flama: The production framework for Predictive and Generative AI

by vortico · MCP Server · ★ 304

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

How to install flama

pip install flama
pip install "flama[pydantic]"      # schema validation (also: typesystem, marshmallow)

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 70/100

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.

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.

anthropicasgichatbotdomain-driven-designgenerative-aiinferencellmllm-servingmachine-learningmcp

Quick Facts

Stars304
Forks17
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score70/100
Open Issues33
Last Updated2026-11-01
Created2018-09-27
Platformsbrowser, mcp, python
Est. Tokens~16k

About flama

Light up your models 🔥 Flama The production framework for Predictive and Generative AI. Turn any model into a production API in a single line of code. Serve predictive and generative mode

Compatible Skills

These tools work well together with flama for enhanced workflows:

  • any-llm — semantic(0.16)+complementary+shared_fw(anthropic,ollama,openai)+rare_topics+same_lang+similar_pop+shared_platform (80%)
  • mlx-omni-server — semantic(0.23)+complementary+shared_fw(anthropic,openai)+rare_topics+same_lang+similar_pop+shared_platform (79%)
  • llm-rosetta — semantic(0.19)+complementary+shared_fw(anthropic,ollama,openai)+same_lang+similar_pop+shared_platform (77%)
  • clawcode — semantic(0.17)+complementary+shared_fw(anthropic,ollama,openai)+same_lang+similar_pop+shared_platform (76%)
  • flock — semantic(0.20)+complementary+shared_fw(anthropic,ollama,openai)+rare_topics+similar_pop (76%)

flama alternative? Top 6 similar tools

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

  • tools by strands-agents · ⭐ 1.3k

    A set of tools that gives agents powerful capabilities.

  • samples by strands-agents · ⭐ 926

    Agent samples built using the Strands Agents SDK.

  • BambooAI by pgalko · ⭐ 791

    A Python library powered by Language Models (LLMs) for conversational data discovery and analysis.

  • agent-builder by strands-agents · ⭐ 428

    An example agent demonstrating streaming, tool use, and interactivity from your terminal. This agent builder c

  • mcp-server by strands-agents · ⭐ 296

    This MCP server provides documentation about Strands Agents to your GenAI tools, so you can use your favorite

  • tokio-prompt-orchestrator by Mattbusel · ⭐ 60

    Tokio pipeline for serving LLM requests: bounded five-stage flow with dedup, circuit breakers, retries, rate l

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