Akb vs Shodh Memory

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

Akb logoAkbKnowledge & Memory · Remote HTTP/SSEOrganizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid semantic + BM25 search, Git-backed version history, multi-tenant ACL with public-share links. Works with Claude Code, Cursor, Windsurf via npx akb-mcp.63GoodAuth: api key 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 Akb for knowledge & memory work over a hosted endpoint; 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?

Akb logoChoose Akb when

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer a remote HTTP/SSE transport.
  • Its auth model fits you: API key required.
  • You want tools like akb_list_vaults, akb_put, akb_put_file.
Explore Akb

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.

SpecAkb logoAkbShodh Memory logoShodh Memory
CategoryKnowledge & MemoryKnowledge & Memory
Quality signal63/100 · Good69/100 · Great
Install commandConfirmedConfirmed
TransportRemote HTTP/SSELocal subprocess (stdio)
AuthAPI key requiredNo auth required
PricingFreeFree
Required env varsNone listedNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars163312
Directory activity 3 views 0 installs 0 upvotes 5 views 0 installs 0 upvotes
Tools1238

Tools & capabilities

Akb tools 12

  • akb_list_vaultsVault management
  • akb_putDocument CRUD (revision + indexing)
  • akb_put_fileFile attachments — proxy-side (requires local filesystem)
  • akb_put_imageValidated inline Markdown images — proxy-side in `akb-mcp` 2.2+
  • akb_create_tableTabular content — per-doc tables + SQL
  • akb_browseTree traversal (collection → docs)
  • akb_searchHybrid search (dense + BM25) / literal grep
  • akb_drill_downSection-level retrieval
  • akb_relationsKnowledge graph
  • akb_editIn-place edit, diff, revision history
  • akb_grantPermission boundaries — per-user, per-org, public
  • akb_publishPublic publication

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.

Akb

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "dnotitia-akb": {
      "url": "https://akb-demo.agent.seahorse.dnotitia.ai/mcp/"
    }
  }
}

Shodh Memory

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

Frequently asked questions

Akb is categorized under Knowledge & Memory and uses a remote HTTP/SSE transport. Shodh Memory belongs to Knowledge & Memory and uses a local stdio subprocess. Pick Akb 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.

Akb is listed as free. Auth: api key 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 dnotitia-akb and varun29ankus-shodh-memory as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Akb has a quality signal of 63/100 (Good) with 3 views, 0 installs and 163 GitHub stars. Shodh Memory has 69/100 (Great) with 5 views, 0 installs and 312 GitHub stars.