enestanerr/Amber

runtime: expose compiled programs to Claude Code as MCP tools 2 days ago

enhancement help wanted

4

Compile repeated Claude Code workflows into tested Python programs: record the agent a few times, run the same job for 6-13x fewer tokens, with guards, drift detection and agent fallback.

Python

#agent-workflows#agentic-ai#ai-agents#anthropic#automation#claude#claude-agent-sdk#claude-code#claude-code-plugin#cli#compiler#llm#llmops#mcp#model-context-protocol#neuro-symbolic#program-synthesis#python#record-replay#token-optimization

align: collapse per-item loops into for-loops 2 days ago

enhancement help wanted

enestanerr/Amber

4

Compile repeated Claude Code workflows into tested Python programs: record the agent a few times, run the same job for 6-13x fewer tokens, with guards, drift detection and agent fallback.

Python

#agent-workflows#agentic-ai#ai-agents#anthropic#automation#claude#claude-agent-sdk#claude-code#claude-code-plugin#cli#compiler#llm#llmops#mcp#model-context-protocol#neuro-symbolic#program-synthesis#python#record-replay#token-optimization

adapters: import OpenTelemetry GenAI spans as traces 2 days ago

enhancement help wanted

enestanerr/Amber

4

Compile repeated Claude Code workflows into tested Python programs: record the agent a few times, run the same job for 6-13x fewer tokens, with guards, drift detection and agent fallback.

Python

#agent-workflows#agentic-ai#ai-agents#anthropic#automation#claude#claude-agent-sdk#claude-code#claude-code-plugin#cli#compiler#llm#llmops#mcp#model-context-protocol#neuro-symbolic#program-synthesis#python#record-replay#token-optimization

adapters: record runs from the OpenAI Agents SDK 2 days ago

enhancement help wanted

enestanerr/Amber

4

Compile repeated Claude Code workflows into tested Python programs: record the agent a few times, run the same job for 6-13x fewer tokens, with guards, drift detection and agent fallback.

Python

#agent-workflows#agentic-ai#ai-agents#anthropic#automation#claude#claude-agent-sdk#claude-code#claude-code-plugin#cli#compiler#llm#llmops#mcp#model-context-protocol#neuro-symbolic#program-synthesis#python#record-replay#token-optimization

docs: a walkthrough for compiling a workflow on your own MCP server 2 days ago

documentation good first issue

enestanerr/Amber

4

Compile repeated Claude Code workflows into tested Python programs: record the agent a few times, run the same job for 6-13x fewer tokens, with guards, drift detection and agent fallback.

Python

#agent-workflows#agentic-ai#ai-agents#anthropic#automation#claude#claude-agent-sdk#claude-code#claude-code-plugin#cli#compiler#llm#llmops#mcp#model-context-protocol#neuro-symbolic#program-synthesis#python#record-replay#token-optimization

examples: a fourth synthetic workflow 2 days ago

enhancement good first issue

enestanerr/Amber

4

Compile repeated Claude Code workflows into tested Python programs: record the agent a few times, run the same job for 6-13x fewer tokens, with guards, drift detection and agent fallback.

Python

#agent-workflows#agentic-ai#ai-agents#anthropic#automation#claude#claude-agent-sdk#claude-code#claude-code-plugin#cli#compiler#llm#llmops#mcp#model-context-protocol#neuro-symbolic#program-synthesis#python#record-replay#token-optimization

examples: run the example targets without make (Windows) 2 days ago

documentation good first issue

enestanerr/Amber

4

Compile repeated Claude Code workflows into tested Python programs: record the agent a few times, run the same job for 6-13x fewer tokens, with guards, drift detection and agent fallback.

Python

#agent-workflows#agentic-ai#ai-agents#anthropic#automation#claude#claude-agent-sdk#claude-code#claude-code-plugin#cli#compiler#llm#llmops#mcp#model-context-protocol#neuro-symbolic#program-synthesis#python#record-replay#token-optimization

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