{
  "data": {
    "faq": [
      {
        "a": "This run's scores are dated 1 October 2026 and stand until the next run, a vendor's dispute with evidence, or a negative event. When the probes and task suites run, Performance and Task success get scored and the whole run is re-published with its methodology version.",
        "q": "How often are scores updated?"
      },
      {
        "a": "Yes. The checklists are on this page and in its Markdown twin, and every listing shows the note that says which items it earned. Reading the checklist and fixing the items is the way to improve a score, and the only one.",
        "q": "Can a vendor see the checklist before being scored?"
      },
      {
        "a": "Not for the scores in this run. They come from public evidence, read and cited. Nobody called, paid for or timed a tool to grade it, which is why Performance and Task success are pending. Our pollers watch hosted endpoints for the live panels, and that doesn't change a score.",
        "q": "Did anyone call the tools?"
      },
      {
        "a": "It's the most expensive category to run and the most sensitive to the reference model. The weight goes up as the suite matures. In this run it's pending, and the per-category scores are published in full so anyone can weight them differently.",
        "q": "Why is Task success only 10%?"
      },
      {
        "a": "From an official package, a passing CI and test suite, how open regressions are handled, semver discipline and whether it's 1.0 or declared stable. When probes run, clean starts in a fresh container every fifteen minutes join that.",
        "q": "How do local tools get a reliability score when there is nothing to be down?"
      },
      {
        "a": "Because you don't choose one by score. You choose the protocol the seller you're paying speaks. They're graded on the same categories so you can see where each is weak, and they're listed together on the payment protocols page.",
        "q": "Why don't payment protocols get a rank?"
      },
      {
        "a": "A little, which is why it's 15 points of provenance and provenance is half of one category worth 7. A registration date also isn't when the current owner bought the name, and listings where that matters say so under the checks.",
        "q": "Doesn't domain age favour old companies?"
      },
      {
        "a": "No. Reviews sit next to the score. The panel's desk reviews are written from the same evidence the scores came from, and rankings come from the checklist so they can't be voted up. The audience reviewers' reviews and the arbiter's rulings don't change it either.",
        "q": "Do reviews affect the score?"
      }
    ],
    "kicker": "Methodology v0.3 · October 2026 research run",
    "lede": "Every graded listing gets a score from 0 to 100 and a grade from AA to F. In the October 2026 research run, seven of the nine weighted categories were scored from public evidence against the checklist on this page, with the reason and sources for every score published on the listing. Performance and Task success need our probes and task suites, which haven't run, so they're pending and their weight is shared across the other seven. This page is the specification."
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/benchmark/",
    "json": "https://www.anchorterminal.com/benchmark/index.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/benchmark/index.md",
    "slim": "https://www.anchorterminal.com/benchmark/index.min.md"
  },
  "markdown": "## Why another benchmark\n\nThe directories that exist rank agent tools by GitHub stars, package downloads, or how often a tool gets called through one particular proxy. Those numbers say what is popular. They don't say whether the tool answers at three in the morning, whether its descriptions make sense to a model, how many tokens it burns before the first useful call, whether an operator can hand it to an agent without handing over the keys, or whether an agent can pay for it without a human. Popularity and quality have already come apart. The most-used documentation server in the MCP world ships a 2,000-character tool description that a community grader marked as failing (we checked, and it is 2,006 characters).\n\nWe spent a decade grading crypto exchanges with a public method, and the thing we learned is that once the checklist is public, the people being graded start fixing the items on it. So the plan here is the same. Assess what can be read against a published checklist and show the working, probe what can be probed, and say plainly when something couldn't be verified.\n\nAn agent doesn't run on MCP servers alone. It runs on a model, inside a framework, reading data from providers and pages it scrapes, and sometimes paying for what it uses. So the benchmark covers all of those, on one scale, with each category read the way that makes sense for the kind of thing being scored.\n\n## What we benchmark\n\nFour kinds of listing share the nine categories. The weights don't change between kinds. What each category measures does, and this table is the whole mapping.\n\n| Category | MCP servers and APIs | Model APIs, routers and model platforms | Agent frameworks | Agent harnesses | Payment protocols |\n| --- | --- | --- | --- | --- | --- |\n| Reliability | Availability and error rate from probes | Availability, overload errors and how they're signalled | Task-suite runs that finish without a framework error | Installs from an official package and runs headless without a harness error | Reference implementations and public facilitators we can reach |\n| Performance | p50 and p95 of a representative call | Time to first token and throughput | Overhead per step on top of the model call | Turns and wall time per task on top of the model calls | Time from 402 to a settled, paid response |\n| Schema \u0026 documentation | Tool descriptions and input schemas | API reference, OpenAPI, llms.txt, structured outputs | Docs and typed interfaces a model can follow | Docs, settings and permission rules an operator and a model can follow | Spec clarity, completeness and consistency with releases |\n| Agent ergonomics | Context cost, pagination, recoverable errors | Tool use, caching, context length, SDKs | Code and defaults needed for a tool-calling agent with MCP | What it takes to run headless in CI with one MCP server attached | Work for a seller to accept and a buyer to pay |\n| Security \u0026 auth | Scopes, read-only modes, confirmation on writes | Retention, training on data, zero-retention options | Telemetry defaults, approvals, guardrails | Approval modes, sandbox and network defaults, what leaves the machine | Published attacks and the controls that answer them |\n| Payments \u0026 pricing | Machine payment, published prices, card-free start | Published token prices, free tier, onboarding | Licence and hosted-runtime pricing | Price of the harness and of the account it needs, and a free way to try it | Fees, rails and how much an agent can do without a person |\n| Task success | Task suite pass rate (data quality is half for data providers, once scored) | Agent task suite with the model driving | The same task suite run through the framework | The repository task suite run through the harness | Whether an agent can complete a real purchase today |\n| Maintenance \u0026 community | Release cadence and responsiveness | Retirement notice periods and model churn | Release cadence and breaking changes | Release cadence, breaking changes and advisories handled | Spec activity and governance |\n| Transparency \u0026 trust | Editorial plus the computed provenance score | Editorial plus provenance | Editorial plus provenance | Editorial plus provenance, including telemetry disclosure | Editorial plus provenance, including who governs the spec |\n\nMCP servers, HTTP APIs, model APIs, frameworks, data providers and scraping tools are ranked together, because an agent builder does choose between them for the same budget. Payment protocols are graded on the same scale but not ranked against tools. You choose a protocol by who you're paying, not by its score, and putting a specification at number two above a search API told nobody anything useful. Retired listings keep their page and their grade and drop out of the ranking.\n\n## Categories and weights\n\nNine categories add up to 100 points. The weights follow what breaks agents in practice. A tool that is down is useless whatever its schema looks like, so reliability carries the most. A tool an agent can't pay for is a tool it can't use alone, so payments carry more than a payments category normally would. We're not certain the weights are right (they're our first guess, and the first run with probes will tell us where they're wrong).\n\nTwo of the nine are pending in this run. The \"This run\" column is the share of the 100 points each category carries until they're scored.\n\n| Category | Weight | This run | What it measures |\n| --- | --- | --- | --- |\n| Reliability | 16% | 20% | Does the tool answer, and does it keep answering the same way? In this run it's assessed from public evidence (90 days of status history, documented rate limits and overload handling, SLAs, general availability). Our own probes from three regions will replace that evidence as they accumulate. Signals: 30-day availability of the endpoint (remote) or of a clean start plus tools/list (local); Error rate on a fixed set of representative calls; Timeout rate and behaviour under back-pressure (429 with Retry-After, not silent hangs); Consistency, meaning the same input gives the same shape of output across the window; Graceful degradation when upstream systems are down |\n| Performance | 10% | pending | How long an agent waits. Latency is measured per call, not per page load, because a slow tool costs an agent a whole turn. Signals: p50 and p95 latency of representative calls; Cold-start time for local servers and first-call time for hosted ones; Streaming or partial results where the task is long-running; Payload size discipline (results sized for a context window rather than a data warehouse). Pending. Latency is measured per call by our probes, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until the first probe window closes. |\n| Schema \u0026 documentation | 13% | 16.2% | Can a model understand what the tool does from the tool definition alone? We grade the text a model sees. Signals: Tool descriptions state purpose, when to use, and when not to; Input schemas with types, enums, constraints and required fields; no free-form JSON blobs; Examples in descriptions or docs; documented error responses; Versioning of the tool surface and a changelog; Machine-readable docs (llms.txt, OpenAPI, registry server.json) |\n| Agent ergonomics | 13% | 16.2% | How much of an agent's context and how many round trips the tool consumes to get a job done. Signals: Context cost, the tokens tools/list consumes before any work starts; Pagination, filtering and output-size controls; Actionable error messages an agent can recover from without a human; Idempotency and safe retries; read-only variants and tool annotations (readOnlyHint, destructiveHint); Sensible defaults and few mandatory parameters; toolsets or meta-tools when the surface is large |\n| Security \u0026 auth | 14% | 17.5% | Can an operator give an agent this tool without giving it the keys to everything? Signals: OAuth 2.1 with scoped, revocable, short-lived credentials; no secrets in URLs; Read-only and scoped modes; confirmation for destructive actions; Prompt-injection mitigations for tools that return untrusted content; Audit logging and per-call visibility for the operator; Handling of advisories (disclosed, patched, communicated) |\n| Payments \u0026 pricing | 10% | 12.5% | Can an agent start using the tool, and pay for it, without a human in the loop? A machine payment protocol on the tool's own endpoints is