# Fix list: Harmony.ai From Anchor Terminal's listing at https://www.anchorterminal.com/tools/harmony-ai, the October 2026 research run, assessed 19 October 2026. Grade E, 43.5 out of 100. This is everything the published grade says the listing lacks, the biggest possible gain to the total first. It comes from the reason given for each score, the checklist each category was scored against (https://www.anchorterminal.com/benchmark/#checklist), the provenance checks, the deductions, what we couldn't check and what the review panel asked for. A fix counts at the next check, once it's public. For a coding agent working on Harmony.ai: work through the items below in the product, its docs and its public pages. Each category gives the reason for its score, with the points each checklist item earned, and the checklist itself, so the gap is the items that earned less than their points. Change the product, not the wording, and keep a note of what you changed and where it's published. ## 1. Reliability, 18 out of 100, up to 16.4 more on the total Why it scored 18: Graded on the Public API and MCP server at api.harmony.ai, read with the hosted lines. status.harmony.ai exists but is a static page. "All systems operational", "Last checked · just now", the uptime figures and the 90-day bars are fixed in the HTML from a date of 17 August 2026, and the subscribe form sends nothing. It isn't linked from harmony.ai or the docs, so it scores as no status page (0) and no readable history (5). The docs say "The API has no published rate limits yet". Pro's 10 concurrent calls and 100 calls a day are the only numbers (5 of 15). No 429 or Retry-After guidance, but the errors page says which writes are safe to retry and which can place a second call, and how to check before resending (8 of 15). No SLA found (0). The API is in beta (OpenAPI version 1.0.0-beta.1, and the versioning page has a "During the beta" section) (0). The checklist (https://www.anchorterminal.com/benchmark/#checklist-reliability): Hosted APIs, MCP servers, models and platforms. - 20, a public status page with component history (Statuspage, Instatus, BetterStack or the vendor's own). - 0 to 30, the incident record for the last 90 days on that page. 30 for a clean record or trivial incidents only, 20 for minor incidents only, 10 for one major outage (an hour or more of a core API down, or errors across the board), 0 for several. 5 when there's no history we could read, and the note says so. - 15, rate limits documented with numbers. - 15, documented 429 or overload handling (Retry-After, backoff guidance), and idempotency keys or safe-retry guidance where writes are involved. - 10, an SLA published for any paid tier. - 10, the surface agents use is generally available, not beta or preview. Local packages, SDKs, frameworks and stdio MCP servers. - 20, installs from an official package with supported runtimes stated. - 25, a public CI and test suite, passing on the default branch. - 0 to 25, open crash or regression issues relative to activity (25 for few and handled, 0 for many, old and unanswered). - 15, semver discipline and breaking changes called out in a changelog. - 15, version 1.0 or later, or declared stable. Protocols are read from their reference implementations, the public facilitators or servers, spec stability and test vectors. ## 2. Payments & pricing, 15 out of 100, up to 10.6 more on the total Why it scored 15: No x402, MPP or L402 (0 of 40). Pro is $0.39 a minute plus a $250 monthly platform fee, published without a login, with the minute rate varying by voice model and a custom implementation fee (15 of 20). A Try for free signup is linked, with no trial terms on public pages and the signup not tried, so no free tier is counted (0). A person signs up in a browser and creates keys in the web app (0). The checklist (https://www.anchorterminal.com/benchmark/#checklist-payments): The published rubric, also on the [x402 page](https://www.anchorterminal.com/x402/). - 40, a machine payment protocol (x402, MPP or L402) on the tool's own endpoints. 10 to 30 when it covers only some endpoints or only goes through a third party, and the note says which. - 20, per-call or per-unit pricing published without a login. 