> ## Documentation Index
> Fetch the complete documentation index at: https://docs.tako.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Tako Graph Agent Skill

> Agent skill for building on Tako's Data Graph: resolve names to nodes, read what data exists, compose pinned searches, and report coverage gaps honestly.

export const AgentPromptCard = ({title, description, agents, children}) => {
  const marks = {
    claude: <svg key="claude" role="img" aria-label="Claude" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" fill="#D97757" className="h-5 w-5"><path d="m4.7144 15.9555 4.7174-2.6471.079-.2307-.079-.1275h-.2307l-.7893-.0486-2.6956-.0729-2.3375-.0971-2.2646-.1214-.5707-.1215-.5343-.7042.0546-.3522.4797-.3218.686.0608 1.5179.1032 2.2767.1578 1.6514.0972 2.4468.255h.3886l.0546-.1579-.1336-.0971-.1032-.0972L6.973 9.8356l-2.55-1.6879-1.3356-.9714-.7225-.4918-.3643-.4614-.1578-1.0078.6557-.7225.8803.0607.2246.0607.8925.686 1.9064 1.4754 2.4893 1.8336.3643.3035.1457-.1032.0182-.0728-.164-.2733-1.3539-2.4467-1.445-2.4893-.6435-1.032-.17-.6194c-.0607-.255-.1032-.4674-.1032-.7285L6.287.1335 6.6997 0l.9957.1336.419.3642.6192 1.4147 1.0018 2.2282 1.5543 3.0296.4553.8985.2429.8318.091.255h.1579v-.1457l.1275-1.706.2368-2.0947.2307-2.6957.0789-.7589.3764-.9107.7468-.4918.5828.2793.4797.686-.0668.4433-.2853 1.8517-.5586 2.9021-.3643 1.9429h.2125l.2429-.2429.9835-1.3053 1.6514-2.0643.7286-.8196.85-.9046.5464-.4311h1.0321l.759 1.1293-.34 1.1657-1.0625 1.3478-.8804 1.1414-1.2628 1.7-.7893 1.36.0729.1093.1882-.0183 2.8535-.607 1.5421-.2794 1.8396-.3157.8318.3886.091.3946-.3278.8075-1.967.4857-2.3072.4614-3.4364.8136-.0425.0304.0486.0607 1.5482.1457.6618.0364h1.621l3.0175.2247.7892.522.4736.6376-.079.4857-1.2142.6193-1.6393-.3886-3.825-.9107-1.3113-.3279h-.1822v.1093l1.0929 1.0686 2.0035 1.8092 2.5075 2.3314.1275.5768-.3218.4554-.34-.0486-2.2039-1.6575-.85-.7468-1.9246-1.621h-.1275v.17l.4432.6496 2.3436 3.5214.1214 1.0807-.17.3521-.6071.2125-.6679-.1214-1.3721-1.9246L14.38 17.959l-1.1414-1.9428-.1397.079-.674 7.2552-.3156.3703-.7286.2793-.6071-.4614-.3218-.7468.3218-1.4753.3886-1.9246.3157-1.53.2853-1.9004.17-.6314-.0121-.0425-.1397.0182-1.4328 1.9672-2.1796 2.9446-1.7243 1.8456-.4128.164-.7164-.3704.0667-.6618.4008-.5889 2.386-3.0357 1.4389-1.882.929-1.0868-.0062-.1579h-.0546l-6.3385 4.1164-1.1293.1457-.4857-.4554.0608-.7467.2307-.2429 1.9064-1.3114Z" /></svg>,
    cursor: <svg key="cursor" role="img" aria-label="Cursor" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" fill="currentColor" fillRule="evenodd" className="h-5 w-5"><path d="M22.106 5.68L12.5.135a.998.998 0 00-.998 0L1.893 5.68a.84.84 0 00-.419.726v11.186c0 .3.16.577.42.727l9.607 5.547a.999.999 0 00.998 0l9.608-5.547a.84.84 0 00.42-.727V6.407a.84.84 0 00-.42-.726zm-.603 1.176L12.228 22.92c-.063.108-.228.064-.228-.061V12.34a.59.59 0 00-.295-.51l-9.11-5.26c-.107-.062-.063-.228.062-.228h18.55c.264 0 .428.286.296.514z" /></svg>,
    chatgpt: <svg key="chatgpt" role="img" aria-label="ChatGPT" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" fill="currentColor" fillRule="evenodd" className="h-5 w-5"><path d="M9.205 8.658v-2.26c0-.19.072-.333.238-.428l4.543-2.616c.619-.357 1.356-.523 2.117-.523 2.854 0 4.662 2.212 4.662 4.566 0 .167 0 .357-.024.547l-4.71-2.759a.797.797 0 00-.856 0l-5.97 3.473zm10.609 8.8V12.06c0-.333-.143-.57-.429-.737l-5.97-3.473 1.95-1.118a.433.433 0 01.476 0l4.543 2.617c1.309.76 2.189 2.378 2.189 3.948 0 1.808-1.07 3.473-2.76 4.163zM7.802 12.703l-1.95-1.142c-.167-.095-.239-.238-.239-.428V5.899c0-2.545 1.95-4.472 4.591-4.472 1 0 1.927.333 2.712.928L8.23 5.067c-.285.166-.428.404-.428.737v6.898zM12 15.128l-2.795-1.57v-3.33L12 8.658l2.795 1.57v3.33L12 15.128zm1.796 7.23c-1 0-1.927-.332-2.712-.927l4.686-2.712c.285-.166.428-.404.428-.737v-6.898l1.974 1.142c.167.095.238.238.238.428v5.233c0 2.545-1.974 4.472-4.614 4.472zm-5.637-5.303l-4.544-2.617c-1.308-.761-2.188-2.378-2.188-3.948A4.482 4.482 0 014.21 6.327v5.423c0 .333.143.571.428.738l5.947 3.449-1.95 1.118a.432.432 0 01-.476 0zm-.262 3.9c-2.688 0-4.662-2.021-4.662-4.519 0-.19.024-.38.047-.57l4.686 2.71c.286.167.571.167.856 0l5.97-3.448v2.26c0 .19-.07.333-.237.428l-4.543 2.616c-.619.357-1.356.523-2.117.523zm5.899 2.83a5.947 5.947 0 005.827-4.756C22.287 18.339 24 15.84 24 13.296c0-1.665-.713-3.282-1.998-4.448.119-.5.19-.999.19-1.498 0-3.401-2.759-5.947-5.946-5.947-.642 0-1.26.095-1.88.31A5.962 5.962 0 0010.205 0a5.947 5.947 0 00-5.827 4.757C1.713 5.447 0 7.945 0 10.49c0 1.666.713 3.283 1.998 4.448-.119.5-.19 1-.19 1.499 0 3.401 2.759 5.946 5.946 5.946.642 0 1.26-.095 1.88-.309a5.96 5.96 0 004.162 1.713z" /></svg>
  };
  const shown = (agents === undefined ? ['claude', 'cursor', 'chatgpt'] : agents).map(key => marks[key]).filter(Boolean);
  const headerPad = shown.length ? `${1.75 * shown.length + 1.25}rem` : '0';
  return <div className="relative mt-4 rounded-xl border border-zinc-950/10 dark:border-white/10 bg-zinc-50/60 dark:bg-white/[0.03] px-4 pt-3 pb-1">
      {shown.length > 0 && <div className="absolute top-3.5 right-4 flex items-center gap-2 text-zinc-900 dark:text-zinc-100">
          {shown}
        </div>}
      <div className="text-sm font-semibold text-zinc-900 dark:text-zinc-100" style={{
    paddingRight: headerPad
  }}>{title}</div>
      <div className="mt-1 text-sm text-zinc-600 dark:text-zinc-400" style={{
    paddingRight: headerPad
  }}>{description}</div>
      <div style={{
    marginTop: '-2px',
    marginBottom: '-14px'
  }}>
        {children}
      </div>
    </div>;
};

