established · -0.1 capabilitymarket actiondomain

Tools

Score 24.3 / 100 12 providers +79 via APIs 86 APIs Search apis.io →
Business capabilities this tag reaches
Inventory Management 1 Information & Data Management 1

Providers using this tag (12)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Strong 1 Solid coverage with minor gaps
Developing 2 Usable, with meaningful gaps to close
Thin 6 Limited public surface area
Emerging 1 Early or largely undocumented
Minimal 2 Almost no public developer surface

APIs with this tag (85)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Exemplar 11 Complete, well-documented, and agent-ready
Strong 19 Solid coverage with minor gaps
Nexla Tools APIThe tools API from Nexla — 10 operation(s) for tools.64.7Tradeshift Tools APIThe Tools API from Tradeshift — 3 operation(s) for tools.64.7Seekr Tools APIThe Tools API from Seekr — 7 operation(s) for tools.63.0VideoGen Tools APIGenerate images, videos, audio, and more. All tool endpoints are asynchronous.63.0Landing.ai Tools APIThe Tools API from Landing.ai — 50 operation(s) for tools.61.9AutoGPT Tools APIThe tools API from AutoGPT — 2 operation(s) for tools.61.2Integration.app (Membrane) Tools APIThe Tools API from Integration.app (Membrane) — 2 operation(s) for tools.61.1GZW Data API Tools APIThe Tools API from GZW Data API — 4 operation(s) for tools.59.7Syllable Tools APIOperations related to tool configuration. A tool is a function that an agent can call to perform actions li...58.8Aptible Tools APIThe Tools API from Aptible — 1 operation(s) for tools.58.5AppDirect Tools APIThe Tools API from AppDirect — 24 operation(s) for tools.58.0MERCURY MCP ServerHosted Model Context Protocol server (serverInfo mercury-x402 1.0.0, protocolVersion 2025-06-18, streamable...58.0Fixie Tools APIThe tools API from Fixie — 4 operation(s) for tools.57.9arcade-dev Tools APIThe Tools API from arcade-dev — 9 operation(s) for tools.57.1Composio Tools APITool execution endpoints57.1Zai Tools APIThe Tools API from Zai — 1 operation(s) for tools.55.8Vectara Tools APIManage tools and tool servers used by agents.54.8Anam.ai Tools APIThe Tools API from Anam.ai — 2 operation(s) for tools.54.4Makinari MCP ServerOfficial hosted Model Context Protocol server at POST https://backend.makinari.com/api/mcp (JSON-RPC 2.0 ov...54.3
Developing 28 Usable, with meaningful gaps to close
LI.FI Tools APIThe Tools API from LI.FI — 1 operation(s) for tools.53.6APIClaw Tools APIThe tools API from APIClaw — 8 operation(s) for tools.52.4Letta Tools APIRegister and execute custom tools (sandboxed Python, client-side, MCP).52.4Fullpath MCP ToolsA first-party Model Context Protocol tool manifest published by Fullpath for AI assistants. Thirteen tools ...51.9Phonic Tools APIThe tools API from Phonic — 2 operation(s) for tools.51.7AlphaSense MCP ServerModel Context Protocol surface that lets MCP-aware AI clients (Claude, Cursor, ChatGPT-style desktop hosts,...51.0Facilio Tools APITool balances per storeroom (read-only list, detail, and bin list); non-rotating quantity changes use the t...50.8Monoova Tools API Overview The APIs in the tools/v1/ section represent utilities that you may find useful while consuming t...50.6Bright Data MCP ServerBright Data's Model Context Protocol server exposes 60+ web-access tools (search, scrape, structured extrac...49.6Anchor Browser Tools APIThe Tools API from Anchor Browser — 4 operation(s) for tools.49.3Coin Railz MCP ServerRemote MCP server on the primary domain: POST https://coinrailz.com/mcp (JSON-RPC 2.0). tools/list is open ...48.6LanceDB MCP ServerModel Context Protocol (MCP) server exposing LanceDB tables as retrieval tools for MCP-aware agents and IDEs.48.6MikMak Commerce MCP ServerThe MikMak Commerce MCP Server is a hosted Model Context Protocol surface in front of the Headless Commerce...48.6Larridin Tools APIBrowser and desktop AI tool adoption, policy enforcement, and unapproved tool discovery.48.3IMDb-API Tools APIImage utilities and account usage.46.0PageAudit Tools APIThe Tools API from PageAudit — 4 operation(s) for tools.46.0Flowise Tools APIThe tools API from Flowise — 2 operation(s) for tools.45.8Dyno Tools APIThe tools API from Dyno — 3 operation(s) for tools.45.7Clarifeye Tools APIExecute configured AI tools with custom parameters45.0Klavis AI Tools APIList and invoke MCP server tools44.5Neuronto ARD Registry Tools APIThe Tools API from Neuronto ARD Registry — 1 operation(s) for tools.44.5Fortanix Tools APIThe Tools API from Fortanix — 2 operation(s) for tools.43.5Jinba Tools APIThe Tools API from Jinba — 2 operation(s) for tools.43.5LangChain Tools APIThe tools API from LangChain — 3 operation(s) for tools.43.4PlayAI Voice Agents APIThe PlayAI Voice Agents API lets developers create, configure, and run conversational AI agents that proces...42.8AskUI Tools APIThe tools API from AskUI — 1 operation(s) for tools.41.5BCB Group Tools APIThe Tools API from BCB Group — 1 operation(s) for tools.41.2PDFfiller Tools APIDocument utility tools (merge, convert)39.3
Thin 20 Limited public surface area
Humanloop LLM Platform APIThe Humanloop REST API and SDKs covered prompts, tools, datasets, evaluations, evaluators, and logs for LLM...38.6Humanloop Tools APIThe Tools API from Humanloop — 2 operation(s) for tools.38.6Finn-tannlege MCP ServerModel Context Protocol server in two shipped forms: a remote Streamable-HTTP endpoint at https://finn-tannl...38.4Import2 Tools APISupported source and destination migration tools.38.4LangSmith Tools APIThe tools API from LangSmith — 3 operation(s) for tools.37.9Vapi Tools APIThe Tools API from Vapi — 2 operation(s) for tools.35.5Langbase Tools APIThe Tools API from Langbase — 2 operation(s) for tools.35.3Stanley Black & Decker Tools APIConnected tool management operations35.0Mastra Tools APIThe Tools API from Mastra — 3 operation(s) for tools.34.5LiteLLM MCP APIProvides /mcp endpoints for Model Context Protocol (MCP) integration, enabling LLMs to interact with extern...34.0Zendit Tools APIUtility endpoints34.0RSC Tools APIChemical format conversion and validation utilities.32.9Conductor MCP ServerConductor MCP is an official Model Context Protocol server for Orkes Conductor that exposes workflow execut...32.6PMTiles CLISingle-binary command-line tool for working with PMTiles archives. Supports show, tile, verify, extract, me...32.4AG2 Python FrameworkCore open-source Python library for building agentic AI applications. Provides ConversableAgent, AssistantA...29.4Agno Python FrameworkOpen-source Python framework for building agents with memory, knowledge, and tools. Provides Agent, Team, W...29.2Glean Tools APIThe tools API from Glean — 2 operation(s) for tools.29.0Getnet MCP AI ToolkitModel Context Protocol toolkit that exposes Getnet payment operations to AI assistants such as ChatGPT, Cla...28.1Open WebUI APIREST API exposed by a self-hosted Open WebUI instance. Endpoints cover chat completions (proxying upstream ...27.1BizVerify Tools APIThe Tools API from BizVerify — 2 operation(s) for tools.26.9
Emerging 7 Early or largely undocumented

