mengram

Enrichment pending

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

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Python Apache-2.0Created Feb 10, 2026

Trust & integrity

Full report

Maintenance: Active (24d since push); As of today · Source: github_public_v1
Provenance: Not a fork · Personal account; As of today · Source: github_public_v1
Security (OSV): 23 low (23 low); As of today · Source: osv@v1

Public GitHub metadata and optional OSV dependency scans. Signals, not a guarantee. Trust methodology.

Overview

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

Capability facts

Deploy: Self-host
Source: dockerfile:docker-compose.yml · Jul 11, 2026
Docker: Dockerfile present
Source: dockerfile:docker-compose.yml · Jul 11, 2026
CLI: CLI entrypoint
Source: pyproject.toml:[project.scripts] · Jul 11, 2026
Languages: python
Source: github.language+pyproject.toml · Jul 11, 2026

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Works with Claude DesktopClaude Desktop

Source: README excerpt (regex_v1, Jul 11, 2026)

Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our [setup guide](ht

Source link

Works with CursorCursor

Source: README excerpt (regex_v1, Jul 11, 2026)

Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our [setup guide](https://me

Source link

Works with WindsurfWindsurf

Source: README excerpt (regex_v1, Jul 11, 2026)

Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our [setup guide](https://mengram.io/agent-install.txt), inst

Source link

README

Install in one prompt (any AI tool)

Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our setup guide, installs the SDK, configures the MCP server, and verifies the round-trip end-to-end. No terminal context-switching.

Install Mengram for me. Fetch the canonical install guide at
https://mengram.io/agent-install.txt and follow it precisely.
My email is YOUR_EMAIL_HERE.

Works in any agent with shell + file-edit + web-fetch tools. Prefer doing it manually? See the plain-text guide — it's structured for human eyes too.