MCP Local Rag vs Shodh Memory

A side-by-side look at the MCP Local Rag and Shodh Memory MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

MCP Local Rag logoMCP Local RagKnowledge & Memory · Local subprocess (stdio)Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.69GreatAuth: no auth requiredShodh Memory logoShodh MemoryKnowledge & Memory · Local subprocess (stdio)Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single 15MB binary, runs offline on edge devices.69GreatAuth: no auth required

Verdict: choose MCP Local Rag for knowledge & memory work as a local process; choose Shodh Memory for knowledge & memory as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

MCP Local Rag logoChoose MCP Local Rag when

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
  • You have the keys it needs: BASE_DIR, BASE_DIRS, IGNORE_PATHS, DB_PATH, CACHE_DIR, HF_ENDPOINT.
  • You want tools like sync_start, sync_status, ingest_file.
Explore MCP Local Rag

Shodh Memory logoChoose Shodh Memory when

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
  • You want tools like remember, recall, recall_by_tags.
Explore Shodh Memory

Feature & specification comparison

Rows where the two servers differ are marked.

SpecMCP Local Rag logoMCP Local RagShodh Memory logoShodh Memory
CategoryKnowledge & MemoryKnowledge & Memory
Quality signal69/100 · Great69/100 · Great
Install commandConfirmedConfirmed
TransportLocal subprocess (stdio)Local subprocess (stdio)
AuthNo auth requiredNo auth required
PricingFreeFree
Required env varsBASE_DIRBASE_DIRSIGNORE_PATHSDB_PATHCACHE_DIRHF_ENDPOINTNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars416314
Directory activity 9 views 0 installs 0 upvotes 5 views 0 installs 0 upvotes
Tools938

Tools & capabilities

MCP Local Rag tools 9

  • sync_startReconcile the index with all configured roots or one path
  • sync_statusPoll a running sync job
  • ingest_fileIngest or replace one file
  • ingest_dataIngest text, Markdown, or HTML already held by the client
  • query_documentsSearch with semantic matching and keyword boost
  • read_chunk_neighborsRead surrounding chunks from a search result
  • list_filesShow supported files and their ingestion state
  • delete_fileDelete an indexed file or an `ingest_data` item
  • statusShow index and search status

Shodh Memory tools 38

  • rememberStore a memory for future recall. Use this to remember important information, decisions, user preferences, project context, or anything you want to recall later.
  • recallSearch memories AND todos using semantic similarity. Returns both relevant memories and matching todos. Use this to find past experiences, decisions, context, or pending work. Modes: 'semantic' (vector similarity), 'associative' (graph traversal), 'temporal' (time-based retrieval), 'hybrid' (combined), 'spatial' (geo-location based), 'mission' (mission context), 'action_outcome' (reward-based learning).
  • recall_by_tagsFind memories by tags. Returns memories matching ANY of the provided tags. Useful for finding memories by category (e.g., 'tool:Edit', 'file:src/main.rs', 'source:hook', 'error', 'session-summary').
  • context_summaryGet a condensed summary of recent learnings, decisions, and context. Use this at the start of a session to quickly understand what you've learned before.
  • list_memoriesList all stored memories
  • forgetDelete a specific memory by ID
  • memory_statsGet statistics about stored memories
  • verify_indexVerify vector index integrity - diagnose orphaned memories that are stored but not searchable. Returns health status and count of orphaned memories.
  • repair_indexRepair vector index by re-indexing orphaned memories. Use this when verify_index shows unhealthy status. Returns count of repaired memories.
  • backup_createCreate a backup of all memories. Returns backup metadata including ID, size, and checksum. Backups are stored locally and can be restored later.
  • backup_listList all available backups for this user. Returns backup history with IDs, timestamps, and sizes.
  • backup_verifyVerify backup integrity using SHA-256 checksum. Use to check if a backup is corrupted before restoring.
  • +26 more on the listing page

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

MCP Local Rag

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "shinpr-mcp-local-rag": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-local-rag"
      ],
      "env": {
        "BASE_DIR": "YOUR_BASE_DIR_HERE",
        "BASE_DIRS": "YOUR_BASE_DIRS_HERE",
        "IGNORE_PATHS": "YOUR_IGNORE_PATHS_HERE",
        "DB_PATH": "YOUR_DB_PATH_HERE",
        "CACHE_DIR": "YOUR_CACHE_DIR_HERE",
        "HF_ENDPOINT": "YOUR_HF_ENDPOINT_HERE"
      }
    }
  }
}

Shodh Memory

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "varun29ankus-shodh-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@shodh/memory-mcp"
      ]
    }
  }
}

Frequently asked questions

MCP Local Rag is categorized under Knowledge & Memory and uses a local stdio subprocess. Shodh Memory belongs to Knowledge & Memory and uses a local stdio subprocess. Pick MCP Local Rag for knowledge & memory work and Shodh Memory for knowledge & memory.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

MCP Local Rag is listed as free. Auth: no auth required. Shodh Memory is listed as free. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add shinpr-mcp-local-rag and varun29ankus-shodh-memory as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, MCP Local Rag has a quality signal of 69/100 (Great) with 9 views, 0 installs and 416 GitHub stars. Shodh Memory has 69/100 (Great) with 5 views, 0 installs and 314 GitHub stars.