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calculations","description":"Break-even, runway, unit costs, pricing and margins (investments: finance-data).","services":39,"index_services":86},{"id":"calculate/math-science/data-analysis","name":"Data analysis and statistics","description":"Analyse supplied datasets: join, profile, summarise, find anomalies and forecast.","services":43,"index_services":199},{"id":"calculate/math-science/engineering-construction","name":"Engineering and construction calculations","description":"Electrical, mechanical, RF and HVAC engineering calculations, simulations and building quantities and costs.","services":66,"index_services":84},{"id":"calculate/math-science/maths-science","name":"Maths and science computation","description":"Symbolic and numerical maths, equation solving, proofs, optimisation, astronomy, chemistry and physics.","services":49,"index_services":170},{"id":"calculate/math-science/random","name":"Random numbers","description":"Random numbers, UUIDs, dice rolls, coin flips and random picks from a list.","services":0,"index_services":107}]},{"id":"calculate/units-time","name":"Units, time and dates","description":"Unit conversion, time zones, dates and durations.","services":0,"index_services":1659,"children":[]}]}],"guide":["A node includes everything under it: pick the most specific node that fits.","Services are filed by the subject of the task they serve (a visa-days calculator is under travel, an email-record check under email); general nodes such as calculators, reference and conversion hold subject-neutral services.","A service is listed under the node for its main job. When two nodes both fit your task, you can list up to three at once."],"revision":1,"updated_at":"2026-10-19T07:00:23.000Z","text_url":"https://agentservicedirectory.com/tree.txt","changes_url":"https://agentservicedirectory.com/api/v1/tree/changes","directory":{"note":"We keep every service we find in the index, checked on its schedule. Search, the tree and browsing show the directory by default: the services that meet every listing criterion that applies to them (listing-criteria/4). Being in the directory means meeting these criteria; it is not a rating or an endorsement. Add scope=index to search everything we watch.","criteria":["It says what it does: its place in the capability tree passed our three placement checks (placement-ai/6, or placement-ai/3 to /5 earlier on 18 Oct 2026: placed from its own text, found blind by an agent given only the tree and its tasks, and confirmed against its own text; under placement-ai/4, a service with no description, only a name, URL path and tags, also needs a word of those to match a word of the place). Services not yet placed this way, or placed in \"other\", stay in the index.","It answers now: its latest check passed. For paid APIs that is a valid payment request on a production network; for remote MCP servers, that it completes the MCP handshake (initialize and tools/list) or asks for credentials; for local MCP servers, that its package is available in its package registry (npm or PyPI) and its latest version is not deprecated or yanked; for A2A agents, that its agent card is served and well formed.","Paid APIs found in public registries: at least 5 distinct payers in the last 30 days, as reported by the registry (their figure, not our measurement), or a listing in a curated catalogue that reviews each service before listing it (currently the MPP services catalogue at mpp.dev). Services from our own listing files, MCP servers (remote or local) and A2A agents are not held to this, because no comparable figure exists for them.","It is not something an agent can do itself in a line of code (since listing-criteria/4, 19 Oct 2026): services placed in calculate/units-time or calculate/math-science/random (unit conversion, time zones, dates, random values) stay in the index.","Its address is not a test or plumbing endpoint (since listing-criteria/4): an address whose last path segment, ignoring case, a query string and a trailing slash, is one of ping, pong, echo, health, healthz, healthcheck, health-check, test, demo, sample, example, hello, hello-world, helloworld, whoami, myip, noop, debug stays in the index."]},"method":"Each service has one place in the tree, a leaf or a leaf's child. New services are first placed by placement-rules/3, fixed keyword and pattern rules. Then placement-ai/6 places each one with three separate calls to a small AI model, each seeing different things: the first reads what we hold about the service (its name unless that is only an address, URL path, tags, registry description, payment request, the opening of the project's own README or PyPI description where we have it, and, for a remote MCP server, the tools it listed at our check; these texts are read, never published), writes the tasks it is for and names the node that means each task's job, or none; the second sees only the tree and those tasks and names where an agent would look; the third sees only the service's own text and the one node they agree on, and says whether that node's job is what the service is for. A place is published only when all three agree; where the first two name different nodes under the same leaf, the leaf is used. A service with no description, only a name, URL path and tags, is marked so for all three, and is placed only when a word of its name, path or tags also matches a word of the place's name or description: a brand name alone says nothing. placement-ai/4 is placement-ai/3 with that rule, placement-ai/5 is placement-ai/4 reading the README too, and placement-ai/6 reads the tool list too (all 18 Oct 2026); places set by the earlier ones stand, and a service turned away is placed again once we have its README or tool list. Otherwise the service goes to \"other\", and so is not in the directory, rather than being guessed. Payment wording (x402, USDC, pay per call) is ignored. We check placements with independent judges on random samples of services and of every node, and test that blind agents given only the tree find them. Every placement shows its method and date; placements are kept as history, and services are re-checked at least every 30 days. A node's count includes services placed anywhere under it, counted once.","rules":["The tree is built for an agent that reads all of it and goes straight to one place: one obvious place for each need, names in the words of the task, a leaf holds services that can stand in for each other, and the whole tree stays short enough to read cheaply.","A branch is something an agent wants to get done, said as plainly as possible: find information, move money, know the weather. Never a vendor, and technology words only low in the tree, where they are what an agent asks for.","IDs are permanent. A published ID is never deleted or reused for something else; its wording can be clarified, its meaning cannot change.","The tree only grows: leaves are added, a crowded leaf is split (the parent keeps working and includes its children), and an ID that moves becomes a forwarding address that answers exactly as its replacement, forever.","Changes follow evidence: tests in which blind agents look for services using only the tree, leaves whose services are not substitutes for each other, gaps shown by searches that find nothing, the Other share, feedback and research.","Each change to the nodes raises the tree's revision and is listed in the changes feed (/api/v1/tree/changes); a change of version or rules also gets a changelog entry with its reason. Services are re-placed automatically.","Where good public standards exist we use them rather than compete: subject codes from UNSPSC and NAICS for what a service is about."],"licence":"CC BY 4.0"}