Agentmemory
Agentmemory is an MCP server, listed under model apis. It reaches huggingface, supabase and vite. It needs HUGGINGFACE_API_KEY, SUPABASE_ANON_KEY and VITE_SUPABASE_ANON_KEY to authenticate. Its repository has 4 GitHub stars and is licensed under MIT; we last read it on 2026-10-22.
Agentmemory manages visual memory for AI agents natively in MCP and is open core.
Install
MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. Agentmemory’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.
What it reaches, and what it needs
Maintenance
Visual memory manager for AI agents. MCP-native. Open core.
Agentmemory compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| Agentmemory (this page) | huggingface, supabase, vite | HUGGINGFACE_API_KEY, SUPABASE_ANON_KEY, VITE_SUPABASE_ANON_KEY | 4 | 2026-06-02 | MIT |
| cross-llm-mcp | anthropic, deepseek, gemini, huggingface, kimi, mistral, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, HF_TOKEN, HUGGINGFACE_API_KEY, KIMI_API_KEY, MISTRAL_API_KEY, OPENAI_API_KEY | 16 | 2026-10-15 | MIT |
| mcp-orchestro | anthropic, supabase(1 shared) | ANTHROPIC_API_KEY, SUPABASE_SERVICE_KEY | 16 | 2025-10-13 | — |
| wigolo | gemini, wigolo | GEMINI_API_KEY, WIGOLO_API_TOKEN, WIGOLO_GITHUB_TOKEN | 5,498 | 2026-10-22 | NOASSERTION |
| KiCAD-MCP-Server | — | None listed | 2,905 | 2026-10-01 | MIT |
| modelcontextprotocol | perplexity | PERPLEXITY_API_KEY | 2,589 | 2026-10-21 | MIT |
Ranked by services in common with Agentmemory, then by stars. Figures are from each repository when we last read it.
Common questions about Agentmemory
- What does Agentmemory do?
- Agentmemory manages visual memory for AI agents natively in MCP and is open core.
- How do I install Agentmemory?
- Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/Obidel/Agentmemory
- What does Agentmemory connect to, and what does it need?
- It reaches huggingface, supabase and vite. The credentials we found in its source are HUGGINGFACE_API_KEY, SUPABASE_ANON_KEY and VITE_SUPABASE_ANON_KEY.
- Is Agentmemory official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 4 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-06-02.
- What licence does Agentmemory use?
- The repository declares the MIT licence.
More MCP servers for model apis
- wigolo5,498 stars
- KiCAD-MCP-Server2,905 stars
- modelcontextprotocol2,589 stars
- paperbanana2,412 stars
- gemini-mcp-tool2,294 stars
- telegram-mcp1,879 stars