the largest single signal. Signals: A machine payment protocol (x402, MPP or L402) on the tool's own endpoints (40 points); Transparent, per-call pricing with units, published without a login (20 points); A free tier or trial that doesn't require a card (20 points); Autonomous onboarding, meaning an agent can obtain access without a human signup flow (20 points) |\n| Task success | 10% | pending | Does an agent finish the job? A fixed suite of representative tasks per category, run monthly with a fixed reference model through the tool. For data providers, half of this category is the data-quality score, because a clean API over thin data still fails the task. Signals: For data providers, the data-quality score from /benchmark/#data-quality (half the category); Pass rate on the category task suite (pass@1 and pass@4); Retries, turns and tokens per completed task; Recovery, whether an error on the first attempt is fixable from the tool's own error message; Consistency across reference models. Pending. Task success needs the category task suites run through each tool, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until then. A data provider's data-quality score is published on its listing now and becomes half of this category when it's scored. |\n| Maintenance \u0026 community | 7% | 8.8% | Is anyone home? Release cadence and responsiveness predict how a tool behaves after the protocol moves under it. Signals: Release cadence in the last 90 days and time since the last release; Issue and pull-request responsiveness; Presence in the official MCP registry under a verified namespace; Package health (current SDK versions, no pinned-and-forgotten dependencies) |\n| Transparency \u0026 trust | 7% | 8.8% | Can an operator find out who runs the tool, what it does with data, and what changed? Half of this category is the provenance score, computed from checked facts. Legal entity, domain age, whether the endpoint sits on the vendor's own domain, terms, privacy policy, status page, changelog and security.txt. Signals: Provenance score, computed from the checks on /benchmark/#provenance (half the category); Source availability and licence clarity; Data handling and retention statements that agree with each other; Deprecation notices with dates; Telemetry disclosed and opt-out documented |\n| Negative events | up to −15 | up to −15 | Deductions of up to 15 points for incidents in the last 12 months. Security incidents, breaking changes shipped without notice, silent deprecations, unresolved advisories, or misleading listings. Deductions decay over time and are lifted early when the vendor documents the fix. |\n\nThis run is the share of the 100 points each category carries while Performance and Task success are pending, its weight ÷ 80 × 100. A total is Σ(score × weight) ÷ 80 over the assessed categories, then the negative events.\n\n## How this run was made\n\nUntil 1 October 2026 every score on this site was an invented sample, published to show the method. The October 2026 research run replaced them.\n\nBetween 30 September and 2 October 2026, research agents running on Anthropic's Claude models researched every graded listing from public evidence. They read status pages and their incident history, rate-limit and error documentation, API references and OpenAPI files, MCP tool definitions in the source, pricing pages, terms and privacy policies, security and trust pages, changelogs, release tags and CI in cloned repositories, package registries and public advisories. They worked from the links on each listing and the pages those linked to, with a budget of about twelve page fetches per listing and no web search. Each category was scored against the checklist below. The points add up to the score, and the note beside each score on the listing says what earned them and where the agent departed from the checklist and why.\n\nFive rules held for every listing.\n\n- Score from evidence found. Nothing gets points for what a vendor probably does.\n- Couldn't check isn't the same as absent. If a thing was looked for and isn't there (no status page, no SLA, pricing behind a login), it scores as absent. If a page couldn't be loaded, the agent could rely on the listing's own facts from their 30 September check and say so in the note. If those didn't cover it either, the item scores as absent, goes on the listing as an open question (\"unchecked\" and what), and the confidence drops. Our own fetch limits never read as a vendor's failing without saying so.\n- Vendor claims are claims. \"Exa says its index covers 1.4 trillion URLs\" is a fact about Exa's page, not our measurement.\n- No invented numbers, dates, incidents or quotes. If it wasn't found, it isn't true for this run.\n- Facts on a listing that turned out wrong (a renamed product, a moved endpoint, dropped x402 support) were corrected, and the correction is named in the listing's open questions.\n\nEvery graded listing carries three things beside its scores. A confidence, high, medium or low, which is how sure we are that the scores would survive the vendor reading the notes. The open questions, under \"What we couldn't check\". And the sources, at least four per listing, each with the date it was read. The JSON for a listing has all of it under `anchor.assessment`.\n\nThe conflict rule. The research agents and the review panel run on Claude, so Anthropic is a company we depend on. Anthropic's listings (the Anthropic API and the Claude Agent SDK) were graded by the same checklist as every other listing, with each judgement call written in the note, and each carries a disclosure. The panel doesn't review them. Our own products are graded by a stricter version of the same rule ([below](#own)). A listing the founder built somewhere else, the CoinDesk Data API, is graded like the rest and carries a disclosure too.\n\n## The checklist\n\nEach category has a checklist. The points are what an item is worth, and a listing's score in the category is the sum. Read each one the way that fits the kind of listing (the table above). These are the checklists the research agents used, written for a reader.\n\n### Reliability, from public evidence\n\nHosted APIs, MCP servers, models and platforms.\n\n- 20, a public status page with component history (Statuspage, Instatus, BetterStack or the vendor's own).\n- 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.\n- 15, rate limits documented with numbers.\n- 15, documented 429 or overload handling (Retry-After, backoff guidance), and idempotency keys or safe-retry guidance where writes are involved.\n- 10, an SLA published for any paid tier.\n- 10, the surface agents use is generally available, not beta or preview.\n\nLocal packages, SDKs, frameworks and stdio MCP servers.\n\n- 20, installs from an official package with supported runtimes stated.\n- 25, a public CI and test suite, passing on the default branch.\n- 0 to 25, open crash or regression issues relative to activity (25 for few and handled, 0 for many, old and unanswered).\n- 15, semver discipline and breaking changes called out in a changelog.\n- 15, version 1.0 or later, or declared stable.\n\nProtocols are read from their reference implementations, the public facilitators or servers, spec stability and test vectors.\n\n### Schema and documentation\n\nAPIs and MCP servers.\n\n- 25, a machine-readable contract (a public OpenAPI file or similar; for MCP, typed JSON Schema inputs on every tool).\n- 10, llms.txt or Markdown docs served for agents.\n- 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.\n- 0 to 15, typed inputs with enums, constraints and required fields, and no free-form JSON blobs.\n- 0 to 15, examples and documented error responses.\n- 15, versioning and a public changelog.\n\nModels 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.\n\n### Agent ergonomics\n\n- 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).\n- 20, pagination, filtering and output-size controls.\n- 20, actionable, documented error responses, codes and messages an agent can recover from.\n- 20, idempotency or safe retries, and for MCP the `readOnlyHint` and `destructiveHint` annotations.\n- 15, sensible defaults, few required parameters, and official SDKs in at least two languages.\n\nModels 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.\n\n### Security and auth\n\n- 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.\n- 0 to 20, read-only or least-privilege modes, and confirmation or approval for destructive actions.\n- 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.\n- 0 to 15, audit logs or per-call visibility for the operator.\n- 0 to 20, a security programme. security.txt or a disclosure policy, a bug bounty, SOC 2 or ISO 27001, advisories handled in public.\n\nModels 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.\n\n### Payments and pricing\n\nThe published rubric, also on the [x402 page](/x402/).\n\n- 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.\n- 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.\n- 20, a free tier or trial that doesn't need a card.\n- 20, autonomous onboarding, meaning an agent can get access without a person signing up in a browser (keyless use, x402, a programmatic key API).\n\nPayment 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.\n\nOpen-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.\n\n### Maintenance and community\n\n- 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.\n- 20, at least three releases or dated changelog entries in the last 90 days.\n- 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.\n- 15, presence in the official MCP registry under a verified namespace (MCP servers), or current official SDKs (APIs and models).\n- 10, package health, current dependencies and CI.\n\nModels are read for deprecation notice periods and model churn rather than release counts.\n\n### Transparency and trust, the editorial half\n\n- 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.\n- 0 to 30, data handling and retention statements that agree with each other (privacy policy, DPA, retention periods, subprocessors).\n- 0 to 20, a deprecation policy or notices with dates.\n- 0 to 20, telemetry disclosed with an opt-out (local software), or subprocessors and data locations disclosed (hosted).\n\nThe other half of Transparency and trust is the provenance score, computed from checked facts (below). The category score is the mean of the two.\n\n## Pending categories\n\nPerformance (weight 10) is latency per call, measured by our probes. Task success (weight 10) is a fixed task suite run through every tool in a category. Neither can be read from a vendor's pages, and neither has run, so this run doesn't score them. They show as pending everywhere a score is shown, with no number, and they add nothing to the total.\n\nThe total is the weighted mean over the seven assessed categories, renormalised so the maximum is still 100.\n\n```text\nscore = Σ (category score × weight) ÷ 80, over the seven assessed categories\n        then the negative events, 0 to −15\n```\n\n80 is the sum of the assessed weights. So Reliability counts for 20 points in this run rather than 16, Security for 17.5 rather than 14, and so on (the \"This run\" column above). Grade bands are unchanged. One consequence is worth saying out loud. A tool that would do badly on latency or on real tasks isn't marked down for it yet, and a fast one isn't rewarded. Treat this run's grades as a reading of what a vendor publishes and how it runs its service, which is a lot, but not all, of what an agent meets.\n\n### What changes when the probes run\n\n- Performance gets scored from p50 and p95 latency per call, measured from London, Virginia and Singapore.\n- Reliability adds measured availability and error rates to the status history it's read from today.\n- Context cost in Agent ergonomics becomes the measured token count of `tools/list`, in the default configuration and with every toolset on.