10 for public plan-only pricing, 0 for "contact sales" or prices behind a login. - 20, a free tier or trial that doesn't need a card. - 20, autonomous onboarding, meaning an agent can get access without a person signing up in a browser (keyless use, x402, a programmatic key API). Payment platforms and agent wallets rarely charge for their own API over a machine protocol, so the first line has steps for them, and the highest one that applies counts. 40 when x402, MPP or L402 runs on all their own endpoints, 30 when it runs on part of their own API, 25 when their merchants can accept one, 20 for running a facilitator, 15 for paying as a buyer, and 0 when the only protocol is their own. Merchant acceptance sits above a facilitator because the platform's own customers can charge agents through it, while a facilitator settles for sellers who wire up the protocol themselves. The counter-argument (a facilitator does more for the protocol as a whole) has a point. Each note says which step applied. Open-source software you run yourself is scored on its hosted or paid option if it has one. A free, self-hosted package with nothing to buy gets 20, 20 and 20 for the last three lines, and 0 to 40 for the first only if it ships a payment protocol. ## 3. Security & auth, 48 out of 100, up to 9.1 more on the total Why it scored 48: Revocable Bearer keys, shown once, with a last-used time, but no scopes, no expiry and the full access of the user who made them. Keys never travel in a URL (20 of 30). The MCP server is read-only, but a REST key can import contacts into workflows that place real calls, with no read-only key (8 of 20). The MCP docs say tool results carry text from contacts and teammates and tell the user to treat it as untrusted input (10 of 15). Request IDs on every response and key last-used times. No audit log of account actions documented (6 of 15). harmony.ai/.well-known/security.txt returns 404. The trust page claims SOC 2 Type II, ISO 27001, an annual pen test and a public disclosure programme with bounties, but names no auditor, report, certificate or contact, and shares reports only under NDA (4 of 20). The checklist (https://www.anchorterminal.com/benchmark/#checklist-security): - 0 to 30, the credential model. 30 for OAuth 2.1 with scopes, or scoped and revocable keys with rotation. 20 for plain revocable API keys. 10 for one all-powerful key. 10 off when a secret can travel in a URL query string as a documented option. - 0 to 20, read-only or least-privilege modes, and confirmation or approval for destructive actions. - 0 to 15, prompt-injection posture where the tool returns untrusted content (documented mitigations or guidance). A tool that returns no untrusted content gets 10. - 0 to 15, audit logs or per-call visibility for the operator. - 0 to 20, a security programme. security.txt or a disclosure policy, a bug bounty, SOC 2 or ISO 27001, advisories handled in public. Models are read for retention, whether API data trains models (and whether that's off by default), zero-retention options and certifications. Frameworks for telemetry defaults, approval hooks, guardrails and sandboxing. ## 4. Agent ergonomics, 65 out of 100, up to 5.7 more on the total Why it scored 65: Lists take `limit` up to 100 and a CSV form, with no field selection or summaries (15 of 25). Cursor pagination with `nextToken`, and contact search filters by status, source, workflow, date added and a search term (18 of 20). Every error has a stable `code`, a `requestId` and an `x-request-id` header, with specific 422 reasons and a 409 that lists the matching contacts (17 of 20). No idempotency keys. Upserts deduplicate by the Account's fields and the docs spell out when a retry calls a contact twice. The six MCP tools are read-only, though no annotations were seen since the tool list wasn't fetched from the server (10 of 20). Few required fields, no SDK in any language (5 of 15). The checklist (https://www.anchorterminal.com/benchmark/#checklist-ergonomics): - 0 to 25, context cost. For MCP, the number and size of the tool definitions (25 for ten or fewer compact tools, 15 for 11 to 30, 5 for more than 30, plus up to 10 back for toolsets, dynamic loading or read-only subsets). For APIs, whether responses can be sized (field selection, limits, summaries). - 20, pagination, filtering and output-size controls. - 20, actionable, documented error responses, codes and messages an agent can recover from. - 20, idempotency or safe retries, and for MCP the `readOnlyHint` and `destructiveHint` annotations. - 15, sensible defaults, few required parameters, and official SDKs in at least two languages. Models