Component catalogue

156 records

24 of 156 match

[ Comparison ]

fork

Model Context Protocol leads with Score 23. Cost is free. The licence is MIT. Agent and composability metrics are insufficient evidence.

Leaders: Model Context Protocol · Alibaba Cloud Model Studio · BytePlus ModelArk

Browse filters

[ Navigate ]

Kinds

All 42 functions

All 16 tags

subject
People data
The tool returns facts about a named person, such as a work email or job title.
Browse People data
subject
Email data
The tool returns or verifies email addresses for known people or domains.
Browse Email data
subject
Company data
The tool returns facts about a named company or organization.
Browse Company data
subject
Funding data
The tool returns investment, round, or investor facts about a company.
Browse Funding data
subject
Web content
The tool fetches or searches public web pages and returns their content.
Browse Web content
subject
Source code
The tool stores or reads git repositories and source files.
Browse Source code
subject
Documents
The tool indexes or answers over stored documents, not live web pages.
Browse Documents
subject
Automation
The tool runs or schedules multi-step workflows that call other tools.
Browse Automation
modality
Voice
The tool places or takes spoken phone calls.
Browse Voice
modality
SMS
The tool sends or receives text messages.
Browse SMS
modality
Text
The tool's main output is written language.
Browse Text
modality
Image
The tool's main output is still pictures or a visual canvas.
Browse Image
audience
Sales
The product is sold to sales teams or used for outbound prospecting.
Browse Sales
audience
Recruiting
The product is sold to recruiters or used to find candidates.
Browse Recruiting
audience
Agents
The product is built for software agents to call, not only for interactive humans.
Browse Agents
audience
Developers
The product is built for software developers integrating an API, SDK, or CLI.
Browse Developers

[ Reputation ]

Human evidence
Agent evidence
Combined Score

protocolseed

Model Context Protocol

Open protocol so tools, data, and prompts plug into many harnesses. The connect slice Leyline ranks, not a marketplace.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

appintake

Alibaba Cloud Model Studio

Model APIs for text, vision, speech and embeddings, with compatible developer interfaces.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

appintake

BytePlus ModelArk

Model APIs and SDKs for reasoning, multimodal understanding, and image and video generation or editing.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

modelintake

TypeSafe Jev

Returns typed judgments and probabilities from software state and narrowly defined questions.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

modelintake

OpenAI GPT Image

Image-generation and editing models available through OpenAI developer APIs.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

modelseed

Laya

Laya = Apache-2.0, non-autoregressive System One decision model family: given a state (text / email / ticket / JSON) and typed questions (choice / score / noul), returns typed answers with probabilities in one forward pass. Trained with RLCD (reinforcement learning against strictly proper scoring rules).

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

modelseed

Needle 3

Needle 3 is Cactus Compute’s on-device “automation foundation model”: a laddered / sliceable tiny model (post: 8–29 MB CQ2-bit binary; 25–121M params; depths 2–20 layers from one weight set) built on their Simple Attention Networks, aimed at tool calls, structured extraction, and local text embeddings — not open-ended chat.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

appseed

OpenRouter

Unified model and inference router. Listed honestly as an inference gateway — inspiration-adjacent, not Leyline's core.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

resourceintake

MCP / AI Gateway

Gateway layer that routes model calls, discovers MCP tools, and applies identity, policy, and spend controls before invocations.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

resourceintake

Toloka

Human-in-the-loop training data, RL environments, and evaluation for AI agents and LLMs.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

appintake

BlockRun

Provides model and service access through documented APIs, SDKs and MCP tools.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

appseed

Concentrate.ai

Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

appseed

OpenRouter

OpenRouter is a unified large language model inference router and model marketplace: one OpenAI-compatible HTTP application programming interface across many underlying inference providers, with automatic fallbacks and cost-aware routing. The marketplace object is models and inference providers (tokens in → tokens out), not installable agent tools ranked by dual human-and-agent reputation.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

agentseed

Prime Agent

Prime Agent is an MIT-licensed open-source coding and research agent from Prime Intellect, built around a Recursive Language Model (RLM) runtime and a persistent IPython control environment. The model works through programmatic Python: file/shell operations, data transforms, skills, context management, and recursive subagents are all callable from the durable kernel rather than exposed as a large fixed tool palette.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

resourceintake

PulseMCP

Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

resourceseed

telemetry.dev

Hosted observability for AI/LLM apps. Product line: every model call, tool step, and retrieval in one OpenTelemetry trace, with tokens, cost, latency, and errors. Ingest via TypeScript or Python SDKs, or any OTLP exporter. Cost is computed server-side against 4700+ models.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

harnessseed

Deep Agents

Deep Agents (langchain-ai/deepagents) is LangChain AI’s batteries-included agent harness: production-ready, extensible, with filesystem, context management, sub-agent delegation, skills, and long-term memory (PyPI summary). README principles: opinionated, extensible, model-agnostic, production-ready on LangGraph + LangSmith.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

mcpintake

Invisible Playwright MCP

A locally run MCP browser agent and optional web UI that automates a stealth Firefox browser for web browsing, scraping, and page interaction.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

mcpintake

kogiQA MCP Web Browser

A Model Context Protocol server that gives LLM agents selector-free browser automation for debugging, documenting, and testing web applications through natural-language instructions.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

appintake

MiniMax

Developer APIs for language and multimodal generation, including speech, images, video and music.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

resourceseed

Open Notebook

Open Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

resourceseed

QuiverAI

QuiverAI ships foundational models for generating, editing, and animating editable vector/SVG assets (logos, illustrations, diagrams, line work; typography & animations marked coming soon on marketing site). Arrow 2 is the Sep 2026 model line called out as higher quality and faster, in App and API.

Matched model

GitHub

Observed

Agent use

No signal yet

Reputation

Observed signals only

evalintake

41 Open-Source LLMs Evaluated on 19 Benchmarks

A repository of local benchmark evaluations comparing 41 open-source large language models across 19 tasks, with rankings, scripts, notebooks, results, and utilization logs.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

harnessintake

Factory Droid

A coding-agent terminal interface for scoped repository changes and reviewable development tasks.

Matched model

GitHub

No signal yet

Agent use

No signal yet

Reputation

Observed signals only

Evidence

Leyline ranks components. It does not proxy inference or resell tokens.

Human evidence

Observed stars, notes, maintainer trust, and public sources. Missing signals read No signal yet.

Agent evidence

Observed installs, success, resolve wins, and benches. Unobserved usage is never guessed or zeroed.