\n- Task success gets scored from the task suites, and for data providers half of it becomes the data-quality score already published on their listings.\n- The weights go back to the published ones, and every listing's history records the change with the methodology version that made it.\n\nGrades will move when that happens, some of them a lot. The probes and pollers that watch uptime today feed the live panel on each listing and don't change a score until a run.\n\n## Our own products\n\nletme (letme.dev) is Anchor Terminal's own product, and LocalGhost is built by its founder. Until 2 October 2026 we listed them and didn't grade them. On 2 October both were graded by the same checklist as every listing, with four differences, because a grade we give ourselves has to hold up for a reader who assumes we were kind to ourselves. letme's grade still comes from that rule.\n\n- Two research agents graded each one independently, and every judgement call was read strictly. Only what was live and public that day counted. Anything specified, planned or \"coming\" earned nothing, and so did our own description of how something works without the code, the live answers or a dated document behind it.\n- A third agent, which graded neither, reconciled the two item by item on the checklist. The lower award stood unless it rested on an error the auditor checked for itself, and a deduction counted only if the auditor could still see the problem that day.\n- The review panel doesn't review them.\n- letme never picks them and never answers with them, so it can't favour the company that runs it. Their records say `own: true`. They're in rankings, categories and comparisons like any listing.\n\nSince 3 October, at the founder's request, LocalGhost is graded the same way as every listing instead, with the same readings, neither stricter nor looser, the way a [competitor of ours](#competitors) is. Two research agents grade it independently and a third reconciles them, checking the evidence itself wherever they disagree, with no award standing by default. The panel still doesn't review it and letme still never picks it, because those protect against us favouring ourselves rather than marking us down. letme moves to the same rule at its next check.\n\nEach carries a disclosure that says how it was graded, the reason and sources for every score are on the listing like any other, and anyone can dispute an item the same way. Every grading and reconciliation is kept with the research run.\n\n### Listed, not graded\n\nA listing can be listed and not graded (`graded: false`), with no score, grade, rank, reviews or letme pick, and a disclosure that says why. None is today.\n\n## Competitors of our own products\n\nWhen a listing competes directly with one of our own products, a reader could suspect the founder's side marked it down, or that we went easy on it to look fair. So it's graded by the same checklist as every listing, neither stricter nor looser, and the grading is set up so that neither can creep in.\n\n- Two research agents grade it independently. Where a checklist line could be read two ways, they take the reading already used for the same line on comparable listings. They don't look at our own product's listing and don't compare the two.\n- A third agent, which graded neither, reconciles them item by item. Where the graders agree, their award stands unless the auditor finds it rests on an error. Where they disagree, neither award stands by default. The auditor checks the evidence itself and awards what it supports.\n- What we couldn't read counts as absent, as for every listing, and the note says when a score is low because we couldn't read something rather than because it's missing. When a vendor's site refuses our reader, text supplied to us from it counts, and the listing says who supplied it.\n- The review panel reviews it like any listing, and letme can pick it.\n- A disclosure at the foot of its page, and of any comparison it's in, says which of our products it competes with and how it was graded. Its record says `competesWith` and names that product.\n\nFour listings are graded this way today, all competing with LocalGhost. Underdog was the first, on 3 October 2026, and Khoj, Open WebUI and Screenpipe followed the same day, the three that LocalGhost's own about page names as its competitors. A listing is graded this way when our product names it as a competitor, or when it does the same job for the same people, as Underdog does. Both gradings and the reconciliation are kept with the research run for each.\n\n## Negative events\n\nScores describe the steady state. Negative events describe what happened. Up to 15 points come off for incidents in the last twelve months that can be sourced. A security incident or an exfiltration path, up to 15. A breaking change shipped without notice, 3 to 8. An endpoint removed while still advertised, 3 to 6. Telemetry nobody disclosed, 2 to 5. A misleading listing or claim, 2 to 5. Deductions decay, and a vendor that documents the fix and ships mitigations gets the deduction lifted early. A vendor that ships a breaking rename in a minor release and says nothing carries the full term. Every deduction is written on the tool's page with a date and a source.\n\n## Grades\n\n| Grade | Score | Meaning | Tools in this run |\n| --- | --- | --- | --- |\n| AA | 85+ | Exceptional. Agent-ready, with agent-native payments or equivalent autonomy. | 1 |\n| A | 78+ | Excellent. Agent-ready; minor gaps. | 17 |\n| BB | 70+ | Good. Agent-ready with documented caveats. | 87 |\n| B | 62+ | Usable. Needs operator supervision or workarounds. | 120 |\n| C | 54+ | Mixed. Material gaps in one or more categories. | 108 |\n| D | 46+ | Poor. Not recommended for autonomous use. | 67 |\n| E | 38+ | Very poor. | 36 |\n| F | 0+ | Failing or unverifiable. | 26 |\n\nAgent-ready means BB or better, which is our shorthand for \"you can give this to an autonomous agent as long as you read the caveats on its page\". Below BB expect to supervise it, patch around it, or replace it. F is for tools that fail the checklist across the board or can't be verified at all.\n\n## Who's behind it\n\nCredibility shouldn't be a feeling. For every listing we record the legal entity named in its terms, its registrable domain and the date the registry says it was first registered, whether the hosted endpoint sits on a domain the vendor controls, and whether there are terms, a privacy policy, a status page, a changelog and a valid security.txt. Each check is worth fixed points and the total is the provenance score out of 100. It's half of Transparency and trust. The other half stays editorial, because licence clarity, retention statements that agree with each other and honest telemetry disclosure need reading, not counting.\n\n| Check | Points | How it's scored |\n| --- | --- | --- |\n| Legal entity named | 20 | The terms, imprint or licence name the company or body that stands behind the service. |\n| Domain age | 15 | Years since the registrable domain was first registered, from the registry's own RDAP server. 10 years or more scores 15, 5 scores 11, 2 scores 7, 1 scores 3. Government domains score in full. Registration can predate the current owner, which is why this never stands alone. |\n| Endpoint on the vendor's domain | 15 | The hosted endpoint sits on a domain the vendor controls, not a shared host or a lookalike. Not scored for libraries, specifications and local servers. |\n| Terms of service | 10 | Published and reachable without a login. For software you run yourself with nothing hosted, an open-source licence counts. |\n| Privacy policy | 10 | Published and reachable without a login. Not scored for software you run yourself with nothing hosted. |\n| Status page | 10 | A public status page with incident history. |\n| Changelog | 10 | Dated release notes or a changelog an agent can read. |\n| security.txt | 10 | A valid RFC 9116 security.txt on the vendor's domain. An expired one scores half. |\n\nDomain age is the weakest of these and we know it. A registration date is when the name was first taken, not when the current owner bought it, so slack.com (1992) and notion.com (1997) look older than the companies are. Every listing where that's true says so under the checks. That's why age is 15 points and never decides a grade on its own. A brand-new domain with a named company, published terms and a working status page still scores well, and a very old domain with nobody's name on it doesn't.\n\nRegistry dates come from each registry's own RDAP server. Where the registry doesn't publish one (`.gov.uk`, some brand top-level domains) we say so on the listing and score government domains in full.\n\n## Data quality\n\nA clean API over thin data still fails the task. For data providers, half of Task success will be a data-quality score computed from what the data covers, how fresh and how deep it is, whether the method and sources are published, what the licence lets you do, and whether the publisher has official standing. Coverage is the one judgement call in it, rated 1 to 5 with the evidence written next to the number. Task success is pending in this run, so the data-quality score is computed and published on each data provider's listing, and it isn't in the total until the task suite runs. Each listing also says what its terms allow for caching and redistribution, because an agent that stores a price it wasn't allowed to store is a problem for its operator.\n\n| Check | Points | How it's scored |\n| --- | --- | --- |\n| Coverage | 25 | Breadth and depth of what the data covers against the obvious alternatives, rated 1 to 5 by the panel and published with the evidence. |\n| Freshness | 15 | Real time 15, minutes 13, hourly 10, daily 7, static 3. |\n| History | 15 | 20 years or more 15, 10 years 12, 5 years 9, 1 year 5, less 2. |\n| Methodology published | 15 | How the data is collected, cleaned or calculated, in public. |\n| Sources disclosed | 10 | Where the data comes from, named. |\n| Licence | 10 | Open licence 10, clear proprietary terms 7, unclear 2. |\n| Official standing | 10 | Statutory register 10, regulated administrator 9, none 0. |\n\n## How each category is measured\n\n### In this run, from public evidence\n\nReliability, schema and documentation, agent ergonomics, security, payments, maintenance and the editorial half of transparency were scored against the checklists above by research agents reading what a model reads and what an operator would check. The tool definitions, the docs, the auth flow, the status history, the pricing, the terms and the repository. Each score's note is on the listing, with the sources. Vendors can dispute any item with evidence, and disputes are answered in public.\n\nMachine payment in this run was read from each vendor's documentation, its source and its listing in the x402 Bazaar where it had one.\n\n### When the probes and task suites run\n\nRemote tools will be probed every five minutes from London, Virginia and Singapore. A probe opens a session, lists tools, and runs one small fixed call that doesn't change state. Local tools will be started in a clean container every fifteen minutes, listed, and called once. We'll record availability, latency percentiles, error classes, timeouts, and whether the response shape matched the previous run. The token count of `tools/list` gets measured with a reference tokeniser in the default configuration and again with every optional toolset switched on, and both numbers are published, because the gap between them is the first thing to configure.\n\nMachine payment will be detected, not read. For x402 we call the endpoint without paying and look for a `402` carrying a `PAYMENT-REQUIRED` header (v2) or a JSON body with `x402Version: 1` (legacy) that names a scheme, a CAIP-2 network, an amount, an asset and a payee. MPP (`WWW-Authenticate: Payment`) and L402 (`WWW-Authenticate: L402`) challenges get detected the same way. For tools that settle, one real micropayment a week from a canary wallet, with the transaction hash published.