Companies reaching this through an API (79)

These companies publish an API, specification or operation carrying “Tools” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Ada Adobe Suite AG2 AlphaSense Anam.ai Anchor Browser APIClaw AppDirect Aptible Arcade Arcade.dev AskUI AutoGPT AutoLeadStar BCB Group BizVerify Bright Data Clarifeye Cline Coin Railz Conductor OSS Dust Dyno ElevenLabs Facilio Finn-tannlege Fixie Flowise Fortanix Getnet Glean Google Dialogflow GZW Data API IMDb-API Import2 Infobip Integration.app (Membrane) Intel Klavis AI Kuehne+Nagel LanceDB Landing.ai Langbase LangChain LangSmith Larridin LaunchDarkly Letta LI.FI LiteLLM
Show all 79 companies ↓

Score breakdown

Frequency
60.4
log-scaled weighted occurrences
Breadth
0.3
spread across providers
Quality lift
39.1
mean composite of providers using it
Cohesion
8.8
strength of nearest seed neighbor

Related tags

RAG 14 co-occurrences Prompts 9 co-occurrences Conversations 13 co-occurrences Example 5 co-occurrences Assistant 6 co-occurrences Sandbox 7 co-occurrences

Where this tag comes from

Provider tag12
Api tag85
Openapi tag46
Openapi op tag164

Work with this as data

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

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Tools for tags

7 MCP tools reach this
  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

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The distribution (Pro)
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  -H "X-API-Key: $APIS_IO_KEY"

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