johnnichev/selectools

Decision: finish or remove the half-wired serve 'pinned_ports' feature about 4 hours ago

help wanted question

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

De-duplicate the session-store validators (_validate_session_id/_validate_namespace x4) 12 days ago

good first issue cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Provider & embeddings intra-file sync/async duplication (Gemini, Anthropic, embeddings) 16 days ago

help wanted cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Small consolidations: toolbox HTTP helpers, PII regex bug, cosine epsilon, graph checkpoint 20 days ago

good first issue cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Pattern prompt-assembly & plan-parse duplication (wording drift + repeated parser) 20 days ago

good first issue cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Canonical-JSON SHA-256 key generation has drifted across cache/pending/tool-cache/audit 20 days ago

help wanted cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Adopt the existing safe_json_parse + share the duplicated _truncate 20 days ago

good first issue cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Unify the optional-dependency import guard (3-4 message dialects across ~30 sites) 20 days ago

help wanted cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Consolidate the LLM-judge evaluator scaffold (~20 duplicated tails) 20 days ago

help wanted cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Tighten ruff config: enable F841, scope the F401 ignore to __init__.py 20 days ago

good first issue cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Remove confirmed dead code (unused serve dataclasses, 2 dead helpers, 5 dead locals) 20 days ago

good first issue cleanup

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Knowledge stores raise on Z-suffixed timestamps (Python 3.10); consolidate ISO-parse into a shared _time.py 20 days ago

bug help wanted

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

selectools status: CLI computes a status string then prints the wrong variable 20 days ago

bug good first issue

johnnichev/selectools

10

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.

Python

#agent-framework#ai-agents#ai-safety#anthropic#enterprise-ai#evals#gemini#guardrails#langchain-alternative#llm#multi-agent#multi-agent-orchestration#ollama#openai#python#rag#tool-calling#visual-builder

Open Issues Need Help