\n\nEach category will have a suite of representative tasks (find a fact on the web, open a pull request, run a read-only query, pull a table out of a page). Once a month the suite runs through every tool in the category with a fixed reference model and a fixed harness, and we record pass@1, pass@4, turns, tokens, and whether the tool's own error messages were enough to recover from a first failure. The suites will be published so vendors can run them.\n\n### Maintenance and community, by public signals\n\nRelease cadence, time since the last release, responsiveness on issues and pull requests, presence in the official MCP registry under a verified namespace, and dependency health, all read from public repositories and package registries on the run date. For model APIs this is mostly about retirements. How much notice, how often, and whether a retired id fails loudly. Every dated change we find goes on the listing and on [Sunsets](/sunsets/), with a calendar feed at `/sunsets.ics`.\n\n## Leaderboard\n\nThe full ranking with every assessed category score. Sort and filter in the [directory](/tools/), or fetch it as JSON at `/api/v1/rankings.json`.\n\n| # | Tool | Category | Grade | Score | Reliability | Performance | Schema \u0026 documentation | Agent ergonomics | Security \u0026 auth | Payments \u0026 pricing | Task success | Maintenance \u0026 community | Transparency \u0026 trust | Negative | Confidence |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| 1 | [OpenAI Agents SDK](https://www.anchorterminal.com/tools/openai-agents-sdk.md) | Frameworks | AA | 86.5 | 85 | pending | 95 | 97 | 80 | 60 | pending | 100 | 92 | 0 | high |\n| 2 | [OpenAI API](https://www.anchorterminal.com/tools/openai-api.md) | Models | A | 82.8 | 70 | pending | 100 | 98 | 100 | 30 | pending | 91 | 85 | 0 | medium |\n| 3 | [Stripe API + MCP](https://www.anchorterminal.com/tools/stripe-mcp.md) | Platforms | A | 82.4 | 63 | pending | 90 | 94 | 97 | 65 | pending | 82 | 87 | 0 | high |\n| 4 | [Infisical](https://www.anchorterminal.com/tools/infisical.md) | Secrets | A | 81.9 | 90 | pending | 87 | 91 | 91 | 30 | pending | 90 | 85 | 0 | medium |\n| not ranked, protocol | [Machine Payments Protocol (MPP)](https://www.anchorterminal.com/tools/mpp.md) | Pay per call | A | 81.1 | 85 | pending | 89 | 91 | 79 | 94 | pending | 95 | 45 | -3 | medium |\n| 5 | [Twilio API + MCP](https://www.anchorterminal.com/tools/twilio.md) | Messaging | A | 80.4 | 90 | pending | 92 | 80 | 85 | 40 | pending | 85 | 81 | 0 | medium |\n| 6 | [Twilio Programmable Voice API + MCP](https://www.anchorterminal.com/tools/twilio-voice.md) | Calling | A | 80.4 | 90 | pending | 92 | 80 | 85 | 40 | pending | 85 | 81 | 0 | medium |\n| 7 | [Pydantic AI](https://www.anchorterminal.com/tools/pydantic-ai.md) | Frameworks | A | 80 | 83 | pending | 95 | 85 | 80 | 60 | pending | 90 | 77 | -2 | medium |\n| not ranked, protocol | [x402](https://www.anchorterminal.com/tools/x402.md) | Pay per call | A | 79.7 | 87 | pending | 86 | 84 | 67 | 97 | pending | 93 | 65 | -3 | high |\n| 8 | [Google Calendar API](https://www.anchorterminal.com/tools/google-calendar-api.md) | Scheduling | A | 79.5 | 90 | pending | 83 | 91 | 82 | 35 | pending | 87 | 79 | 0 | medium |\n| 9 | [Amazon S3](https://www.anchorterminal.com/tools/amazon-s3.md) | Storage | A | 79.3 | 95 | pending | 92 | 83 | 86 | 20 | pending | 83 | 80 | 0 | medium |\n| 10 | [Descope Agentic Identity Hub](https://www.anchorterminal.com/tools/descope-agentic-identity.md) | Agent auth | A | 79.2 | 100 | pending | 82 | 80 | 86 | 40 | pending | 76 | 70 | 0 | medium |\n| 11 | [Apify MCP Server](https://www.anchorterminal.com/tools/apify-mcp.md) | Scrapers | A | 78.6 | 65 | pending | 92 | 92 | 62 | 95 | pending | 95 | 88 | -3 | medium |\n| 12 | [Google Drive API + MCP](https://www.anchorterminal.com/tools/google-drive-api.md) | Storage | A | 78.6 | 90 | pending | 83 | 85 | 86 | 35 | pending | 85 | 74 | 0 | medium |\n| 13 | [MongoDB MCP Server](https://www.anchorterminal.com/tools/mongodb-mcp.md) | Databases | A | 78.6 | 85 | pending | 79 | 75 | 81 | 60 | pending | 92 | 78 | 0 | high |\n| 14 | [Cloudflare R2](https://www.anchorterminal.com/tools/cloudflare-r2.md) | Storage | A | 78.4 | 82 | pending | 92 | 90 | 83 | 30 | pending | 87 | 75 | 0 | medium |\n| 15 | [AWS Secrets Manager](https://www.anchorterminal.com/tools/aws-secrets-manager.md) | Secrets | A | 78.1 | 87 | pending | 96 | 90 | 88 | 20 | pending | 65 | 79 | 0 | medium |\n| 16 | [Google Cloud Model Armor](https://www.anchorterminal.com/tools/google-model-armor.md) | Guardrails | A | 78 | 90 | pending | 78 | 75 | 100 | 20 | pending | 85 | 88 | 0 | high |\n| 17 | [Bird API + MCP](https://www.anchorterminal.com/tools/bird.md) | Messaging | BB | 77.7 | 73 | pending | 92 | 90 | 85 | 35 | pending | 83 | 80 | 0 | medium |\n| 18 | [Claude API](https://www.anchorterminal.com/tools/anthropic-api.md) | Models | BB | 77.6 | 60 | pending | 90 | 95 | 92 | 30 | pending | 91 | 88 | 0 | medium |\n| 19 | [Novu](https://www.anchorterminal.com/tools/novu.md) | Notifications | BB | 77.4 | 93 | pending | 92 | 84 | 63 | 40 | pending | 92 | 70 | 0 | high |\n| 20 | [Tavily API + MCP](https://www.anchorterminal.com/tools/tavily-mcp.md) | Search | BB | 77.2 | 90 | pending | 89 | 81 | 52 | 75 | pending | 85 | 65 | 0 | medium |\n| 21 | [Temporal](https://www.anchorterminal.com/tools/temporal.md) | Human approval | BB | 77.2 | 85 | pending | 91 | 85 | 86 | 20 | pending | 90 | 70 | 0 | medium |\n| 22 | [Chrome DevTools MCP](https://www.anchorterminal.com/tools/chrome-devtools-mcp.md) | Browser | BB | 77.1 | 83 | pending | 87 | 83 | 63 | 60 | pending | 93 | 82 | -1 | high |\n| 23 | [Azure AI Speech speech-to-text](https://www.anchorterminal.com/tools/azure-speech-to-text.md) | STT | BB | 77 | 90 | pending | 80 | 75 | 95 | 20 | pending | 80 | 88 | 0 | medium |\n| 24 | [You.com APIs](https://www.anchorterminal.com/tools/you-com-api.md) | Search | BB | 76.9 | 85 | pending | 82 | 84 | 53 | 88 | pending | 82 | 63 | 0 | medium |\n| 25 | [Browserbase](https://www.anchorterminal.com/tools/browserbase.md) | Browser | BB | 76.6 | 90 | pending | 80 | 75 | 43 | 90 | pending | 92 | 75 | 0 | medium |\n| 26 | [Google Cloud Secret Manager](https://www.anchorterminal.com/tools/google-secret-manager.md) | Secrets | BB | 76.6 | 87 | pending | 83 | 82 | 85 | 20 | pending | 87 | 85 | 0 | medium |\n| 27 | [Tempo](https://www.anchorterminal.com/tools/tempo.md) | Platforms | BB | 76.6 | 71 | pending | 88 | 78 | 70 | 80 | pending | 88 | 63 | 0 | medium |\n| 28 | [Pinecone API + MCP](https://www.anchorterminal.com/tools/pinecone.md) | Retrieval | BB | 76.4 | 75 | pending | 94 | 93 | 79 | 40 | pending | 87 | 75 | -2 | high |\n| 29 | [Amazon Polly](https://www.anchorterminal.com/tools/amazon-polly.md) | TTS | BB | 75.8 | 100 | pending | 90 | 82 | 80 | 20 | pending | 50 | 80 | 0 | high |\n| 30 | [Supabase API + MCP](https://www.anchorterminal.com/tools/supabase-mcp.md) | Databases | BB | 75.8 | 60 | pending | 89 | 88 | 84 | 35 | pending | 90 | 92 | 0 | medium |\n| 31 | [GroqCloud](https://www.anchorterminal.com/tools/groq.md) | Models | BB | 75.7 | 100 | pending | 64 | 80 | 77 | 40 | pending | 72 | 86 | 0 | medium |\n| 32 | [Arize Phoenix](https://www.anchorterminal.com/tools/arize-phoenix.md) | Evals | BB | 75.6 | 77 | pending | 88 | 90 | 56 | 60 | pending | 84 | 76 | 0 | medium |\n| 33 | [Modal Sandboxes](https://www.anchorterminal.com/tools/modal-sandboxes.md) | Sandboxes | BB | 75.6 | 95 | pending | 79 | 67 | 76 | 40 | pending | 93 | 74 | 0 | medium |\n| 34 | [Firecrawl MCP](https://www.anchorterminal.com/tools/firecrawl-mcp.md) | Scrapers | BB | 75.5 | 70 | pending | 88 | 92 | 67 | 50 | pending | 87 | 76 | 0 | high |\n| 35 | [Backblaze B2](https://www.anchorterminal.com/tools/backblaze-b2.md) | Storage | BB | 75.4 | 60 | pending | 89 | 85 | 90 | 40 | pending | 90 | 74 | 0 | medium |\n| 36 | [Composio (API + MCP)](https://www.anchorterminal.com/tools/composio-rube.md) | Tool access | BB | 75.3 | 70 | pending | 89 | 90 | 70 | 40 | pending | 93 | 78 | 0 | medium |\n| 37 | [Qdrant API + MCP](https://www.anchorterminal.com/tools/qdrant.md) | Retrieval | BB | 75.3 | 80 | pending | 87 | 87 | 83 | 30 | pending | 85 | 84 | -2 | high |\n| 38 | [Resend API + MCP](https://www.anchorterminal.com/tools/resend.md) | Email | BB | 75.3 | 85 | pending | 95 | 67 | 65 | 40 | pending | 93 | 85 | 0 | medium |\n| 39 | [Mapbox APIs + MCP](https://www.anchorterminal.com/tools/mapbox.md) | Maps | BB | 75.2 | 82 | pending | 85 | 88 | 71 | 30 | pending | 80 | 86 | 0 | medium |\n| 40 | [Shopify API + MCP](https://www.anchorterminal.com/tools/shopify.md) | Commerce | BB | 75.2 | 73 | pending | 92 | 79 | 71 | 40 | pending | 85 | 91 | 0 | medium |\n| 41 | [Amazon Bedrock Guardrails](https://www.anchorterminal.com/tools/amazon-bedrock-guardrails.md) | Guardrails | BB | 75.1 | 80 | pending | 92 | 93 | 94 | 20 | pending | 45 | 70 | 0 | medium |\n| 42 | [Amazon SES](https://www.anchorterminal.com/tools/amazon-ses.md) | Email | BB | 75.1 | 95 | pending | 85 | 64 | 87 | 20 | pending | 85 | 77 | 0 | medium |\n| 43 | [ZenRows](https://www.anchorterminal.com/tools/zenrows.md) | Scrapers | BB | 75.1 | 87 | pending | 83 | 79 | 41 | 80 | pending | 87 | 75 | 0 | medium |\n| 44 | [AgentMail API + MCP](https://www.anchorterminal.com/tools/agentmail.md) | Inboxes | BB | 75 | 61 | pending | 85 | 86 | 62 | 85 | pending | 85 | 70 | 0 | medium |\n| 45 | [Agent Development Kit (ADK)](https://www.anchorterminal.com/tools/google-adk.md) | Frameworks | BB | 74.9 | 80 | pending | 87 | 70 | 92 | 60 | pending | 87 | 70 | -4 | medium |\n| 46 | [Trigger.dev](https://www.anchorterminal.com/tools/trigger-dev.md) | Human approval | BB | 74.8 | 75 | pending | 91 | 79 | 73 | 40 | pending | 90 | 74 | 0 | medium |\n| 47 | [Speechify API Voice Cloning](https://www.anchorterminal.com/tools/speechify-voice-cloning.md) | Cloning | BB | 74.5 | 90 | pending | 94 | 82 | 73 | 20 | pending | 75 | 69 | 0 | medium |\n| 48 | [Telnyx Voice API + MCP](https://www.anchorterminal.com/tools/telnyx-voice.md) | Calling | BB | 74.4 | 75 | pending | 93 | 90 | 45 | 65 | pending | 83 | 73 | 0 | medium |\n| 49 | [Spider](https://www.anchorterminal.com/tools/spider-cloud.md) | Scrapers | BB | 74.3 | 80 | pending | 87 | 70 | 42 | 96 | pending | 85 | 69 | 0 | medium |\n| 50 | [Circle Wallets (Agent Wallets, Programmable Wallets)](https://www.anchorterminal.com/tools/circle-wallets.md) | Wallets | BB | 74.1 | 68 | pending | 88 | 75 | 65 | 75 | pending | 77 | 75 | 0 | medium |\n| 51 | [Parallel Search and Task APIs](https://www.anchorterminal.com/tools/parallel-search-api.md) | Search | BB | 74.1 | 75 | pending | 94 | 81 | 45 | 75 | pending | 87 | 66 | 0 | medium |\n| 52 | [goose](https://www.anchorterminal.com/tools/goose.md) | Harnesses | BB | 73.9 | 77 | pending | 81 | 82 | 77 | 60 | pending | 86 | 63 | -2 | medium |\n| 53 | [ElevenLabs Voice Cloning and Voice Design API](https://www.anchorterminal.com/tools/elevenlabs-voice-cloning.md) | Cloning | BB | 73.8 | 63 | pending | 87 | 85 | 84 | 30 | pending | 85 | 84 | 0 | high |\n| 54 | [Telnyx API + MCP](https://www.anchorterminal.com/tools/telnyx.md) | Messaging | BB | 73.8 | 80 | pending | 93 | 80 | 45 | 65 | pending | 83 | 73 | 0 | medium |\n| 55 | [Akeyless (SecretlessAI and MCP server)](https://www.anchorterminal.com/tools/akeyless.md) | Secrets | BB | 73.7 | 90 | pending | 81 | 63 | 89 | 25 | pending | 82 | 73 | 0 | medium |\n| 56 | [Azure AI Speech text-to-speech](https://www.anchorterminal.com/tools/azure-text-to-speech.md) | TTS | BB | 73.7 | 90 | pending | 65 | 75 | 90 | 20 | pending | 80 | 88 | 0 | medium |\n| 57 | [Amazon Transcribe](https://www.anchorterminal.com/tools/amazon-transcribe.md) | STT | BB | 73.6 | 95 | pending | 90 | 80 | 80 | 