GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026
53views this month
Decision brief
mengram provides human-like memory capabilities for AI agents, including semantic, episodic, and procedural memory, enabling learning from experiences and failures. It offers free API access, Python and JS SDKs, and is a
Good fit when
- When you need an AI agent that can learn from its experiences and failures, leveraging semantic, episodic, and procedural memory capabilities.
- If your project requires integration with LangChain, CrewAI, or OpenClaw, mengram provides seamless integration options.
Avoid when
- If your project does not require the specific memory capabilities of semantic, episodic, and procedural memory, mengram might offer more features than necessary.
- If you are looking for a tool that does not require the setup of an MCP server, mengram might not be the best fit as it involves configuring this server.
Observed Sep 18, 2026 · Source: enrich:decision_facts
Verify the decision
Maintenance and security
Full trust report- Maintenance
- Very active (1d since push)
- As of Sep 18, 2026
- Provenance
- Not a fork · Personal account
- As of Sep 18, 2026
- Security (OSV)
- 23 low (23 low)
- As of Sep 18, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install mengramSimilar tools
Same-category neighbours. No typed graph edges are catalogued for this tool yet.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
Provides semantic, episodic, and procedural memory capabilities for AI agents, enabling learning from experiences and failures. Offers free API, Python and JS SDKs, and integrations with LangChain, CrewAI, and OpenClaw.
Capability facts
- Deploy
- Self-host
Source: dockerfile:docker-compose.yml · Sep 18, 2026
- Docker
- Dockerfile present
Source: dockerfile:docker-compose.yml · Sep 18, 2026
- CLI
- CLI entrypoint
Source: pyproject.toml:[project.scripts] · Sep 18, 2026
- MCP server
- No MCP server detected
Source: repo_scan · Sep 18, 2026
- Languages
- python
Source: github.language+pyproject.toml · Sep 18, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Sep 18, 2026)
Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our [setup guide](htSource link
Source: README excerpt (regex_v1, Sep 18, 2026)
Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our [setup guide](https://meSource link
Source: README excerpt (regex_v1, Sep 18, 2026)
Paste this into Claude Desktop, Cursor, Codex, Claude Code, or Windsurf — the agent reads our [setup guide](https://mengram.io/agent-install.txt), instSource link
Tags
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. Works in any agent wi...
For agents
This page has a .md twin and JSON over the API.