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Trust snapshot

Trust signals across 40 of 205 results

Claimed
0%(0/40)

1 trust signal differs in this sample: Submitter

Signals differ on Submitter — add entries to compare before you install.

Rollout signal scan

2 rollout risk signals in current results

Biggest gaps: package integrity, install payload. 0 entries have 2+ required gaps.

12 scanned

Install payload

Install payload is sparse; verify before rollout decisions.

risk

8% (1/12)

Adoption queue

Browse adoption queue · balanced

0/205 visible results are ready for staged adoption under this preset.

ready 0caution 8hold 0

AG2 Agent Framework

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/ag2-agent-framework · trust review · confidence 83%

Agent Island

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/agent-island · trust review · confidence 83%

AgentScope

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/agentscope · trust review · confidence 83%

AnythingLLM

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/anythingllm · trust review · confidence 83%

Authsome

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/authsome · trust review · confidence 83%

Browser Harness

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/browser-harness · trust review · confidence 83%

CAMEL-AI CAMEL

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/camel-ai · trust review · confidence 83%

Casdoor Agent MCP Gateway

No required blockers for this preset.

caution

64/100

Collect package checksum or signed artifact information.

tools/casdoor-agent-mcp-gateway · trust review · confidence 83%

Decision confidence

Decision confidence scan · balanced

0/205 results are high-confidence for the selected preset.

high 0medium 8low 0

AG2 Agent Framework

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/ag2-agent-framework · trust review

Agent Island

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/agent-island · trust review

AgentScope

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/agentscope · trust review

AnythingLLM

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/anythingllm · trust review

Authsome

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/authsome · trust review

Browser Harness

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/browser-harness · trust review

CAMEL-AI CAMEL

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/camel-ai · trust review

Casdoor Agent MCP Gateway

Address Package integrity before broader rollout.

medium

68/100

Missing: Package integrity

tools/casdoor-agent-mcp-gateway · trust review

Freshness distribution

Current results are broadly fresh

Median age 7 days; all 12 scanned entries are within 90 days.

median 7d

Aging

91–180 days

0%

0 entries

Stale

> 180 days

0%

0 entries

Theme distribution

Results center on python

58% of this view shares the top theme. Leading themes: python, agents, rag.

Focused

82 distinct themes across 24 scanned

Tools. Commercial tools and integrations
Reflex logo
Reflexby Reflex · submitted by jaytbarimbao-collab

Open-source full-stack web framework for building web apps entirely in Python, compiling a Python frontend to React and Next.js while keeping state management and event handling in Python, useful for building UIs, dashboards, and tools for AI apps and agents.

Axolotl logo
Axolotlby Axolotl AI · submitted by jaytbarimbao-collab

Free open-source, config-driven LLM fine-tuning framework covering full and parameter-efficient fine-tuning (LoRA, QLoRA), preference tuning (DPO, KTO, ORPO), and reinforcement learning across many model families through declarative YAML configs.

LitServe logo
LitServeby Lightning AI · submitted by jaytbarimbao-collab

Lightweight open-source serving framework for building custom AI model inference APIs by defining a LitAPI with setup and predict methods, with batching, streaming, multi-GPU autoscaling, OpenAI-compatible endpoints, and support for compound, multimodal, RAG, and agent pipelines.

Agent Island logo
Agent Islandby Tristan Tang · submitted by tristan666666

Open-source status companion for Claude Code and Codex with live local session state, your-turn alerts, usage views, and native macOS and Windows applications.

GPTCache logo
GPTCacheby Zilliz · submitted by jaytbarimbao-collab

Open-source semantic cache for LLM applications that stores and reuses model responses through embedding similarity to cut API cost and latency, with modular embedding, vector-store, cache-storage, and eviction components.

Pipecat logo
Pipecatby Pipecat · submitted by jaytbarimbao-collab

Open-source Python framework for building real-time voice and multimodal conversational agents, orchestrating speech-to-text, LLM, text-to-speech, voice activity detection, and transports as a composable pipeline with pluggable providers.

LocalAI logo
LocalAIby mudler · submitted by davion-knight

Open-source, self-hostable AI engine that runs LLMs, vision, voice, image, and video models on your own hardware behind one API, with drop-in OpenAI, Anthropic, and ElevenLabs API compatibility, composable on-demand backends, and no GPU required.

Prompt flow logo
Prompt flowby microsoft · submitted by davion-knight

Open-source suite of development tools from Microsoft for building LLM applications end to end — create executable flows that link LLMs, prompts, Python, and tools, trace and debug them, evaluate quality against datasets in CI/CD, and deploy to a serving platform.

txtai logo
txtaiby neuml · submitted by davion-knight

Open-source all-in-one AI framework for semantic search, LLM orchestration, and language-model workflows, built around an embeddings database that unions sparse and dense vector indexes, graph networks, and relational databases, with pipelines, workflows, agents, and web and MCP APIs.

Unsloth logo
Unslothby unslothai · submitted by davion-knight

Open-source library for fast, memory-efficient fine-tuning, reinforcement learning, and training of open LLMs — train 500+ models up to 2x faster with up to 70% less VRAM and no accuracy loss, with LoRA/QLoRA support and export to GGUF, safetensors, vLLM, and Ollama.

