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 toolsPublic 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
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Agent CaffeineSponsoredClose your lid, come back to finished workSnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthlyWaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthlyknobsSponsoredSee your site on any phone, any day, in any languageConfiguration
SLASHML_API_KEY*secretYour SlashML API key (sml_live_...) from https://app.slashml.ai
SLASHML_USER_IDOptional 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 onUserPromptSubmitand check tool calls against active rules onPreToolUse,PostToolUse, andStop.
Configuration
Install directly in Claude Code:
/plugin install slashml-memory --marketplace slashml-ai/ml-memory
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