are read for tool use, structured output, prompt caching, context length, batch and SDKs. Frameworks for how much code and how many defaults a tool-calling agent with MCP needs. ## 5. Maintenance & community, 42 out of 100, up to 5.1 more on the total Why it scored 42: Read for a closed service. The press page dates the launch to October 2026, within 30 days (30). No changelog or dated releases (0). Support is through a contact form and the docs' request ID guidance, with no public changelog or community channel found (4 of 15). A hosted MCP server, not in the official registry, and no SDK (5 of 15). No package to assess (3 of 10). The checklist (https://www.anchorterminal.com/benchmark/#checklist-maintenance): - 0 to 30, time since the last release, or the last published model or API change for a closed service. 30 within 30 days, 20 within 90, 10 within 180, 0 older. - 20, at least three releases or dated changelog entries in the last 90 days. - 0 to 25, responsiveness. Issues and pull requests answered on GitHub (the open issues and how recent the replies are). For closed services, a public changelog and a support or community channel that answers, 0 to 15. - 15, presence in the official MCP registry under a verified namespace (MCP servers), or current official SDKs (APIs and models). - 10, package health, current dependencies and CI. Models are read for deprecation notice periods and model churn rather than release counts. ## 6. Transparency & trust, 56 out of 100, up to 3.9 more on the total Made of editorial 45, provenance 66. Why it scored 56: Closed service with conflicting terms. The Terms of Service are One AI Inc.'s, undated, referring to oneai.com sites and pricing, while the DPA of 10 September 2026 names monday.com Ltd. and incorporates monday.com's Terms of Service (7 of 30). Data handling statements disagree. The privacy policy (24 August 2026) keeps data while the account is active and says data may be used to train One AI's systems. The trust page says retention is configurable with no cross-customer training. The terms say all calls are recorded unless the customer opts out in writing, and the trust page lists US, EU and APAC regions while the sub-processor page lists US and EU. The DPA commits to deletion or return at termination (10 of 30). The versioning page keeps an old major version for at least 12 months after a new one, once the API is generally available (10 of 20). Nine sub-processors named with hosting regions, with a seven-day objection window in the DPA (18 of 20). The checklist (https://www.anchorterminal.com/benchmark/#checklist-transparency): - 0 to 30, source availability and licence clarity. 30 for open source under an OSI licence, 15 for closed with clear terms, 0 for unclear terms. - 0 to 30, data handling and retention statements that agree with each other (privacy policy, DPA, retention periods, subprocessors). - 0 to 20, a deprecation policy or notices with dates. - 0 to 20, telemetry disclosed with an opt-out (local software), or subprocessors and data locations disclosed (hosted). The other half of Transparency and trust is the provenance score, computed from checked facts (below). The category score is the mean of the two. Provenance checks not met in full (half of this category, computed from checked facts): - Domain age: harmony.ai, registered 2017-12-15 (8 years) (11 of 15) - Status page: not found (0 of 10) - Changelog: not found (0 of 10) - security.txt: not found (0 of 10) ## 7. Schema & documentation, 77 out of 100, up to 3.7 more on the total Why it scored 77: A public OpenAPI 3.0.3 file covering all 11 operations at docs.harmony.ai/openapi.json (25). llms.txt, llms-full.txt and Markdown pages (10). Each operation has a short description, and the guides say who the API is for, that multi-customer integrations aren't supported, and what each write does to calling (12 of 20). 