MADB — Agent Memory Database
Rank #44,831io.github.spshkar84/madb-memory
Durable causal memory for AI agents — semantic recall, causal lineage, and skills. Local-first.
What you can do with MADB — Agent Memory Database
MADB — Agent Memory Database is a Model Context Protocol (MCP) server published by spshkar84. It ranks #44,831 of 151,203 active servers on MCP Toplist. MADB — Agent Memory Database is listed across 3 registries — Official MCP, PulseMCP and Glama, with 5 tracked versions. It was first listed on Apr 19, 2026 and most recently updated on Jul 7, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What MADB — Agent Memory Database can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using MADB — Agent Memory Database
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 23, 2026. Not independently verified by MCP Toplist.
- MADB_DATA_DIR · optional
- MADB_TENANT_ID · optional
- MADB_TELEMETRY · optional
Connect MADB — Agent Memory Database and confirm it works
claude mcp add madb-memory -e "MADB_DATA_DIR=<your MADB_DATA_DIR>" -e "MADB_TENANT_ID=<your MADB_TENANT_ID>" -e "MADB_TELEMETRY=<your MADB_TELEMETRY>" -- uvx madb-mcp-serverReplace each placeholder with your own value before saving.
[mcp_servers.madb-memory]
command = "uvx"
args = ["madb-mcp-server"]
[mcp_servers.madb-memory.env]
MADB_DATA_DIR = "<your MADB_DATA_DIR>"
MADB_TENANT_ID = "<your MADB_TENANT_ID>"
MADB_TELEMETRY = "<your MADB_TELEMETRY>"Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"madb-memory": {
"command": "uvx",
"args": [
"madb-mcp-server"
],
"env": {
"MADB_DATA_DIR": "<your MADB_DATA_DIR>",
"MADB_TENANT_ID": "<your MADB_TENANT_ID>",
"MADB_TELEMETRY": "<your MADB_TELEMETRY>"
}
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.
{
"mcpServers": {
"madb-memory": {
"command": "uvx",
"args": [
"madb-mcp-server"
],
"env": {
"MADB_DATA_DIR": "<your MADB_DATA_DIR>",
"MADB_TENANT_ID": "<your MADB_TENANT_ID>",
"MADB_TELEMETRY": "<your MADB_TELEMETRY>"
}
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.
{
"servers": {
"madb-memory": {
"type": "stdio",
"command": "uvx",
"args": [
"madb-mcp-server"
],
"env": {
"MADB_DATA_DIR": "<your MADB_DATA_DIR>",
"MADB_TENANT_ID": "<your MADB_TENANT_ID>",
"MADB_TELEMETRY": "<your MADB_TELEMETRY>"
}
}
}
}Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"madb-memory": {
"command": "uvx",
"args": [
"madb-mcp-server"
],
"env": {
"MADB_DATA_DIR": "<your MADB_DATA_DIR>",
"MADB_TENANT_ID": "<your MADB_TENANT_ID>",
"MADB_TELEMETRY": "<your MADB_TELEMETRY>"
}
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"madb-memory": {
"command": "uvx",
"args": [
"madb-mcp-server"
],
"env": {
"MADB_DATA_DIR": "<your MADB_DATA_DIR>",
"MADB_TENANT_ID": "<your MADB_TENANT_ID>",
"MADB_TELEMETRY": "<your MADB_TELEMETRY>"
}
}
}
}Replace each placeholder with your own value before saving.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Apr 19, 2026
- Latest version published
- Jul 7, 2026
- Version history
- 5 versions tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 23, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 23, 2026
- Official MCP ↗listed since Apr 25, 2026 · still listed
- PulseMCP ↗listed since Jun 25, 2026 · still listed
- Glama ↗listed since Jul 30, 2026 · still listed
Do you maintain MADB — Agent Memory Database? to correct or enrich this profile.
Available versions (5)
| Version | Published |
|---|---|
| 0.2.10 | Jul 7, 2026 |
| 0.2.6 | Jun 22, 2026 |
| 0.2.3 | Apr 20, 2026 |
| 0.2.2 | Apr 20, 2026 |
| 0.1.2 | Apr 19, 2026 |
Ranks ahead of 106,372 of 151,203 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/io.github.spshkar84%2Fmadb-memory)<a href="https://mcptoplist.com/server/io.github.spshkar84%2Fmadb-memory"><img src="https://mcptoplist.com/badge/io.github.spshkar84%2Fmadb-memory.svg" alt="MCP Toplist: Top 50% of 151,203" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains MADB — Agent Memory Database?
- MADB — Agent Memory Database is maintained by spshkar84, which publishes 1 MCP server (5 total versions) tracked on MCP Toplist.
- Is MADB — Agent Memory Database listed on the Official MCP Registry?
- Yes — MADB — Agent Memory Database is listed on the Official MCP Registry, alongside PulseMCP and Glama.
- How many versions does MADB — Agent Memory Database have?
- MCP Toplist tracks 5 versions of MADB — Agent Memory Database, most recently published on Jul 7, 2026.
- Where can I find the source code for MADB — Agent Memory Database?
- The source code for MADB — Agent Memory Database is hosted at github.com/spshkar84/meta-agents-db.
Do you run this server?
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