCP ServerMCP serverMCP
by Qiskit
Unknown

MCP server for the Qiskit Code Assistant intelligent code completion

Code DocumentationVector Search
pypi:qiskit-code-assistant-mcp-server · local packagepublished 5 mo ago
PyreCrawlMCP serverMCP
by SanggonBoy
Unknown

One tool for AI agents to scrape, crawl, extract, map, and search the web. Self-hosted, no API keys.

Web ScrapingVector Search
pypi:pyrecrawl · local packagepublished 4 d ago
NouzMCP serverMCP
by Semiotronika
Unknown

Semantic knowledge engine for Obsidian with auto-classification and DAG hierarchy

Vector SearchNotes & DocsKnowledge Graphs
pypi:nouz-mcp · local packagepublished 5 d ago
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 26 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
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
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
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 3 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 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 3 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 8 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
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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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