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Llm Ops Python Packages

Python packages with the GitHub topic llm-ops. Sorted by monthly downloads, with stars and forks.
Jwuthri
tracely-ai

Tracely Python SDK: automatic + manual agent tracing, exported to Tracely over OTLP.

6K 1K 167
bentoml
openllm

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

5K 13K 849
hermes-labs-ai
lintlang

Static analysis for AI agent configs, tool descriptions, and system prompts — catches vague tool descriptions, missing stop conditions, and schema gaps before they reach runtime. Zero-LLM, deterministic checks, built for CI.

4K 140 14
bentoml
openllm-client

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

3K 13K 849
boundflow
boundflow-charter

Build and operate production-safe agents that run in your own environment.

3K 17 2
AcruxCore
acruxcore

Open-source LLMOps platform with prompt management, an OpenAI-compatible AI gateway, OpenTelemetry tracing, a versioned tool catalog, and LLM evaluation. Use hosted or self-host with TypeScript and Python SDKs.

3K 11 1
bentoml
openllm-core

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

3K 13K 849
boxdawn
boxdawn

Open your AI agents' black box. The waste is between your agents, not inside them. Four deterministic detectors over one trace file, priced from real usage fields. Hosted at boxdawn.com.

2K 6 0
friendliai
friendli-client

[⛔️ DEPRECATED] Friendli: the fastest serving engine for generative AI

1K 50 7
lastmile-ai
python-aiconfig

AIConfig is a config-based framework to build generative AI applications.

1K 1K 91
hermes-labs-ai
claude-router

claude-router is a local prompt router that picks the right Claude model tier and prepends the right scaffold using local embeddings before you call the API. A deterministic routing layer for eval, research, content, and review prompts that helps teams stop overspending on Sonnet and Opus when Haiku plus structure is enough.

1K 1 0
hermes-labs-ai
csv-quality-gate

csv-quality-gate is a command-line data quality gate that runs CSV preflight validation, failing fast before an ML or LLM pipeline ingests broken, incomplete, duplicated, or junk input. It checks missing columns, empty files, empty cells, and duplicate rows, returning pass, warn, or fail with matching exit codes. Stdlib-only, CI-ready.

892 1 1
hermes-labs-ai
langstate

Inspectable context compression for LLM conversations: turn older history into visible scaffold state, keep recent turns verbatim, and check named facts with lexical receipts.

856 2 1
lastmile-ai
aiconfig-extension-gemini

AIConfig is a config-based framework to build generative AI applications.

833 1K 91
hermes-labs-ai
hermeneutic

Turn corrections from AI agent logs into guidance for similar tasks. Local memory with semantic retrieval, prompt-context hooks, and response checks.

818 9 1
wild-edge
wildedge-sdk

Python SDK for WildEdge

680 17 1
lastmile-ai
aiconfig-extension-groq

AIConfig is a config-based framework to build generative AI applications.

669 1K 91
lastmile-ai
aiconfig-extension-hugging-face

AIConfig is a config-based framework to build generative AI applications.

628 1K 91
hermes-labs-ai
zer0lint

zer0lint is a memory-extraction health diagnostic for mem0 configs and HTTP memory endpoints. It flags silent failure modes where ingestion reports success but facts never survive the LLM extraction step, then generates a stronger extraction prompt validated on your own model. Works over HTTP with any add/search memory API.

600 0 0
ultracontext
ultracontext

Open Source Context infrastructure for AI agents. Auto-capture and share your agents' context everywhere.

585 422 36
hermes-labs-ai
quickthink

quickthink is a local-first CLI and Python library that wraps Ollama-backed LLM calls with a compressed plan-then-answer scaffold and latency-aware routing. It adds a short validated planning step for multi-step prompts and routes simple ones straight through. Local inference control for small models.

555 1 0
ai-sdlc-framework
ai-sdlc-framework

Declarative governance framework for AI-augmented software development lifecycles

536 407 70
agentcontract
agentcontract

Python reference implementation of the AgentContract specification

473 1 0
RudraDudhat2509
diffprompt

git diff for prompt engineers - catch behavioural prompt regressions before they ship.

455 3 0
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