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SlashML (/ml) Persistent Agent Memory & Code Localization

slashml-ai/ml-memory

Persistent conversational memory, behavioral code search, and bug localization for AI agents.

tools
7
auth
Secret needed
transport
STDIO
env vars
2
last updated
Nov 8, 2026

Tools

7 tools

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

search_memoriesStore and retrieve architectural decisions, user preferences, and standing project rules across sessions.

Store and retrieve architectural decisions, user preferences, and standing project rules across sessions.

No parameter schema in public metadata yet.

add_memoryStore and retrieve architectural decisions, user preferences, and standing project rules across sessions.

Store and retrieve architectural decisions, user preferences, and standing project rules across sessions.

No parameter schema in public metadata yet.

get_memoriesStore and retrieve architectural decisions, user preferences, and standing project rules across sessions.

Store and retrieve architectural decisions, user preferences, and standing project rules across sessions.

No parameter schema in public metadata yet.

forget_memoryStore and retrieve architectural decisions, user preferences, and standing project rules across sessions.

Store and retrieve architectural decisions, user preferences, and standing project rules across sessions.

No parameter schema in public metadata yet.

search_code_by_behaviorLocate functions, classes, and modules by runtime or architectural behavior.

Locate functions, classes, and modules by runtime or architectural behavior.

No parameter schema in public metadata yet.

index_repositoryLocate functions, classes, and modules by runtime or architectural behavior.

Locate functions, classes, and modules by runtime or architectural behavior.

No parameter schema in public metadata yet.

find_bug_candidatesRank candidate functions and files most likely responsible for a symptom or stack trace.

Rank candidate functions and files most likely responsible for a symptom or stack trace.

No parameter schema in public metadata yet.

Sponsors

Configuration

SLASHML_API_KEY*secret

Your SlashML API key (sml_live_...) from https://app.slashml.ai

SLASHML_USER_ID

Optional default user or workspace namespace

Readme

SlashML Memory (slashml-memory)

Official SlashML (/ ml) plugin, skill, and MCP server for sub-millisecond persistent memory, ambient lifecycle hooks, behavioral code search, and bug localization.


Overview

SlashML provides persistent conversational memory, repository symbol recall, and automatic rule enforcement for AI coding agents:

  • Persistent Memory (search_memories, add_memory, get_memories, forget_memory): Store and retrieve architectural decisions, user preferences, and standing project rules across sessions.
  • Behavioral Code Search (search_code_by_behavior, index_repository): Locate functions, classes, and modules by runtime or architectural behavior.
  • Bug Localization (find_bug_candidates): Rank candidate functions and files most likely responsible for a symptom or stack trace.
  • Ambient Lifecycle Hooks (hooks/hooks.json): Automatically assimilate new standing instructions on UserPromptSubmit and check tool calls against active rules on PreToolUse, PostToolUse, and Stop.

Configuration

Install directly in Claude Code:

/plugin install slashml-memory --marketplace slashml-ai/ml-memory

View the full README on GitHub

Details

Repository
github.com/slashml-ai/ml-memory
Website
slashml.ai
Categories
AI & LLM Tools, Search & Web Crawling
Package
@slashml/mcp
Transport
STDIO
Auth
Required
Registry
MCP registry, active

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