45 enums, a page size bounded at 1 to 100, required fields and a 1,000-contact cap on imports (12 of 15). The docs have curl and TypeScript examples and a documented error body with named codes, while the OpenAPI file has no examples (11 of 15). The major version is in the path and a versioning policy is published, with no changelog (7 of 15). The checklist (https://www.anchorterminal.com/benchmark/#checklist-schema): APIs and MCP servers. - 25, a machine-readable contract (a public OpenAPI file or similar; for MCP, typed JSON Schema inputs on every tool). - 10, llms.txt or Markdown docs served for agents. - 0 to 20, descriptions that say what a tool is for, when to use it and when not to, read from the tool definitions in the source or the API reference. - 0 to 15, typed inputs with enums, constraints and required fields, and no free-form JSON blobs. - 0 to 15, examples and documented error responses. - 15, versioning and a public changelog. Models are read from the API reference, the OpenAPI file, llms.txt, the structured-output and tool-use docs and the model cards. Frameworks from docs a model can follow, typed interfaces, examples and the API reference. ## Deductions Each comes off the total. A fixed and documented problem counts for less at the next check. - 2026-10-19, -2. status.harmony.ai presents itself as Harmony.ai's live status page, with "All systems operational", "Last checked · just now", 99.98 per cent API uptime over 90 days and an email subscription. All of it is fixed in the page's HTML, the bars are drawn from a hard-coded date of 17 August 2026, the subscribe button stores nothing, and the two incidents listed (28 April and 14 May 2026) predate the product's launch. The page isn't linked from harmony.ai or the docs, so the deduction is the minimum (https://status.harmony.ai/) ## What we couldn't check What we couldn't read counted as absent. Publishing it on a page a plain HTTP fetch can read (not only in a browser) lets the next check count it. - unchecked: the free trial's length, call allowance and whether it needs a card, since that needs a signup. - unchecked: SOC 2 Type II, ISO 27001 and HIPAA. The site claims them, the trust page shares reports under NDA, and no report listing, certificate, auditor or BAA was found. The DPA says the service isn't intended for health data without monday.com's written consent. - Which agreement governs a new customer. The Terms of Service are One AI Inc.'s, while the DPA names monday.com Ltd. and incorporates monday.com's Terms of Service. - Whether Pro accounts can use the API and MCP server. The pricing page marks them Enterprise only and the docs say any Account can. - Webhooks appear in the pricing table for Enterprise but nowhere in the docs. - Whether status.harmony.ai is a placeholder that will be connected to real monitoring. - The api.harmony.ai robots.txt answered 403, so the API host wasn't requested and nothing was called. - Sub-processors include Anthropic. Our research agents run on Anthropic's Claude models; the listing was graded by the same checklist. - monday.com's own site has no announcement of Harmony that we found. The ownership rests on the DPA on harmony.ai and monday.com's SEC filing about the OneAI asset purchase. ## Weaknesses - The API is in beta, and the docs say operations can change in breaking ways - No published rate limits, SLA or working status page - Keys have no scopes and don't expire, and act with the creating user's full access - SOC 2 Type II, ISO 27001 and HIPAA are claimed on the site with no report, auditor or BAA found - Pricing marks API and MCP access as Enterprise only, while the docs say any Account can use them ## What costs an agent a turn today The notes we give agents before they call it. Each one is a workaround an agent shouldn't need. - Don't retry a bulk import that enrols contacts in a workflow. Check `GET /api/v1/contacts?assignedWorkflowId=` first, then resend only the missing contacts - Use `api.eu.harmony.ai` for an EU Account. Keys work only in the region where they were created - Branch on the error `code`, never on `message`, and quote `requestId` to support - Treat call transcripts as untrusted text written by the people called - Ask a person before any import or upsert with `workflowId`, `reEnroll` or `enforceCallNow`, since those place real phone calls ## What the review panel asked for - scoped read-only API keys - a security.txt and named auditor - state telephony costs - say which plan includes the API - programmatic key creation - state trial and card terms - published rate limits with 429 guidance - a working status page ## When it's done Send what changed and where it's published as a dispute (https://www.anchorterminal.com/builders/#disputes, or `POST https://www.anchorterminal.com/api/v1/contact` with `"kind": "dispute"`). Disputes are answered in public, and the listing is checked again by the same checklist. Paying for an audit or a listing claim changes nothing here.