Memoria — Deterministic AI Memory & Code Intelligence MCP
io.github.kolivritechPublished by GitHub account kolivritechv1.0.0Updated Nov 14, 2026
Deterministic memory & code intelligence MCP for 15 IDEs (100% LongMemEval in 12.9ms, 0 LLM tokens).
The publisher's own server: Memory.fit
Overview
Remote MCP server giving AI coding agents deterministic long-term memory plus code intelligence tools, with no LLM tokens spent on recall.
- What you can do
- Store, batch-encode, recall, consolidate and forget memories, and build context from them
- Search and explain code, find references and files, explain diffs and errors, and navigate code hierarchy
- Hand off architectural context between specialist agent wings such as architect, reviewer, qa, security and ops
- Read memory rules, recent memories and stats as MCP resources
- Report health and usage statistics
- When to use it
- Useful when you want a coding assistant to keep durable, deterministic memory across sessions and projects, or to add code search, reference lookup and diff/error explanation alongside that memory.
- Requirements
- A remote streamable HTTP endpoint with OAuth authentication; a Memoria API key is needed, obtained from the provider's portal (a free tier of 1,000 calls is advertised). The README's installers and client configuration pass the key as a bearer token.
Installation
In SourceWeft
- Open Memoria — Deterministic AI Memory & Code Intelligence MCP in the dashboard and add it to a workspace.
- Connect the required credentials. They are stored privately and never shown on public pages.
- Enable the server for the chats that should use its tools.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Use with an agent
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/io.github.kolivritech%2Fmemoria-mcp/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.Other MCP clients
Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.
{
"mcpServers": {
"memoria-deterministic-ai-memory-code-int": {
"type": "http",
"url": "https://memoria.kolivri.com/v1/mcp"
}
}
}README
Memoria MCP (io.github.kolivritech/memoria-mcp)
[Glama MCP Server] [Memoria Cloud] [LongMemEval] [Latency]
Stop trusting probabilistic guesses. Give your AI coding agents deterministic long-term memory.
Memoria is a deterministic long-term memory and code intelligence MCP server for 15 AI coding clients: Claude Code, OpenCode, Cursor, Windsurf, VS Code (GitHub Copilot), Codex CLI, Gemini CLI, Zed, Cline, Roo Code, Kilo Code, Continue, Goose, Amp, and Claude Desktop.
- Portal & Free API Key (1,000 free calls/memories): https://memoria.kolivri.com/register
- Documentation & API Reference: https://memoria.kolivri.com/docs
- Competitor Comparisons (vs. Mem0, Zep, Letta, Cognee, Supermemory, Graphify): https://memoria.kolivri.com/alternatives
Verified Benchmarks
30-Second Installation (All 15 AI Coding Clients)
- Get your free API key (
1,000free API calls & memories) at https://memoria.kolivri.com/register. - Run the 1-line installer for macOS / Linux / WSL:
Or on Windows PowerShell:
Or add directly to Claude Code:
What Gets Configured Automatically
- 30 Deterministic MCP Tools:
encode_memory,batch_encode,recall_memories,build_context,forget_memory,delete_by_context,consolidate,feedback,health,stats,search_code,explain_code,find_references,find_file,explain_diff,explain_error,navigate,get_hierarchy,list_agent_wings,handoff_to_agent, and more. - 3 MCP Resources:
memory://rules,memory://recent,memory://stats. - 8 Automatic Session Hooks:
SessionStart,UserPromptSubmit,PostToolUse(Write,Edit,Read,TaskCreate,TaskCompleted),PreCompact,PostCompact, andStop. - Multi-Agent Specialist Wings: Isolate and hand off architectural context across
architect,reviewer,qa,security, andopswings.
License
MIT © Kolivri Ltd
Source: README.md at commit da3c9b0
Tools
0Version history
1- v1.0.0LatestNov 14, 2026
Score
75% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 daysRequired25 pts
- Auth declaredRequired10 pts
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts
Declare a license in the repository or the registry entry.
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