FutureSpeakAI

49 mods across 2 repositories, 11 stars between them.

FutureSpeakAI/asimovs-mind

Instructions file

Claude Code instructions for FutureSpeakAI/asimovs-mind, covering asimov's mind — developer reference, quick commands, run all tests, run a specific test file and start the mcp server directly (for debugging).

6 3mo ago A 2,184 tokens

architect

03

FutureSpeakAI/asimovs-mind

Agent

Architecture analysis and improvement specialist. Analyzes codebase structure, identifies architectural debt, plans refactoring strategies, and designs new subsystem architectures.

6 3mo ago A 30 tokens

auditor

04

FutureSpeakAI/asimovs-mind

Agent

Security and quality auditor. Scans for vulnerabilities (OWASP Top 10), code quality issues, dependency risks, and governance compliance. Reports findings with severity ratings.

6 3mo ago A 36 tokens

breeder

05

FutureSpeakAI/asimovs-mind

Agent

Model breeding specialist. Creates and evolves specialized Ollama models for custom tasks via Modelfile generation, benchmarking, and iterative improvement.

6 3mo ago A 29 tokens

creative

06

FutureSpeakAI/asimovs-mind

Agent

Agent Friday's creative expression engine. Generates contextually appropriate media — diagrams, haiku, SVG art, code sketches, interactive demos — as natural extensions of Friday's personality. Never forced. Always earned.

6 3mo ago A 43 tokens

debugger

07

FutureSpeakAI/asimovs-mind

Agent

Autonomous test fixer and type error resolver. Runs the test suite, identifies failures, traces root causes, and applies minimal fixes. Each fix is atomic and verified before committing.

6 3mo ago A 38 tokens

documenter

08

FutureSpeakAI/asimovs-mind

Agent

Documentation specialist. Keeps README, CHANGELOG, architecture docs, and inline comments in sync with the actual codebase. Generates missing documentation from code analysis.

6 3mo ago A 33 tokens

evolver

09

FutureSpeakAI/asimovs-mind

Agent

Prompt evolution specialist. Iteratively improves system prompts, agent instructions, and LLM interactions using judge-scored evaluation. Each generation is tested against a benchmark suite.

6 3mo ago A 35 tokens

git-loader

10

FutureSpeakAI/asimovs-mind

Agent

Fetches, safety-scans, adapts, and integrates code from GitHub into the current project. Works with GitScout's recommendations. Enforces cLaws at every step.

6 3mo ago A 40 tokens

git-scout

11

FutureSpeakAI/asimovs-mind

Agent

Searches GitHub for code that solves a specific problem. Returns ranked candidates with relevance and trust scores. Does NOT modify any files — purely research.

6 3mo ago A 34 tokens

librarian

12

FutureSpeakAI/asimovs-mind

Agent

Memory and knowledge management specialist. Organizes CLAUDE.md files, manages cross-session memory, consolidates learnings, and maintains the project's institutional knowledge.

6 3mo ago A 35 tokens

meta-improver

13

FutureSpeakAI/asimovs-mind

Agent

Recursive meta-improvement agent. Improves the swarm itself — evolves agent prompts, optimizes coordination patterns, tunes governance thresholds. The agent that makes agents better.

6 3mo ago A 37 tokens

optimizer

14

FutureSpeakAI/asimovs-mind

Agent

Performance optimization specialist. Finds and fixes slow startup, blocking I/O, memory leaks, unnecessary re-renders, and inefficient algorithms. Measures before and after.

6 3mo ago A 33 tokens

scout

15

FutureSpeakAI/asimovs-mind

Agent

Research and discovery agent. Searches the web, reads documentation, analyzes competitors, discovers new tools and techniques. Brings external intelligence into the swarm.

6 3mo ago A 32 tokens

sentinel

16

FutureSpeakAI/asimovs-mind

Agent

Governance enforcement agent. Monitors all swarm activity for law violations, protected zone intrusions, and safety floor breaches. Can veto any agent action that violates governance.

6 3mo ago A 36 tokens

swarm-coordinator

17

FutureSpeakAI/asimovs-mind

Agent

Orchestrates the Asimov's Mind agent swarm. Diagnoses the codebase, prioritizes improvement targets, spawns specialized agents in parallel waves, and synthesizes results. This is the brain of the swarm.

6 3mo ago A 49 tokens

workflow-observer

18

FutureSpeakAI/asimovs-mind

Agent

Watches user patterns across sessions and suggests automation. The Apprentice — learns how you work, then offers to handle repetitive tasks. Earns autonomy through demonstrated reliability.

6 3mo ago A 36 tokens

breed

19

FutureSpeakAI/asimovs-mind

Skill Claude CodeCodex

Breed a specialized Ollama model for a specific task. Creates, benchmarks, and iteratively improves a local model.

6 3mo ago A 25 tokens

create-agent

20

FutureSpeakAI/asimovs-mind

Skill Claude CodeCodex

Create a new specialist agent for the swarm. The agent is automatically discovered by the Swarm Coordinator on the next cycle.

6 3mo ago A 27 tokens

diagnose

21

FutureSpeakAI/asimovs-mind

Skill Claude CodeCodex

Run a comprehensive self-assessment of the current codebase. Reports test status, type health, performance issues, security concerns, and documentation gaps.

6 3mo ago A 32 tokens

discover

22

FutureSpeakAI/asimovs-mind

Skill Claude CodeCodex

Search GitHub for code that solves a problem, scan it for safety, and integrate it into the current project — all governed by Asimov's cLaws.

6 3mo ago A 36 tokens

evolve

23

FutureSpeakAI/asimovs-mind

Skill Claude CodeCodex

Evolve a system prompt through iterative judge-scored evaluation. Mutates, tests, scores, and keeps only improvements.

6 3mo ago A 27 tokens

federate

24

FutureSpeakAI/asimovs-mind

Skill Claude CodeCodex

Initialize and manage this project as an Asimov's Mind federation node. Sets up Ed25519 identity, cLaw attestation, governance signing, knowledge store, and agent discovery.

6 3mo ago A 41 tokens