`tako-graph-agent` is the skill for **building agentic applications on top of Tako Search**. It teaches your coding agent the graph-grounded loop: check what data Tako holds before searching, pin the resolved nodes into the query, and report what's missing instead of filling the gap with a guess. You get that workflow without wiring it yourself.

Unlike the other three skills, this one calls the [Data Graph](/documentation/integrating-tako/data-graph/overview) and [Search](/documentation/integrating-tako/search/overview) APIs directly with an API key rather than going through the MCP server. Graph calls consume no credits.

<AgentPromptCard title={<>Give your coding agent the <code>tako-graph-agent</code> skill</>} description={<>Teaches your agent the graph-grounded workflow: resolve names to nodes, read what data exists, compose pinned searches, report gaps honestly. Its main use is <strong>building agentic applications that integrate Tako Search</strong>, and it's equally handy for checking what Tako covers or debugging searches that return vague cards. One command installs it:</>}>
  ````bash theme={null}
  mkdir -p .claude/skills/tako-graph-agent && \
    curl -fsSL https://docs.tako.com/skills/tako-graph-agent.md \
      | sed -n '/^```/,/^```/p' | sed '1d;$d' \
      > .claude/skills/tako-graph-agent/SKILL.md && \
    curl -fsSL https://docs.tako.com/skills/tako-graph-agent/resolve-example.md \
      | sed -n '/^```/,/^```/p' | sed '1d;$d' \
      > .claude/skills/tako-graph-agent/resolve-example.ts
  ````
</AgentPromptCard>