20 | pending | 35 | 85 | 0 | medium |\n| 58 | [OpenAI Codex](https://www.anchorterminal.com/tools/openai-codex.md) | Harnesses | BB | 73.4 | 55 | pending | 90 | 80 | 82 | 60 | pending | 87 | 83 | -2 | medium |\n| 59 | [OpenAI embeddings](https://www.anchorterminal.com/tools/openai-embeddings.md) | Embeddings | BB | 73.4 | 65 | pending | 89 | 90 | 95 | 30 | pending | 60 | 88 | -2 | high |\n| 60 | [Apideck Accounting API + MCP](https://www.anchorterminal.com/tools/apideck-accounting.md) | Accounting | BB | 73.2 | 75 | pending | 92 | 88 | 66 | 30 | pending | 80 | 76 | 0 | medium |\n| 61 | [ElevenLabs Text to Speech API + MCP](https://www.anchorterminal.com/tools/elevenlabs-tts.md) | TTS | BB | 73.1 | 80 | pending | 94 | 82 | 60 | 40 | pending | 77 | 71 | 0 | high |\n| 62 | [Context7](https://www.anchorterminal.com/tools/context7.md) | Code | BB | 73 | 68 | pending | 86 | 69 | 69 | 60 | pending | 95 | 72 | 0 | medium |\n| 63 | [Deepgram Text-to-Speech (Aura-2, Flux TTS)](https://www.anchorterminal.com/tools/deepgram-tts.md) | TTS | BB | 73 | 70 | pending | 95 | 82 | 70 | 40 | pending | 73 | 75 | 0 | high |\n| 64 | [WooCommerce API + MCP](https://www.anchorterminal.com/tools/woocommerce.md) | Commerce | BB | 73 | 80 | pending | 77 | 83 | 55 | 60 | pending | 82 | 76 | 0 | medium |\n| 65 | [SuprSend](https://www.anchorterminal.com/tools/suprsend.md) | Notifications | BB | 72.9 | 69 | pending | 94 | 87 | 66 | 40 | pending | 81 | 69 | 0 | medium |\n| 66 | [Langfuse API + MCP](https://www.anchorterminal.com/tools/langfuse.md) | Evals | BB | 72.8 | 80 | pending | 93 | 74 | 65 | 40 | pending | 88 | 87 | -2 | high |\n| 67 | [OpenAI Image API](https://www.anchorterminal.com/tools/openai-image-api.md) | Image | BB | 72.7 | 80 | pending | 90 | 72 | 85 | 20 | pending | 79 | 92 | -2 | high |\n| 68 | [BlockRun.AI](https://www.anchorterminal.com/tools/blockrun-ai.md) | Models | BB | 72.5 | 55 | pending | 75 | 70 | 70 | 100 | pending | 85 | 66 | 0 | medium |\n| 69 | [Cohere Embed and Rerank](https://www.anchorterminal.com/tools/cohere-embed.md) | Embeddings | BB | 72.5 | 83 | pending | 92 | 87 | 50 | 35 | pending | 87 | 69 | 0 | medium |\n| 70 | [DeepL API](https://www.anchorterminal.com/tools/deepl-api.md) | Translation | BB | 72.4 | 52 | pending | 95 | 83 | 82 | 30 | pending | 87 | 84 | 0 | medium |\n| 71 | [Claude Agent SDK](https://www.anchorterminal.com/tools/claude-agent-sdk.md) | Frameworks | BB | 72.4 | 70 | pending | 89 | 94 | 83 | 40 | pending | 87 | 86 | -6 | medium |\n| 72 | [Gemini CLI](https://www.anchorterminal.com/tools/gemini-cli.md) | Harnesses | BB | 72.3 | 71 | pending | 93 | 78 | 67 | 40 | pending | 88 | 90 | -2 | medium |\n| 73 | [Azure Translator](https://www.anchorterminal.com/tools/azure-translator.md) | Translation | BB | 72.2 | 83 | pending | 83 | 82 | 75 | 20 | pending | 70 | 80 | 0 | medium |\n| 74 | [Scalekit AgentKit](https://www.anchorterminal.com/tools/scalekit-agentkit.md) | Agent auth | BB | 72.1 | 75 | pending | 87 | 83 | 66 | 40 | pending | 80 | 68 | 0 | medium |\n| 75 | [Terraform MCP Server](https://www.anchorterminal.com/tools/terraform-mcp.md) | Infra | BB | 72.1 | 83 | pending | 80 | 74 | 65 | 60 | pending | 78 | 89 | -3 | high |\n| 76 | [CoinGecko x402 API](https://www.anchorterminal.com/tools/coingecko-x402-api.md) | Data | BB | 71.9 | 70 | pending | 72 | 61 | 60 | 96 | pending | 82 | 75 | 0 | medium |\n| 77 | [Intercom API + MCP](https://www.anchorterminal.com/tools/intercom.md) | Support | BB | 71.8 | 73 | pending | 94 | 74 | 72 | 30 | pending | 72 | 83 | 0 | medium |\n| 78 | [Coinbase Developer Platform (Agentic Wallet, AgentKit, CDP MCP)](https://www.anchorterminal.com/tools/coinbase-cdp-agentkit.md) | Wallets | BB | 71.6 | 49 | pending | 94 | 83 | 78 | 85 | pending | 77 | 80 | -5 | medium |\n| 79 | [Doppler](https://www.anchorterminal.com/tools/doppler.md) | Secrets | BB | 71.6 | 90 | pending | 81 | 59 | 82 | 25 | pending | 76 | 77 | 0 | medium |\n| 80 | [HubSpot API + MCP](https://www.anchorterminal.com/tools/hubspot-mcp.md) | CRM | BB | 71.6 | 60 | pending | 92 | 72 | 82 | 30 | pending | 84 | 86 | 0 | high |\n| 81 | [OpenAI Moderation API](https://www.anchorterminal.com/tools/openai-moderation.md) | Guardrails | BB | 71.6 | 65 | pending | 92 | 85 | 92 | 30 | pending | 47 | 90 | -2 | high |\n| 82 | [Auth0 for AI Agents (Token Vault)](https://www.anchorterminal.com/tools/auth0-ai-agents.md) | Agent auth | BB | 71.5 | 75 | pending | 73 | 71 | 88 | 30 | pending | 74 | 85 | 0 | medium |\n| 83 | [ElevenLabs Agents API + MCP](https://www.anchorterminal.com/tools/elevenlabs-agents.md) | Voice agents | BB | 71.5 | 60 | pending | 92 | 77 | 76 | 35 | pending | 85 | 79 | 0 | medium |\n| 84 | [Vendure](https://www.anchorterminal.com/tools/vendure.md) | Commerce | BB | 71.4 | 89 | pending | 91 | 68 | 65 | 45 | pending | 85 | 72 | -3 | medium |\n| 85 | [LangSmith API + MCP](https://www.anchorterminal.com/tools/langsmith.md) | Evals | BB | 71.3 | 81 | pending | 86 | 76 | 77 | 40 | pending | 85 | 78 | -4 | medium |\n| 86 | [Mistral AI API](https://www.anchorterminal.com/tools/mistral-api.md) | Models | BB | 71.3 | 50 | pending | 93 | 91 | 66 | 40 | pending | 88 | 82 | 0 | medium |\n| 87 | [Nylas Calendar and Scheduler API](https://www.anchorterminal.com/tools/nylas-calendar.md) | Scheduling | BB | 71.3 | 75 | pending | 91 | 71 | 59 | 40 | pending | 88 | 79 | 0 | medium |\n| 88 | [Cloudflare MCP Servers](https://www.anchorterminal.com/tools/cloudflare-mcp.md) | Infra | BB | 71.1 | 67 | pending | 78 | 77 | 74 | 45 | pending | 69 | 90 | 0 | medium |\n| 89 | [Nevermined API + MCP](https://www.anchorterminal.com/tools/nevermined.md) | Platforms | BB | 71.1 | 72 | pending | 80 | 74 | 63 | 65 | pending | 89 | 54 | 0 | medium |\n| 90 | [Gemini Embedding](https://www.anchorterminal.com/tools/gemini-embedding.md) | Embeddings | BB | 71 | 65 | pending | 89 | 86 | 70 | 30 | pending | 75 | 80 | 0 | medium |\n| 91 | [Murf TTS API + MCP](https://www.anchorterminal.com/tools/murf-tts.md) | TTS | BB | 70.9 | 90 | pending | 85 | 71 | 68 | 40 | pending | 53 | 69 | 0 | medium |\n| 92 | [OpenHands](https://www.anchorterminal.com/tools/openhands.md) | Harnesses | BB | 70.9 | 83 | pending | 87 | 78 | 66 | 60 | pending | 85 | 69 | -5 | medium |\n| 93 | [Typesense API + MCP](https://www.anchorterminal.com/tools/typesense.md) | Retrieval | BB | 70.9 | 83 | pending | 86 | 93 | 58 | 30 | pending | 72 | 80 | -2 | medium |\n| 94 | [Deepgram Speech-to-Text (Nova-3, Flux)](https://www.anchorterminal.com/tools/deepgram-stt.md) | STT | BB | 70.6 | 65 | pending | 95 | 75 | 65 | 40 | pending | 80 | 75 | 0 | medium |\n| 95 | [LangGraph](https://www.anchorterminal.com/tools/langgraph.md) | Frameworks | BB | 70.6 | 75 | pending | 89 | 70 | 60 | 60 | pending | 90 | 79 | -3 | medium |\n| 96 | [Courier](https://www.anchorterminal.com/tools/courier.md) | Notifications | BB | 70.5 | 92 | pending | 84 | 68 | 56 | 35 | pending | 86 | 65 | 0 | medium |\n| 97 | [GitHub MCP Server](https://www.anchorterminal.com/tools/github-mcp-server.md) | Code | BB | 70.5 | 60 | pending | 83 | 78 | 84 | 40 | pending | 93 | 86 | -3 | medium |\n| 98 | [Google Cloud Speech-to-Text](https://www.anchorterminal.com/tools/google-speech-to-text.md) | STT | BB | 70.4 | 85 | pending | 80 | 70 | 95 | 20 | pending | 25 | 88 | 0 | medium |\n| 99 | [Sentry MCP](https://www.anchorterminal.com/tools/sentry-mcp.md) | Observability | BB | 70.4 | 46 | pending | 87 | 85 | 75 | 40 | pending | 90 | 83 | 0 | medium |\n| 100 | [Merge Accounting API](https://www.anchorterminal.com/tools/merge-accounting.md) | Accounting | BB | 70.2 | 75 | pending | 86 | 72 | 67 | 35 | pending | 83 | 70 | 0 | medium |\n| 101 | [Privy Wallets (server wallets, agent wallets, policy engine)](https://www.anchorterminal.com/tools/privy.md) | Wallets | BB | 70.1 | 48 | pending | 83 | 73 | 85 | 55 | pending | 80 | 73 | 0 | medium |\n| 102 | [Massive (formerly Polygon.io)](https://www.anchorterminal.com/tools/massive.md) | Data | BB | 70 | 63 | pending | 89 | 78 | 35 | 90 | pending | 79 | 68 | 0 | medium |\n| 103 | [Plaid](https://www.anchorterminal.com/tools/plaid.md) | Bank data | BB | 70 | 68 | pending | 93 | 82 | 67 | 15 | pending | 83 | 81 | 0 | high |\n| 104 | [1Password service accounts, SDKs and Environments MCP](https://www.anchorterminal.com/tools/1password.md) | Secrets | B | 69.9 | 68 | pending | 74 | 69 | 94 | 20 | pending | 72 | 89 | 0 | medium |\n| 105 | [Amazon Translate](https://www.anchorterminal.com/tools/amazon-translate.md) | Translation | B | 69.8 | 90 | pending | 90 | 80 | 75 | 20 | pending | 25 | 73 | 0 | high |\n| 106 | [Glean](https://www.anchorterminal.com/tools/glean.md) | Knowledge | B | 69.8 | 60 | pending | 93 | 80 | 87 | 0 | pending | 85 | 80 | 0 | medium |\n| 107 | [Scrapfly](https://www.anchorterminal.com/tools/scrapfly.md) | Scrapers | B | 69.8 | 50 | pending | 95 | 80 | 70 | 40 | pending | 84 | 77 | 0 | medium |\n| 108 | [Gladia Speech-to-Text API + MCP](https://www.anchorterminal.com/tools/gladia-stt.md) | STT | B | 69.7 | 60 | pending | 95 | 75 | 70 | 40 | pending | 80 | 66 | 0 | medium |\n| 109 | [Box API + MCP](https://www.anchorterminal.com/tools/box-api.md) | Storage | B | 69.6 | 65 | pending | 91 | 72 | 73 | 25 | pending | 84 | 79 | 0 | medium |\n| 110 | [OneSignal](https://www.anchorterminal.com/tools/onesignal.md) | Notifications | B | 69.6 | 70 | pending | 87 | 64 | 74 | 35 | pending | 81 | 76 | 0 | medium |\n| 111 | [Vercel Sandbox](https://www.anchorterminal.com/tools/vercel-sandbox.md) | Sandboxes | B | 69.6 | 70 | pending | 77 | 65 | 80 | 40 | pending | 80 | 75 | 0 | medium |\n| 112 | [Zep](https://www.anchorterminal.com/tools/zep.md) | Memory | B | 69.6 | 65 | pending | 89 | 70 | 84 | 30 | pending | 80 | 61 | 0 | high |\n| 113 | [OpenCage Geocoding API](https://www.anchorterminal.com/tools/opencage.md) | Maps | B | 69.5 | 85 | pending | 77 | 86 | 47 | 35 | pending | 66 | 87 | 0 | high |\n| 114 | [Retell AI API + MCP](https://www.anchorterminal.com/tools/retell-ai.md) | Voice agents | B | 69.4 | 60 | pending | 92 | 60 | 76 | 40 | pending | 85 | 79 | 0 | medium |\n| 115 | [Laya](https://www.anchorterminal.com/tools/convai-laya.md) | Decisions | B | 69.2 | 65 | pending | 80 | 80 | 57 | 60 | pending | 83 | 62 | 0 | medium |\n| 116 | [Linkup](https://www.anchorterminal.com/tools/linkup.md) | Search | B | 69.1 | 70 | pending | 88 | 76 | 32 | 80 | pending | 83 | 64 | 0 | medium |\n| 117 | [ElevenLabs Scribe Speech to Text API](https://www.anchorterminal.com/tools/elevenlabs-scribe.md) | STT | B | 69 | 70 | pending | 95 | 75 | 55 | 40 | pending | 75 | 71 | 0 | medium |\n| 118 | [Zendesk Support API](https://www.anchorterminal.com/tools/zendesk.md) | Support | B | 68.9 | 68 | pending | 83 | 77 | 75 | 10 | pending | 81 | 89 | 0 | medium |\n| 119 | [OpenRouter](https://www.anchorterminal.com/tools/openrouter.md) | Models | B | 68.8 | 55 | pending | 90 | 85 | 60 | 40 | pending | 84 | 74 | 0 | medium |\n| 120 | [NVIDIA NeMo Guardrails](https://www.anchorterminal.com/tools/nemo-guardrails.md) | Guardrails | B | 68.7 | 75 | pending | 69 | 67 | 62 | 60 | pending | 80 | 71 | 0 | medium |\n| 121 | [Saleor API + MCP](https://www.anchorterminal.com/tools/saleor.md) | Commerce | B | 68.7 | 50 | pending | 89 | 86 | 71 | 45 | pending | 85 | 77 | -2 | medium |\n| 122 | [E2B](https://www.anchorterminal.com/tools/e2b.md) | Sandboxes | B | 68.5 | 60 | pending | 92 | 65 | 62 | 50 | pending | 88 | 71 | 0 | medium |\n| 123 | [Google Maps Platform + Grounding Lite MCP](https://www.anchorterminal.com/tools/google-maps-platform.md) | Maps | B | 68.5 | 85 | pending | 77 | 85 | 67 | 20 | pending | 50 | 75 | 0 | medium |\n| 124 | [fal music models](https://www.anchorterminal.com/tools/fal-music.md) | Music | B | 68.5 | 80 | pending | 85 | 80 | 62 | 20 | pending | 82 | 59 | 0 | medium |\n| 125 | [Calendly API + MCP](https://www.anchorterminal.com/tools/calendly.md) | Scheduling | B | 68.4 | 85 | pending | 86 | 61 | 70 | 30 | pending | 50 | 81 | 0 | medium |\n| 126 | [Deepgram Voice Agent API](https://www.anchorterminal.com/tools/deepgram-voice-agent.md) | Voice agents | B | 68.4 | 55 | pending | 90 | 67 | 71 | 40 | pending | 85 | 80 | 0 | medium |\n| 127 | [CoinMarketCap x402 API](https://www.anchorterminal.com/tools/coinmarketcap-x402-api.md) | Databases | B | 68.3 | 77 | pending | 72 | 77 | 50 | 85 | pending | 73 | 33 | 0 | medium |\n| 128 | [ScrapeGraphAI](https://www.anchorterminal.com/tools/scrapegraphai.md) | Scrapers | B | 68.3 | 64 | pending | 88 | 72 | 39 | 90 | pending | 70 | 61 | 0 | medium |\n| 129 | [Dropbox API + MCP](https://www.anchorterminal.com/tools/dropbox-api.md) | Storage | B | 68.2 | 52 | pending | 91 | 77 | 73 | 35 | pending | 90 | 63 | 0 | medium |\n| 130 | [Google Cloud Translation](https://www.anchorterminal.com/tools/google-cloud-translation.md) | Translation | B | 68.2 | 90 | pending | 70 | 74 | 80 | 20 | pending | 38 | 80 | 0 | high |\n| 131 | [Weaviate API + MCP](https://www.anchorterminal.com/tools/weaviate.md) | Retrieval | B | 68.2 | 35 | pending | 82 | 92 | 79 | 40 | pending | 90 | 71 | 0 | medium |\n| 132 | [Brave Search API + MCP](https://www.anchorterminal.com/tools/brave-search-mcp.md) | Search | B | 68.1 | 55 | pending | 72 | 72 | 58 | 70 | pending | 87 | 82 | 0 | medium |\n| 133 | [LocalAI](https://www.anchorterminal.com/tools/localai.md) | Local AI | B | 68 | 84 | pending | 81 | 71 | 62 | 60 | pending | 80 | 47 | -3 | medium |\n| 134 | [OpenCode](https://www.anchorterminal.com/tools/opencode.md) | Harnesses | B | 68 | 68 | pending | 88 | 79 | 60 | 60 | pending | 81 | 71 | -4 | medium |\n| 135 | [Nango](https://www.anchorterminal.com/tools/nango.md) | Agent auth | B | 67.9 | 78 | pending | 85 | 74 | 67 | 40 | pending | 90 | 78 | -5 | medium |\n| 136 | [Azure MCP Server](https://www.anchorterminal.com/tools/azure-mcp.md) | Infra | B | 67.8 | 69 | pending | 77 | 72 | 73 | 60 | pending | 89 | 77 | -5 | medium |\n| 137 | [Cloudflare Sandbox SDK](https://www.anchorterminal.com/tools/cloudflare-sandbox-sdk.md) | Sandboxes | B | 67.8 | 87 | pending | 77 | 63 | 65 | 30 | pending | 70 | 73 | 0 | medium |\n| 138 | [Playwright MCP](https://www.anchorterminal.com/tools/playwright-mcp.md) | Browser | B | 67.6 | 57 | pending | 70 | 84 | 57 | 60 | pending | 84 | 72 | 0 | medium |\n| 139 | [Zernio (formerly Late) API + MCP](https://www.anchorterminal.com/tools/late.md) | Social | B | 67.5 | 80 | pending | 83 | 88 | 57 | 40 | pending | 87 | 59 | -4 | medium |\n| 140 | [Crossmint API + Docs MCP](https://www.anchorterminal.com/tools/crossmint.md) | Platforms | B | 67.4 | 53 | pending | 71 | 71 | 73 | 50 | pending | 85 | 83 | 0 | medium |\n| 141 | [Kev](https://www.anchorterminal.com/tools/jaredpalmer-kev.md) | Decisions | B | 67.4 | 73 | pending | 77 | 78 | 49 | 60 | pending | 83 | 49 | 0 | medium |\n| 142 | [Nansen x402 API](https://www.anchorterminal.com/tools/nansen-x402-api.md) | Databases | B | 67.4 | 45 | pending | 84 | 86 | 45 | 95 | pending | 75 | 51 | 0 | medium |\n| 143 | [Xero API + MCP](https://www.anchorterminal.com/tools/xero.md) | Accounting | B | 67.4 | 68 | pending | 79 | 75 | 64 | 35 | pending | 76 | 75 | 0 | medium |\n| 144 | [SignalWire Voice API](https://www.anchorterminal.com/tools/signalwire-voice.md) | Calling | B | 67.3 | 53 | pending | 87 | 68 | 72 | 40 | pending | 81 | 78 | 0 | medium |\n| 145 | [Speechmatics Speech-to-Text](https://www.anchorterminal.com/tools/speechmatics-stt.md) | STT | B | 67.3 | 70 | pending | 65 | 80 | 65 | 40 | pending | 75 | 78 | 0 | medium |\n| 146 | [Vonage Messages API + MCP](https://www.anchorterminal.com/tools/vonage.md) | Messaging | B | 67.1 | 77 | pending | 90 | 50 | 73 | 37 | pending | 80 | 52 | 0 | medium |\n| 147 | [Arcade.dev](https://www.anchorterminal.com/tools/arcade.md) | Agent auth | B | 67 | 63 | pending | 82 | 79 | 71 | 40 | pending | 74 | 72 | -2 | medium |\n| 148 | [AssemblyAI Speech-to-Text (Universal)](https://www.anchorterminal.com/tools/assemblyai-stt.md) | STT | B | 67 | 70 | pending | 95 | 80 | 50 | 40 | pending | 80 | 78 | -3 | medium |\n| 149 | [CrewAI](https://www.anchorterminal.com/tools/crewai.md) | Frameworks | B | 67 | 78 | pending | 74 | 80 | 65 | 40 | pending | 88 | 72 | -4 | medium |\n| 150 | [ElevenLabs Music API](https://www.anchorterminal.com/tools/elevenlabs-music.md) | Music | B | 67 | 63 | pending | 86 | 65 | 77 | 20 | pending | 80 | 79 | 0 | medium |\n| 151 | [Google Weather API (Maps Platform)](https://www.anchorterminal.com/tools/google-weather-api.md) | Weather | B | 67 | 85 | pending | 82 | 79 | 71 | 25 | pending | 20 | 75 | 0 | high |\n| 152 | [Close API + MCP](https://www.anchorterminal.com/tools/close.md) | CRM | B | 66.9 | 81 | pending | 82 | 56 | 66 | 30 | pending | 79 | 69 | 0 | medium |\n| 153 | [Duffel Flights and Stays API](https://www.anchorterminal.com/tools/duffel.md) | Travel | B | 66.9 | 70 | pending | 59 | 80 | 60 | 40 | pending | 92 | 77 | 0 | high |\n| 154 | [OpenMetadata](https://www.anchorterminal.com/tools/openmetadata.md) | Knowledge | B | 66.9 | 84 | pending | 85 | 85 | 65 | 20 | pending | 89 | 55 | -4 | medium |\n| 155 | [Knock](https://www.anchorterminal.com/tools/knock.md) | Notifications | B | 66.8 | 58 | pending | 88 | 64 | 71 | 40 | pending | 86 | 63 | 0 | medium |\n| 156 | [Wikimedia REST API](https://www.anchorterminal.com/tools/wikimedia.md) | Data | B | 66.8 | 63 | pending | 68 | 68 | 66 | 60 | pending | 70 | 79 | 0 | medium |\n| 157 | [Baseten](https://www.anchorterminal.com/tools/baseten.md) | GPU compute | B | 66.7 | 80 | pending | 84 | 55 | 82 | 40 | pending | 90 | 67 | -5 | medium |\n| 158 | [Postmark API + MCP](https://www.anchorterminal.com/tools/postmark.md) | Email | B | 66.7 | 60 | pending | 81 | 79 | 63 | 40 | pending | 65 | 80 | 0 | medium |\n| 159 | [Clef](https://www.anchorterminal.com/tools/cloudflare-clef.md) | Decisions | B | 66.3 | 61 | pending | 75 | 75 | 69 | 40 | pending | 56 | 89 | 0 | medium |\n| 160 | [Inngest](https://www.anchorterminal.com/tools/inngest.md) | Human approval | B | 66.3 | 57 | pending | 89 | 76 | 60 | 40 | pending | 88 | 56 | 0 | medium |\n| 161 | [Mailgun API + MCP](https://www.anchorterminal.com/tools/mailgun.md) | Email | B | 66.3 | 57 | pending | 83 | 60 | 74 | 40 | pending | 87 | 70 | 0 | medium |\n| 162 | [Pirate Weather](https://www.anchorterminal.com/tools/pirate-weather.md) | Weather | B | 66.2 | 75 | pending | 85 | 77 | 45 | 30 | pending | 80 | 71 | 0 | medium |\n| 163 | [Exa API + MCP](https://www.anchorterminal.com/tools/exa-mcp.md) | Search | B | 66.1 | 67 | pending | 86 | 96 | 43 | 90 | pending | 88 | 65 | -9 | medium |\n| 164 | [Figma API + MCP](https://www.anchorterminal.com/tools/figma-mcp.md) | Design | B | 66.1 | 59 | pending | 86 | 60 | 74 | 30 | pending | 84 | 75 | 0 | medium |\n| 165 | [Respan API + MCP](https://www.anchorterminal.com/tools/respan.md) | Evals | B | 65.9 | 73 | pending | 89 | 66 | 66 | 30 | pending | 85 | 61 | -2 | medium |\n| 166 | [Twenty API + MCP](https://www.anchorterminal.com/tools/twenty.md) | CRM | B | 65.9 | 46 | pending | 88 | 80 | 58 | 30 | pending | 97 | 80 | 0 | medium |\n| 167 | [Pipedream API + MCP](https://www.anchorterminal.com/tools/pipedream.md) | Workflows | B | 65.8 | 65 | pending | 74 | 73 | 58 | 40 | pending | 79 | 78 | 0 | medium |\n| 168 | [Plain API + MCP](https://www.anchorterminal.com/tools/plain.md) | Support | B | 65.8 | 70 | pending | 92 | 68 | 65 | 30 | pending | 84 | 72 | -3 | medium |\n| 169 | [WeatherAPI.com](https://www.anchorterminal.com/tools/weatherapi-com.md) | Weather | B | 65.8 | 90 | pending | 89 | 80 | 37 | 30 | pending | 45 | 70 | 0 | medium |\n| 170 | [Microsoft Graph Calendar API](https://www.anchorterminal.com/tools/microsoft-graph-calendar.md) | Scheduling | B | 65.6 | 65 | pending | 83 | 88 | 65 | 35 | pending | 76 | 73 | -4 | medium |\n| 171 | [Stadia Maps](https://www.anchorterminal.com/tools/stadia-maps.md) | Maps | B | 65.5 | 63 | pending | 86 | 80 | 40 | 40 | pending | 80 | 79 | 0 | medium |\n| 172 | [fal image models](https://www.anchorterminal.com/tools/fal-image.md) | Image | B | 65.5 | 73 | pending | 85 | 72 | 65 | 20 | pending | 79 | 52 | 0 | medium |\n| 173 | [Alibaba Wan (Model Studio)](https://www.anchorterminal.com/tools/alibaba-wan.md) | Video | B | 65.4 | 70 | pending | 67 | 63 | 80 | 20 | pending | 77 | 80 | 0 | medium |\n| 174 | [LanceDB](https://www.anchorterminal.com/tools/lancedb.md) | Retrieval | B | 65.4 | 75 | pending | 81 | 74 | 44 | 20 | pending | 93 | 79 | 0 | medium |\n| 175 | [Miro API + MCP](https://www.anchorterminal.com/tools/miro.md) | Design | B | 65.3 | 73 | pending | 85 | 63 | 70 | 30 | pending | 77 | 79 | -3 | medium |\n| 176 | [Onyx](https://www.anchorterminal.com/tools/onyx.md) | Knowledge | B | 65.3 | 69 | pending | 88 | 77 | 71 | 30 | pending | 77 | 66 | -4 | medium |\n| 177 | [Runloop Devboxes](https://www.anchorterminal.com/tools/runloop.md) | Sandboxes | B | 65 | 60 | pending | 85 | 66 | 60 | 50 | pending | 83 | 51 | 0 | medium |\n| 178 | [Canva REST APIs + MCP](https://www.anchorterminal.com/tools/canva.md) | Assets | B | 64.6 | 64 | pending | 95 | 59 | 63 | 30 | pending | 85 | 86 | -3 | medium |\n| 179 | [Valyu](https://www.anchorterminal.com/tools/valyu.md) | Search | B | 64.6 | 53 | pending | 87 | 78 | 44 | 45 | pending | 80 | 79 | 0 | medium |\n| 180 | [BigCommerce API + MCP](https://www.anchorterminal.com/tools/bigcommerce.md) | Commerce | B | 64.5 | 62 | pending | 66 | 62 | 70 | 40 | pending | 82 | 78 | 0 | medium |\n| 181 | [Marmot](https://www.anchorterminal.com/tools/marmot.md) | Knowledge | B | 64.5 | 62 | pending | 82 | 84 | 61 | 20 | pending | 88 | 71 | -2 | medium |\n| 182 | [Cronofy API](https://www.anchorterminal.com/tools/cronofy.md) | Scheduling | B | 64.4 | 85 | pending | 58 | 76 | 60 | 30 | pending | 56 | 74 | 0 | medium |\n| 183 | [Daytona](https://www.anchorterminal.com/tools/daytona.md) | Sandboxes | B | 64.4 | 60 | pending | 87 | 55 | 63 | 50 | pending | 80 | 58 | 0 | medium |\n| 184 | [HashiCorp Vault + Vault MCP Server](https://www.anchorterminal.com/tools/hashicorp-vault.md) | Secrets | B | 64.4 | 71 | pending | 74 | 64 | 86 | 30 | pending | 77 | 83 | -5 | medium |\n| 185 | [Bandwidth Messaging API + MCP](https://www.anchorterminal.com/tools/bandwidth.md) | Messaging | B | 64.3 | 70 | pending | 86 | 73 | 55 | 20 | pending | 78 | 63 | 0 | medium |\n| 186 | [Black Forest Labs FLUX API](https://www.anchorterminal.com/tools/black-forest-labs.md) | Image | B | 64.2 | 65 | pending | 88 | 67 | 65 | 20 | pending | 73 | 66 | 0 | medium |\n| 187 | [Cartesia Sonic TTS API + MCP](https://www.anchorterminal.com/tools/cartesia-tts.md) | TTS | B | 64.2 | 63 | pending | 86 | 65 | 58 | 30 | pending | 79 | 71 | 0 | medium |\n| 188 | [Honcho](https://www.anchorterminal.com/tools/honcho.md) | Memory | B | 64.2 | 50 | pending | 79 | 65 | 48 | 80 | pending | 73 | 69 | 0 | medium |\n| 189 | [LetsFG](https://www.anchorterminal.com/tools/letsfg.md) | Travel | B | 64.2 | 55 | pending | 83 | 83 | 66 | 65 | pending | 88 | 67 | -7 | medium |\n| 190 | [Vertex AI Gemini tuning](https://www.anchorterminal.com/tools/vertex-ai-tuning.md) | Fine-tuning | B | 64.2 | 67 | pending | 82 | 48 | 71 | 20 | pending | 80 | 89 | 0 | medium |\n| 191 | [Bland AI API + MCP](https://www.anchorterminal.com/tools/bland-ai.md) | Voice agents | B | 64.1 | 65 | pending | 68 | 53 | 66 | 65 | pending | 60 | 74 | 0 | medium |\n| 192 | [Commerce Layer API + MCP](https://www.anchorterminal.com/tools/commerce-layer.md) | Commerce | B | 63.9 | 70 | pending | 79 | 64 | 64 | 25 | pending | 82 | 59 | 0 | medium |\n| 193 | [Soniox Text-to-Speech](https://www.anchorterminal.com/tools/soniox-tts.md) | TTS | B | 63.9 | 83 | pending | 60 | 68 | 75 | 20 | pending | 50 | 74 | 0 | medium |\n| 194 | [Front API + MCP](https://www.anchorterminal.com/tools/front.md) | Support | B | 63.8 | 67 | pending | 78 | 67 | 73 | 30 | pending | 53 | 65 | 0 | medium |\n| 195 | [Modal](https://www.anchorterminal.com/tools/modal.md) | GPU compute | B | 63.8 | 70 | pending | 70 | 57 | 68 | 30 | pending | 85 | 69 | 0 | medium |\n| 196 | [Bandwidth Voice API + MCP](https://www.anchorterminal.com/tools/bandwidth-voice.md) | Calling | B | 63.7 | 58 | pending | 88 | 65 | 60 | 35 | pending | 78 | 63 | 0 | medium |\n| 197 | [Replicate Deployments](https://www.anchorterminal.com/tools/replicate-deploy.md) | GPU compute | B | 63.7 | 75 | pending | 85 | 68 | 40 | 30 | pending | 70 | 80 | 0 | medium |\n| 198 | [Vapi API + MCP](https://www.anchorterminal.com/tools/vapi.md) | Voice agents | B | 63.7 | 70 | pending | 89 | 64 | 58 | 35 | pending | 88 | 76 | -4 | medium |\n| 199 | [Apollo API + MCP](https://www.anchorterminal.com/tools/apollo.md) | Leads | B | 63.6 | 65 | pending | 87 | 65 | 60 | 30 | pending | 58 | 75 | 0 | medium |\n| 200 | [Medusa API + MCP](https://www.anchorterminal.com/tools/medusa.md) | Commerce | B | 63.6 | 55 | pending | 81 | 72 | 40 | 50 | pending | 93 | 73 | 0 | medium |\n| 201 | [Supermemory API + MCP](https://www.anchorterminal.com/tools/supermemory.md) | Memory | B | 63.6 | 65 | pending | 85 | 73 | 54 | 30 | pending | 85 | 49 | 0 | medium |\n| 202 | [Twilio SendGrid](https://www.anchorterminal.com/tools/sendgrid.md) | Email | B | 63.6 | 66 | pending | 72 | 60 | 81 | 30 | pending | 47 | 79 | 0 | medium |\n| 203 | [Open-Meteo](https://www.anchorterminal.com/tools/open-meteo.md) | Data | B | 63.5 | 50 | pending | 77 | 85 | 38 | 50 | pending | 90 | 73 | 0 | medium |\n| 204 | [Attio API + MCP](https://www.anchorterminal.com/tools/attio.md) | CRM | B | 63.4 | 77 | pending | 82 | 62 | 52 | 30 | pending | 63 | 71 | 0 | medium |\n| 205 | [AWS MCP Servers](https://www.anchorterminal.com/tools/aws-mcp-servers.md) | Infra | B | 63.3 | 48 | pending | 69 | 74 | 84 | 60 | pending | 79 | 72 | -5 | medium |\n| 206 | [Sinch Messaging APIs + MCP](https://www.anchorterminal.com/tools/sinch.md) | Messaging | B | 63.3 | 73 | pending | 81 | 50 | 50 | 40 | pending | 83 | 73 | 0 | medium |\n| 207 | [Reducto API + MCP](https://www.anchorterminal.com/tools/reducto.md) | Documents | B | 63.2 | 72 | pending | 80 | 84 | 35 | 30 | pending | 80 | 60 | 0 | medium |\n| 208 | [Coresignal API + MCP](https://www.anchorterminal.com/tools/coresignal.md) | Leads | B | 63.1 | 55 | pending | 86 | 73 | 58 | 20 | pending | 82 | 73 | 0 | medium |\n| 209 | [Loops API + MCP](https://www.anchorterminal.com/tools/loops.md) | Email | B | 63.1 | 90 | pending | 82 | 66 | 40 | 30 | pending | 83 | 69 | -3 | medium |\n| 210 | [Olostep](https://www.anchorterminal.com/tools/olostep.md) | Scrapers | B | 63.1 | 60 | pending | 84 | 87 | 28 | 65 | pending | 58 | 60 | 0 | medium |\n| 211 | [Extend API + MCP](https://www.anchorterminal.com/tools/extend.md) | Documents | B | 62.9 | 67 | pending | 87 | 68 | 43 | 30 | pending | 82 | 67 | 0 | medium |\n| 212 | [Sinch Voice API + MCP](https://www.anchorterminal.com/tools/sinch-voice.md) | Calling | B | 62.8 | 52 | pending | 79 | 81 | 50 | 35 | pending | 79 | 73 | 0 | medium |\n| 213 | [Atlan](https://www.anchorterminal.com/tools/atlan.md) | Knowledge | B | 62.7 | 67 | pending | 65 | 74 | 75 | 0 | pending | 80 | 75 | 0 | medium |\n| 214 | [Sequential Thinking (MCP reference server)](https://www.anchorterminal.com/tools/sequential-thinking-reference-server.md) | Reasoning | B | 62.7 | 52 | pending | 73 | 73 | 64 | 60 | pending | 39 | 74 | 0 | medium |\n| 215 | [Lusha API + MCP](https://www.anchorterminal.com/tools/lusha.md) | Leads | B | 62.6 | 75 | pending | 83 | 51 | 59 | 40 | pending | 82 | 84 | -4 | medium |\n| 216 | [SerpApi](https://www.anchorterminal.com/tools/serpapi.md) | Search | B | 62.6 | 60 | pending | 67 | 88 | 40 | 30 | pending | 82 | 85 | 0 | medium |\n| 217 | [TrueLayer](https://www.anchorterminal.com/tools/truelayer.md) | Bank data | B | 62.4 | 71 | pending | 89 | 73 | 66 | 10 | pending | 38 | 66 | 0 | medium |\n| 218 | [Upstash Vector API + MCP](https://www.anchorterminal.com/tools/upstash-vector.md) | Retrieval | B | 62.4 | 75 | pending | 49 | 75 | 63 | 40 | pending | 46 | 82 | 0 | medium |\n| 219 | [draw.io + MCP](https://www.anchorterminal.com/tools/drawio.md) | Diagrams | B | 62.4 | 50 | pending | 82 | 49 | 55 | 60 | pending | 86 | 74 | 0 | medium |\n| 220 | [Buffer API + MCP](https://www.anchorterminal.com/tools/buffer.md) | Social | B | 62.3 | 55 | pending | 86 | 65 | 56 | 30 | pending | 73 | 78 | 0 | medium |\n| 221 | [Jev](https://www.anchorterminal.com/tools/typesafe-jev.md) | Decisions | B | 62.2 | 60 | pending | 87 | 84 | 53 | 20 | pending | 64 | 58 | 0 | medium |\n| 222 | [Claude Code](https://www.anchorterminal.com/tools/claude-code.md) | Harnesses | B | 62.2 | 50 | pending | 80 | 87 | 80 | 20 | pending | 82 | 84 | -6 | medium |\n| 223 | [Gemini Developer API](https://www.anchorterminal.com/tools/gemini-api.md) | Models | B | 62 | 40 | pending | 65 | 85 | 60 | 40 | pending | 83 | 78 | 0 | medium |\n| 224 | [Northflank](https://www.anchorterminal.com/tools/northflank.md) | GPU compute | C | 61.8 | 65 | pending | 81 | 48 | 75 | 30 | pending | 65 | 60 | 0 | medium |\n| 225 | [Lara Translate API](https://www.anchorterminal.com/tools/lara-translate.md) | Translation | C | 61.7 | 70 | pending | 74 | 77 | 30 | 40 | pending | 83 | 64 | 0 | medium |\n| 226 | [ntfy](https://www.anchorterminal.com/tools/ntfy.md) | Notifications | C | 61.6 | 83 | pending | 53 | 66 | 38 | 50 | pending | 67 | 79 | 0 | medium |\n| 227 | [Mindee API](https://www.anchorterminal.com/tools/mindee.md) | Documents | C | 61.5 | 65 | pending | 86 | 68 | 40 | 25 | pending | 85 | 67 | 0 | medium |\n| 228 | [Microsoft Foundry fine-tuning (Azure OpenAI)](https://www.anchorterminal.com/tools/azure-foundry-fine-tuning.md) | Fine-tuning | C | 61.4 | 65 | pending | 67 | 47 | 85 | 20 | pending | 55 | 88 | 0 | medium |\n| 229 | [Braintrust API + MCP](https://www.anchorterminal.com/tools/braintrust.md) | Evals | C | 61.3 | 61 | pending | 85 | 66 | 58 | 40 | pending | 85 | 68 | -4 | medium |\n| 230 | [Jina Embeddings and Reranker](https://www.anchorterminal.com/tools/jina-embeddings.md) | Embeddings | C | 61.3 | 65 | pending | 84 | 86 | 35 | 30 | pending | 62 | 61 | 0 | medium |\n| 231 | [Templated API + MCP](https://www.anchorterminal.com/tools/templated.md) | Assets | C | 61.3 | 75 | pending | 72 | 63 | 38 | 35 | pending | 80 | 72 | 0 | medium |\n| 232 | [Runway API](https://www.anchorterminal.com/tools/runway.md) | Video | C | 61.1 | 75 | pending | 93 | 75 | 51 | 20 | pending | 62 | 57 | -3 | medium |\n| 233 | [screenpipe](https://www.anchorterminal.com/tools/screenpipe.md) | Local AI | C | 61.1 | 65 | pending | 81 | 75 | 48 | 30 | pending | 82 | 73 | -3 | medium |\n| 234 | [Blaxel Sandboxes](https://www.anchorterminal.com/tools/blaxel-sandboxes.md) | Sandboxes | C | 61 | 35 | pending | 80 | 70 | 64 | 40 | pending | 85 | 68 | 0 | medium |\n| 235 | [folk API + MCP](https://www.anchorterminal.com/tools/folk.md) | CRM | C | 61 | 55 | pending | 91 | 70 | 43 | 30 | pending | 60 | 83 | 0 | medium |\n| 236 | [tldraw SDK + MCP](https://www.anchorterminal.com/tools/tldraw.md) | Diagrams | C | 61 | 75 | pending | 79 | 71 | 40 | 35 | pending | 89 | 51 | -2 | medium |\n| not ranked, protocol | [Agentic Commerce Protocol (ACP)](https://www.anchorterminal.com/tools/acp.md) | Checkout | C | 60.9 | 59 | pending | 90 | 77 | 53 | 50 | pending | 26 | 47 | 0 | medium |\n| 237 | [Azure AI Content Safety (Prompt Shields)](https://www.anchorterminal.com/tools/azure-ai-content-safety.md) | Guardrails | C | 60.9 | 55 | pending | 69 | 78 | 74 | 15 | pending | 45 | 83 | 0 | medium |\n| 238 | [Lucid API + MCP](https://www.anchorterminal.com/tools/lucid.md) | Diagrams | C | 60.9 | 67 | pending | 73 | 62 | 80 | 25 | pending | 33 | 63 | 0 | medium |\n| 239 | [Cline](https://www.anchorterminal.com/tools/cline.md) | Harnesses | C | 60.8 | 80 | pending | 77 | 67 | 57 | 50 | pending | 85 | 66 | -8 | medium |\n| 240 | [Google Veo](https://www.anchorterminal.com/tools/google-veo.md) | Video | C | 60.8 | 45 | pending | 71 | 64 | 78 | 20 | pending | 77 | 80 | 0 | medium |\n| 241 | [Stytch Connected Apps](https://www.anchorterminal.com/tools/stytch-connected-apps.md) | Agent auth | C | 60.8 | 73 | pending | 64 | 65 | 66 | 20 | pending | 62 | 66 | 0 | medium |\n| 242 | [Salesforce API + MCP](https://www.anchorterminal.com/tools/salesforce.md) | CRM | C | 60.7 | 58 | pending | 76 | 76 | 72 | 30 | pending | 18 | 74 | 0 | medium |\n| 243 | [LocationIQ](https://www.anchorterminal.com/tools/locationiq.md) | Maps | C | 60.6 | 83 | pending | 78 | 74 | 55 | 30 | pending | 3 | 65 | 0 | medium |\n| 244 | [Pipedrive API + MCP](https://www.anchorterminal.com/tools/pipedrive.md) | CRM | C | 60.6 | 53 | pending | 80 | 61 | 53 | 30 | pending | 83 | 78 | 0 | medium |\n| 245 | [Bannerbear API + MCP](https://www.anchorterminal.com/tools/bannerbear.md) | Assets | C | 60.5 | 45 | pending | 83 | 71 | 57 | 35 | pending | 77 | 61 | 0 | medium |\n| 246 | [Infobip Calls API + MCP](https://www.anchorterminal.com/tools/infobip-calls.md) | Calling | C | 60.5 | 58 | pending | 90 | 50 | 65 | 30 | pending | 48 | 78 | 0 | medium |\n| not ranked, protocol | [L402](https://www.anchorterminal.com/tools/l402.md) | Pay per call | C | 60.5 | 55 | pending | 65 | 61 | 58 | 97 | pending | 27 | 50 | 0 | medium |\n| 247 | [LeadMagic API + MCP](https://www.anchorterminal.com/tools/leadmagic.md) | Leads | C | 60.5 | 55 | pending | 93 | 61 | 60 | 20 | pending | 65 | 66 | 0 | medium |\n| 248 | [Plivo Voice API](https://www.anchorterminal.com/tools/plivo-voice.md) | Calling | C | 60.4 | 68 | pending | 59 | 70 | 45 | 40 | pending | 78 | 70 | 0 | medium |\n| 249 | [MiniMax Video API](https://www.anchorterminal.com/tools/minimax-video.md) | Video | C | 60.3 | 70 | pending | 96 | 76 | 38 | 20 | pending | 47 | 58 | 0 | medium |\n| 250 | [Plivo API](https://www.anchorterminal.com/tools/plivo.md) | Messaging | C | 60.3 | 78 | pending | 59 | 57 | 45 | 40 | pending | 78 | 70 | 0 | medium |\n| 251 | [Visual Crossing Weather API](https://www.anchorterminal.com/tools/visual-crossing.md) | Weather | C | 60.3 | 66 | pending | 74 | 78 | 40 | 40 | pending | 58 | 61 | 0 | medium |\n| 252 | [Structurizr + MCP](https://www.anchorterminal.com/tools/structurizr.md) | Diagrams | C | 60.2 | 73 | pending | 61 | 55 | 43 | 50 | pending | 68 | 80 | 0 | medium |\n| 253 | [llama.cpp](https://www.anchorterminal.com/tools/llama-cpp.md) | Local AI | C | 60.2 | 64 | pending | 47 | 73 | 52 | 60 | pending | 81 | 60 | -1 | medium |\n| 254 | [Bright Data](https://www.anchorterminal.com/tools/bright-data.md) | Scrapers | C | 60.1 | 35 | pending | 74 | 82 | 57 | 40 | pending | 84 | 62 | 0 | medium |\n| 255 | [Diagrams.so API + MCP](https://www.anchorterminal.com/tools/diagrams-so.md) | Diagrams | C | 60.1 | 30 | pending | 85 | 85 | 67 | 32 | pending | 71 | 75 | -2 | medium |\n| 256 | [WorkOS Pipes and Agents](https://www.anchorterminal.com/tools/workos-pipes.md) | Agent auth | C | 60 | 70 | pending | 53 | 69 | 69 | 10 | pending | 83 | 64 | 0 | medium |\n| 257 | [Cartesia Voice Cloning API + MCP](https://www.anchorterminal.com/tools/cartesia-voice-cloning.md) | Cloning | C | 59.8 | 63 | pending | 85 | 65 | 48 | 10 | pending | 80 | 71 | 0 | medium |\n| 258 | [FullEnrich API + MCP](https://www.anchorterminal.com/tools/fullenrich.md) | Leads | C | 59.8 | 60 | pending | 72 | 60 | 55 | 40 | pending | 68 | 66 | 0 | medium |\n| 259 | [Slack MCP Server (official)](https://www.anchorterminal.com/tools/slack-mcp.md) | Work | C | 59.8 | 68 | pending | 57 | 51 | 79 | 20 | pending | 58 | 83 | 0 | medium |\n| 260 | [Lakera Guard (Check Point AI Guardrails)](https://www.anchorterminal.com/tools/lakera-guard.md) | Guardrails | C | 59.7 | 65 | pending | 86 | 77 | 65 | 15 | pending | 21 | 59 | 0 | medium |\n| 261 | [Salesforce DX MCP Server](https://www.anchorterminal.com/tools/salesforce-dx-mcp.md) | Code | C | 59.7 | 65 | pending | 70 | 53 | 57 | 60 | pending | 36 | 69 | 0 | medium |\n| 262 | [LlamaParse