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Yantrikdb Mcp

yantrikos/yantrikdb-mcp

Gives Claude persistent memory across sessions using semantic search, knowledge graphs, and contradiction detection. Ships 16 tools including remember, recall, forget, and correct, plus specialized operations for temporal queries, procedural learning, and personality tracking. Runs three ways: embedded SQLite for single users, stateless client against a YantrikDB HTTP cluster for shared setups, or as an SSE server. Stores everything locally by default at ~/.yantrikdb/memory.db with no telemetry. The benchmarks are worth reading: at 5,000 memories it uses 53 tokens per query versus 101,739 for file-based approaches, and precision improves as the dataset grows. Reach for this when you need Claude to remember decisions, detect conflicting facts, or build up domain knowledge without stuffing context windows.

GitHub stars
24
tools
20
transport
STDIO
env vars
2
last updated
Sep 14, 2026

Tools

20 tools

Public tool metadata for what this MCP can expose to an agent.

rememberStore memories — decisions, preferences, facts, corrections

Store memories — decisions, preferences, facts, corrections

No parameter schema in public metadata yet.

recallSemantic search, refinement, and retrieval feedback

Semantic search, refinement, and retrieval feedback

No parameter schema in public metadata yet.

forgetTombstone memories

Tombstone memories

No parameter schema in public metadata yet.

correctFix incorrect memory (preserves history)

Fix incorrect memory (preserves history)

No parameter schema in public metadata yet.

thinkConsolidation + conflict detection + pattern mining

Consolidation + conflict detection + pattern mining

No parameter schema in public metadata yet.

memoryManage individual memories + keyword search

Manage individual memories + keyword search

No parameter schema in public metadata yet.

graphKnowledge graph operations

Knowledge graph operations

No parameter schema in public metadata yet.

conflictHandle contradictions and teach substitution patterns

Handle contradictions and teach substitution patterns

No parameter schema in public metadata yet.

triggerProactive insights and warnings

Proactive insights and warnings

No parameter schema in public metadata yet.

sessionSession lifecycle management

Session lifecycle management

No parameter schema in public metadata yet.

temporalTime-based memory queries

Time-based memory queries

No parameter schema in public metadata yet.

procedureProcedural memory — learn and reuse strategies

Procedural memory — learn and reuse strategies

No parameter schema in public metadata yet.

categorySubstitution categories for conflict detection

Substitution categories for conflict detection

No parameter schema in public metadata yet.

personalityAI personality traits from memory patterns

AI personality traits from memory patterns

No parameter schema in public metadata yet.

skillSubstrate-native agent skill catalog (writes off by default — see Skill substrate)

Substrate-native agent skill catalog (writes off by default — see Skill substrate)

No parameter schema in public metadata yet.

gapsSurface frequently-asked, poorly-answered queries (substrate's known unknowns)

Surface frequently-asked, poorly-answered queries (substrate's known unknowns)

No parameter schema in public metadata yet.

conversationBounded encrypted ring buffer for verbatim conversation turns, namespace-isolated

Bounded encrypted ring buffer for verbatim conversation turns, namespace-isolated

No parameter schema in public metadata yet.

taskSubstrate-backed task / chore store; survives sessions, surfaces in session(action="digest")

Substrate-backed task / chore store; survives sessions, surfaces in session(action="digest")

No parameter schema in public metadata yet.

packSigned, portable memory bundles: inspect a sealed corpus before trusting it, install/mount it read-alongside your own memories (down-weighted vs local), manage publisher trust. Write actions operator-gated (YANTRIKDB_ENABLE_PACK_WRITES=1)

Signed, portable memory bundles: inspect a sealed corpus before trusting it, install/mount it read-alongside your own memories (down-weighted vs local), manage publisher trust. Write actions operator-gated (YANTRIKDB_ENABLE_PACK_WRITES=1)

No parameter schema in public metadata yet.

atlasExport this store's Memory Atlas (every memory, entity links, claims, revision history, tasks) as a static page and serve it on localhost; read-only, embedded mode only

Export this store's Memory Atlas (every memory, entity links, claims, revision history, tasks) as a static page and serve it on localhost; read-only, embedded mode only

No parameter schema in public metadata yet.

Sponsors

Configuration

YANTRIKDB_DB_PATH

Database file path (default: ~/.yantrikdb/memory.db)

YANTRIKDB_TOOL_PROFILE

Advertised tool set: full (all 20) or core (10 golden-path)

Readme

YantrikDB MCP Server

YantrikDB — Cognitive memory for AI agents. Persistent semantic recall, knowledge graph, contradiction detection, and procedural learning. Ships as embeddable engine, network database, or MCP server.

Works with Claude Code, Cursor, Windsurf, Hermes Agent, Prime Agent, and any MCP-compatible client. Ships a portable Agent Skills skill — skills/persistent-memory — that teaches any compliant harness the memory golden path.

PyPI PyPI downloads Python License: MIT


View the full README on GitHub

Details

Repository
github.com/yantrikos/yantrikdb-mcp
Categories
AI & LLM Tools, Documents & Knowledge
Package
yantrikdb-mcp
Transport
STDIO
Registry
MCP registry, active

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