Atomic Agents logo
Atomic Agentsby Eigenwise · submitted by davion-knight

Lightweight, modular open-source Python framework for building agentic AI pipelines from atomic, composable components (agents, tools, context providers), built on Instructor and Pydantic.

BAML logo
BAMLby BoundaryML · submitted by davion-knight

Open-source domain-specific language from BoundaryML for writing typed LLM functions with structured inputs and outputs, a VSCode playground, and generated clients you can call from Python, TypeScript, Go, and more.

Cognee logo
Cogneeby topoteretes · submitted by davion-knight

Open-source AI memory platform that gives agents persistent long-term memory by ingesting data in any format and building a self-hosted knowledge graph, combining vector embeddings, graph reasoning, and ontology generation for meaning-based and relationship-based retrieval.

Crawl4AI logo
Crawl4AIby unclecode · submitted by davion-knight

Open-source, LLM-friendly Python web crawler and scraper that turns web pages into clean, LLM-ready Markdown for RAG, agents, and data pipelines, with an async browser pool, caching, structured extraction, and adaptive deep crawling.

Docling logo
Doclingby docling-project · submitted by davion-knight

Open-source toolkit from the Docling project for parsing PDF, DOCX, PPTX, XLSX, HTML, images, and more into a unified DoclingDocument, with advanced PDF understanding, OCR, and exports to Markdown and JSON for gen AI and RAG workflows.

Griptape logo
Griptapeby Griptape · submitted by davion-knight

Modular open-source Python framework for building AI agents and LLM workflows with structures, tools, memory, drivers, and RAG engines, from Griptape.

Laminar logo
Laminarby lmnr-ai · submitted by davion-knight

Open-source observability platform purpose-built for AI agents, with OpenTelemetry-native tracing, plain-English signals, an evals SDK and CLI, SQL dashboards, dataset annotation, and MCP/CLI access, self-hostable with Apache-2.0 SDKs for Python and TypeScript.

Marvin logo
Marvinby PrefectHQ · submitted by davion-knight

Open-source Python framework from Prefect for structured outputs and agentic AI workflows, with tasks, specialized agents, threads, and extract/cast/classify/generate utilities.

Mem0 logo
Mem0by mem0ai · submitted by davion-knight

Open-source memory layer for AI agents and assistants that extracts, stores, and retrieves user, session, and agent memories so applications can personalize and remember across interactions, with Python and TypeScript SDKs and pluggable vector, graph, and key-value stores.

Outlines logo
Outlinesby dottxt-ai · submitted by davion-knight

Open-source Python library from dottxt for structured LLM generation, guaranteeing outputs that match a JSON schema, Pydantic model, regex, grammar, or multiple-choice set during generation across many model backends.

Portkey AI Gateway logo
Portkey AI Gatewayby Portkey-AI · submitted by davion-knight

Open-source AI gateway from Portkey for routing to 1600+ LLMs through one OpenAI-compatible API, with automatic retries, fallbacks, load balancing, conditional routing, guardrails, caching, and observability, self-hostable via npx, Docker, or edge deployments.

Rivet logo
Rivetby Ironclad · submitted by davion-knight

Open-source visual AI programming environment from Ironclad for building, debugging, and embedding complex LLM agents and prompt-chaining graphs, with a desktop app and a TypeScript library.

AG2 Agent Framework logo

Open-source Python AgentOS and multi-agent framework, evolved from AutoGen, for building conversable agents, group chats, swarms, human-in-the-loop workflows, tool use, RAG, code execution, and provider-backed agent systems.

AgentScope logo

Apache-2.0 Python framework for building visible, controllable, production AI agents and multi-agent services with event streaming, permission controls, workspaces, sandbox backends, middleware, MCP support, Mem0 memory, agent teams, and multi-tenant multi-session serving.

Docker logo

Local-first AI application for private chat, document RAG, workspace agents, MCP-compatible tools, model routing, memories, scheduled tasks, multimodal workflows, multi-user Docker deployments, and self-hosted agent automation.

Browser Harness logo

MIT-licensed CDP browser-control harness from Browser Use that lets Claude Code, Codex, and other coding agents connect to a real or cloud Chrome browser, use screenshots and coordinate clicks, edit task-specific helpers, and optionally learn reusable domain skills for web automation workflows.

CAMEL-AI CAMEL logo

Open-source Python multi-agent framework for building agent societies, role-playing agents, stateful ChatAgent workflows, RAG agents, synthetic data generation, MCP-enabled use cases, and research-scale agent experiments.

Casdoor Agent MCP Gateway logo

Apache-2.0 AI-first IAM, auth server, and agent/MCP gateway with a web UI, OAuth/OIDC, SAML, CAS, LDAP, SCIM, WebAuthn, MFA, OpenClaw/A2A positioning, an `/api/mcp` endpoint for Casdoor administration tools, and configurable upstream MCP server proxying with tool allowlists and bearer-token forwarding.

Cherry Studio logo

Cross-platform AI desktop client with multiple LLM providers, local model support, 300+ assistants, document and image handling, WebDAV backup, MCP server support, mini programs, and enterprise deployment options.

ClawHub logo

MIT-licensed OpenClaw skill and plugin registry with a hosted catalog, `clawhub` CLI, npm package, native OpenClaw install flows, SKILL.md publishing, plugin package publishing, vector search, scan status, moderation controls, install lockfiles, and opt-out install telemetry.