overmind: The platform for continuously improving AI agents

by overmind-core · MCP Server · ★ 678

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

How to install overmind

uv tool install overmind
pipx install overmind

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.

ai-agentsevalsfine-tuningllmllm-evaluationllmopsloramcpobservabilitypython

Quick Facts

Stars678
Forks65
LanguagePython
CategoryMCP Server
LicenseAGPL-3.0
Quality Score64/100
Open Issues4
Last Updated2026-10-22
Created2026-03-27
Platformsmcp, python
Est. Tokens~17k

About overmind

Overmind An open-source optimizer for LLM agents. Point Overmind at your existing Python agent, give it a policy and a few test cases, and it iteratively rewrites prompts, tool descriptions, model choices, and pipeline logic to improve measured performance.

overmind alternative? Top 6 similar tools

Looking for a overmind alternative? If you're comparing overmind 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.

  • trpc-agent-go by trpc-group · ⭐ 1.9k

    A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, eva

  • better-agents by langwatch · ⭐ 1.6k

    Standards for building agents, better

  • sre by SmythOS · ⭐ 1.3k

    The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular,

  • golf by golf-mcp · ⭐ 840

    Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth,

  • maverick-mcp by wshobson · ⭐ 707

    Stock market MCP server for Yahoo Finance data, technical analysis, portfolio tracking, and Python backtesting

  • LLM-Agents-Ecosystem-Handbook by oxbshw · ⭐ 541

    One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosyst

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python Agent Tools

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:

View on GitHub → Browse MCP Server tools