telemem: High-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory

by TeleAI-UAGI · MCP Server · ★ 494

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install telemem

pip install telemem            # core (text memory)
pip install "telemem[mcp]"     # + MCP server

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 64/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentagent-memoryai-agentscharacter-memoryconversational-aifaissllmlong-term-memorymcpmem0

Quick Facts

Stars494
Forks36
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score64/100
Open Issues1
Last Updated2026-10-19
Created2025-12-05
Platformsmcp, python
Est. Tokens~21k

About telemem

TeleMem: Building Long-Term and Multimodal Memory for Agentic AI If you find this project helpful, please give us a ⭐️ on GitHub for the latest update. 🤝 Contributions welcome! Feel free to open an issue or submit a pull request. English | <a

Compatible Skills

These tools work well together with telemem for enhanced workflows:

  • memobase — semantic(0.45)+complementary+same_lang+similar_pop+shared_platform (61%)
  • memsearch — semantic(0.38)+complementary+same_lang+similar_pop+shared_platform (58%)
  • emergent — semantic(0.34)+complementary+same_lang+similar_pop+shared_platform (57%)
  • sandbox-conversant-lib — semantic(0.20)+complementary+rare_topics+same_lang+similar_pop+shared_platform (56%)
  • PlugMem — semantic(0.31)+complementary+same_lang+similar_pop+shared_platform (56%)

telemem alternative? Top 6 similar tools

Looking for a telemem alternative? If you're comparing telemem with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • mcp-memory-service by doobidoo · ⭐ 2.0k

    Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowl

  • Ori-Mnemos by aayoawoyemi · ⭐ 328

    Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

  • octocode-mcp by bgauryy · ⭐ 838

    MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturall

  • mem0-mcp by pinkpixel-dev · ⭐ 100

    ✨ mem0 MCP Server: A memory system using mem0 for AI applications with model context protocl (MCP) integration

  • octocode by Muvon · ⭐ 513

    Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in o

  • watch-skill by oxbshw · ⭐ 484

    Give AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into sea

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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