API + MCP](https://www.anchorterminal.com/tools/llamaparse.md) | Documents | C | 59.6 | 55 | pending | 82 | 72 | 48 | 40 | pending | 80 | 70 | -3 | medium |\n| 263 | [DataHub](https://www.anchorterminal.com/tools/datahub.md) | Knowledge | C | 59.5 | 68 | pending | 81 | 78 | 65 | 10 | pending | 77 | 65 | -5 | medium |\n| 264 | [Mailjet API + MCP](https://www.anchorterminal.com/tools/mailjet.md) | Email | C | 59.5 | 62 | pending | 76 | 53 | 52 | 30 | pending | 79 | 73 | 0 | medium |\n| 265 | [Postiz API + MCP](https://www.anchorterminal.com/tools/postiz.md) | Social | C | 59.5 | 53 | pending | 88 | 65 | 49 | 30 | pending | 85 | 83 | -3 | medium |\n| 266 | [Filesystem (MCP reference server)](https://www.anchorterminal.com/tools/filesystem-reference-server.md) | Databases | C | 59.4 | 54 | pending | 68 | 70 | 39 | 60 | pending | 60 | 75 | 0 | medium |\n| 267 | [Infobip API + MCP](https://www.anchorterminal.com/tools/infobip.md) | Messaging | C | 59.3 | 43 | pending | 90 | 56 | 67 | 25 | pending | 60 | 78 | 0 | medium |\n| 268 | [ScrapingBee](https://www.anchorterminal.com/tools/scrapingbee.md) | Scrapers | C | 59.3 | 70 | pending | 60 | 68 | 37 | 40 | pending | 85 | 64 | 0 | medium |\n| 269 | [Fireworks AI Fine-tuning](https://www.anchorterminal.com/tools/fireworks-fine-tuning.md) | Fine-tuning | C | 59.2 | 55 | pending | 77 | 75 | 65 | 25 | pending | 82 | 66 | -4 | medium |\n| 270 | [Vonage Voice API + MCP](https://www.anchorterminal.com/tools/vonage-voice.md) | Calling | C | 59.1 | 45 | pending | 88 | 60 | 60 | 35 | pending | 78 | 50 | 0 | low |\n| 271 | [Mistral OCR API](https://www.anchorterminal.com/tools/mistral-ocr.md) | Documents | C | 59 | 45 | pending | 89 | 83 | 35 | 40 | pending | 48 | 77 | 0 | medium |\n| 272 | [Notion MCP](https://www.anchorterminal.com/tools/notion-mcp.md) | Work | C | 59 | 72 | pending | 71 | 51 | 60 | 30 | pending | 81 | 74 | -3 | medium |\n| 273 | [Voyage AI embeddings and rerankers](https://www.anchorterminal.com/tools/voyage-ai.md) | Embeddings | C | 59 | 45 | pending | 61 | 98 | 45 | 40 | pending | 78 | 51 | 0 | medium |\n| 274 | [Make API + MCP](https://www.anchorterminal.com/tools/make.md) | Workflows | C | 58.9 | 63 | pending | 66 | 63 | 68 | 30 | pending | 36 | 75 | 0 | medium |\n| 275 | [Upload-Post API + MCP](https://www.anchorterminal.com/tools/upload-post.md) | Social | C | 58.9 | 57 | pending | 81 | 72 | 32 | 30 | pending | 79 | 73 | 0 | medium |\n| 276 | [Soniox Voice Cloning](https://www.anchorterminal.com/tools/soniox-voice-cloning.md) | Cloning | C | 58.8 | 73 | pending | 61 | 75 | 53 | 20 | pending | 45 | 73 | 0 | medium |\n| 277 | [Bunny Storage](https://www.anchorterminal.com/tools/bunny-storage.md) | Storage | C | 58.7 | 75 | pending | 64 | 57 | 45 | 40 | pending | 63 | 64 | 0 | medium |\n| 278 | [Mistral Moderation API](https://www.anchorterminal.com/tools/mistral-moderation.md) | Guardrails | C | 58.6 | 40 | pending | 85 | 75 | 54 | 40 | pending | 33 | 83 | 0 | medium |\n| 279 | [Ultravox Realtime API](https://www.anchorterminal.com/tools/ultravox.md) | Voice agents | C | 58.6 | 52 | pending | 84 | 69 | 46 | 40 | pending | 43 | 75 | 0 | medium |\n| 280 | [Zapier MCP (agent actions)](https://www.anchorterminal.com/tools/zapier-mcp.md) | Tool access | C | 58.4 | 48 | pending | 64 | 67 | 56 | 35 | pending | 76 | 76 | 0 | medium |\n| 281 | [Soniox Speech-to-Text](https://www.anchorterminal.com/tools/soniox-stt.md) | STT | C | 58.3 | 65 | pending | 60 | 70 | 70 | 20 | pending | 30 | 78 | 0 | medium |\n| 282 | [Workato API + MCP](https://www.anchorterminal.com/tools/workato.md) | Workflows | C | 58.3 | 58 | pending | 63 | 51 | 70 | 35 | pending | 60 | 72 | 0 | medium |\n| 283 | [Mistral Embed and Codestral Embed](https://www.anchorterminal.com/tools/mistral-embeddings.md) | Embeddings | C | 58.2 | 38 | pending | 89 | 78 | 45 | 40 | pending | 40 | 81 | 0 | medium |\n| 284 | [Atlassian Rovo MCP Server](https://www.anchorterminal.com/tools/atlassian-rovo-mcp.md) | Work | C | 58.1 | 50 | pending | 58 | 63 | 85 | 20 | pending | 80 | 81 | -3 | medium |\n| 285 | [Rev AI Speech-to-Text API](https://www.anchorterminal.com/tools/rev-ai-stt.md) | STT | C | 58 | 75 | pending | 80 | 72 | 40 | 20 | pending | 30 | 71 | 0 | medium |\n| 286 | [GitHub Copilot CLI](https://www.anchorterminal.com/tools/github-copilot-cli.md) | Harnesses | C | 57.9 | 55 | pending | 72 | 72 | 60 | 40 | pending | 77 | 72 | -5 | medium |\n| 287 | [LM Studio](https://www.anchorterminal.com/tools/lm-studio.md) | Local AI | C | 57.9 | 34 | pending | 64 | 69 | 59 | 60 | pending | 72 | 61 | 0 | medium |\n| 288 | [Activepieces API + MCP](https://www.anchorterminal.com/tools/activepieces.md) | Workflows | C | 57.8 | 55 | pending | 80 | 65 | 64 | 35 | pending | 80 | 76 | -6 | medium |\n| 289 | [Yapily](https://www.anchorterminal.com/tools/yapily.md) | Bank data | C | 57.8 | 55 | pending | 88 | 77 | 37 | 10 | pending | 67 | 73 | 0 | medium |\n| 290 | [Fetch (MCP reference server)](https://www.anchorterminal.com/tools/fetch-reference-server.md) | Search | C | 57.6 | 53 | pending | 70 | 78 | 30 | 60 | pending | 42 | 75 | 0 | medium |\n| 291 | [FreeAgent API](https://www.anchorterminal.com/tools/freeagent.md) | Accounting | C | 57.6 | 85 | pending | 50 | 55 | 44 | 30 | pending | 60 | 78 | 0 | medium |\n| 292 | [Cal.com API v2 + MCP](https://www.anchorterminal.com/tools/cal-com.md) | Scheduling | C | 57.5 | 60 | pending | 76 | 50 | 56 | 30 | pending | 50 | 81 | 0 | medium |\n| 293 | [Milvus and Zilliz Cloud API + MCP](https://www.anchorterminal.com/tools/milvus-zilliz.md) | Retrieval | C | 57.5 | 85 | pending | 69 | 62 | 53 | 35 | pending | 85 | 70 | -8 | medium |\n| 294 | [OpenWeather One Call API](https://www.anchorterminal.com/tools/openweather-one-call.md) | Weather | C | 57.4 | 45 | pending | 68 | 73 | 42 | 60 | pending | 60 | 62 | 0 | medium |\n| 295 | [Ayrshare API + MCP](https://www.anchorterminal.com/tools/ayrshare.md) | Social | C | 57.3 | 73 | pending | 69 | 69 | 26 | 20 | pending | 77 | 74 | 0 | medium |\n| 296 | [Hume EVI (Empathic Voice Interface)](https://www.anchorterminal.com/tools/hume-evi.md) | Voice agents | C | 57.3 | 55 | pending | 90 | 66 | 27 | 37 | pending | 65 | 67 | 0 | medium |\n| 297 | [Bitwarden Secrets Manager](https://www.anchorterminal.com/tools/bitwarden-secrets-manager.md) | Secrets | C | 57.1 | 71 | pending | 53 | 52 | 76 | 25 | pending | 36 | 71 | 0 | medium |\n| 298 | [Laminar API + MCP](https://www.anchorterminal.com/tools/laminar.md) | Evals | C | 57 | 50 | pending | 88 | 80 | 45 | 30 | pending | 83 | 66 | -5 | medium |\n| 299 | [Hunter API + MCP](https://www.anchorterminal.com/tools/hunter.md) | Leads | C | 56.8 | 50 | pending | 90 | 54 | 33 | 40 | pending | 63 | 81 | 0 | medium |\n| 300 | [Datadog MCP Server](https://www.anchorterminal.com/tools/datadog-mcp.md) | Observability | C | 56.7 | 53 | pending | 60 | 78 | 76 | 20 | pending | 68 | 68 | -4 | medium |\n| 301 | [Mem0 Platform + MCP](https://www.anchorterminal.com/tools/mem0.md) | Memory | C | 56.6 | 30 | pending | 80 | 63 | 45 | 50 | pending | 85 | 66 | 0 | medium |\n| 302 | [Ollama](https://www.anchorterminal.com/tools/ollama.md) | Local AI | C | 56.6 | 53 | pending | 79 | 75 | 28 | 60 | pending | 81 | 63 | -4 | medium |\n| 303 | [Keycard](https://www.anchorterminal.com/tools/keycard.md) | Agent auth | C | 56.3 | 35 | pending | 61 | 60 | 86 | 30 | pending | 79 | 45 | 0 | medium |\n| 304 | [Help Scout API + MCP](https://www.anchorterminal.com/tools/help-scout.md) | Support | C | 56.2 | 77 | pending | 49 | 58 | 63 | 30 | pending | 31 | 68 | 0 | medium |\n| 305 | [Rime TTS API + MCP](https://www.anchorterminal.com/tools/rime-tts.md) | TTS | C | 56.1 | 50 | pending | 59 | 60 | 65 | 40 | pending | 48 | 71 | 0 | medium |\n| 306 | [Windmill API + MCP](https://www.anchorterminal.com/tools/windmill.md) | Workflows | C | 56.1 | 40 | pending | 79 | 73 | 60 | 35 | pending | 87 | 67 | -5 | medium |\n| 307 | [Adobe PDF Services / PDF Extract API](https://www.anchorterminal.com/tools/adobe-pdf-extract.md) | Documents | C | 56 | 50 | pending | 80 | 57 | 55 | 20 | pending | 53 | 80 | 0 | medium |\n| 308 | [Chatwoot API](https://www.anchorterminal.com/tools/chatwoot.md) | Support | C | 56 | 53 | pending | 81 | 47 | 52 | 40 | pending | 77 | 77 | -3 | medium |\n| 309 | [Enrich Layer API + MCP](https://www.anchorterminal.com/tools/enrich-layer.md) | Leads | C | 56 | 65 | pending | 76 | 68 | 40 | 40 | pending | 26 | 61 | 0 | medium |\n| 310 | [HoneyHive](https://www.anchorterminal.com/tools/honeyhive.md) | Evals | C | 55.9 | 44 | pending | 86 | 63 | 61 | 20 | pending | 77 | 68 | -3 | medium |\n| 311 | [Rutter Accounting API](https://www.anchorterminal.com/tools/rutter.md) | Accounting | C | 55.8 | 67 | pending | 79 | 67 | 36 | 20 | pending | 62 | 51 | 0 | medium |\n| 312 | [Tray.ai API + MCP](https://www.anchorterminal.com/tools/tray.md) | Workflows | C | 55.6 | 72 | pending | 80 | 33 | 66 | 0 | pending | 60 | 69 | 0 | medium |\n| 313 | [Beam](https://www.anchorterminal.com/tools/beam.md) | GPU compute | C | 55.5 | 55 | pending | 58 | 58 | 50 | 40 | pending | 85 | 74 | -2 | medium |\n| 314 | [Geoapify Location Platform + MCP](https://www.anchorterminal.com/tools/geoapify.md) | Maps | C | 55.5 | 60 | pending | 74 | 72 | 29 | 30 | pending | 61 | 64 | 0 | medium |\n| 315 | [Veryfi API + MCP](https://www.anchorterminal.com/tools/veryfi.md) | Documents | C | 55.4 | 55 | pending | 50 | 75 | 40 | 40 | pending | 78 | 60 | 0 | medium |\n| not ranked, protocol | [Agent Payments Protocol (AP2)](https://www.anchorterminal.com/tools/ap2.md) | Checkout | C | 55.3 | 31 | pending | 74 | 51 | 84 | 60 | pending | 19 | 56 | 0 | medium |\n| 316 | [Hume Octave Voice Design and Cloning + MCP](https://www.anchorterminal.com/tools/hume-voice-cloning.md) | Cloning | C | 55.2 | 58 | pending | 87 | 75 | 23 | 30 | pending | 45 | 63 | 0 | medium |\n| 317 | [Swell](https://www.anchorterminal.com/tools/swell.md) | Commerce | C | 55.1 | 63 | pending | 68 | 65 | 35 | 25 | pending | 82 | 51 | 0 | medium |\n| 318 | [TomTom Maps APIs + MCP](https://www.anchorterminal.com/tools/tomtom.md) | Maps | C | 55.1 | 30 | pending | 71 | 78 | 51 | 25 | pending | 86 | 61 | 0 | low |\n| 319 | [Together AI Fine-tuning](https://www.anchorterminal.com/tools/together-fine-tuning.md) | Fine-tuning | C | 54.9 | 55 | pending | 78 | 42 | 50 | 20 | pending | 80 | 70 | 0 | medium |\n| 320 | [Cognee](https://www.anchorterminal.com/tools/cognee.md) | Memory | C | 54.6 | 50 | pending | 85 | 59 | 39 | 35 | pending | 82 | 67 | -3 | medium |\n| 321 | [Permit MCP Gateway](https://www.anchorterminal.com/tools/permit-mcp-gateway.md) | Human approval | C | 54.5 | 47 | pending | 53 | 83 | 80 | 10 | pending | 43 | 45 | 0 | medium |\n| 322 | [Memory (MCP reference server)](https://www.anchorterminal.com/tools/memory-reference-server.md) | Databases | C | 54.4 | 52 | pending | 60 | 67 | 32 | 60 | pending | 43 | 74 | 0 | medium |\n| 323 | [MusicGen on Replicate](https://www.anchorterminal.com/tools/replicate-musicgen.md) | Music | C | 54.4 | 48 | pending | 87 | 75 | 40 | 20 | pending | 32 | 70 | 0 | medium |\n| 324 | [Pylon API + MCP](https://www.anchorterminal.com/tools/pylon.md) | Support | C | 54.3 | 72 | pending | 74 | 47 | 56 | 0 | pending | 62 | 57 | 0 | medium |\n| 325 | [Resemble AI Voice Cloning API](https://www.anchorterminal.com/tools/resemble-ai-voice-cloning.md) | Cloning | C | 54.3 | 65 | pending | 81 | 66 | 54 | 20 | pending | 30 | 78 | -4 | medium |\n| 326 | [Scrapeless](https://www.anchorterminal.com/tools/scrapeless.md) | Scrapers | C | 54.3 | 75 | pending | 66 | 50 | 35 | 35 | pending | 81 | 56 | -2 | medium |\n| 327 | [Orkes Conductor Human tasks](https://www.anchorterminal.com/tools/orkes-conductor.md) | Human approval | C | 54.2 | 32 | pending | 65 | 69 | 71 | 20 | pending | 81 | 46 | 0 | medium |\n| 328 | [Linear MCP](https://www.anchorterminal.com/tools/linear-mcp.md) | Work | C | 54 | 60 | pending | 51 | 38 | 71 | 30 | pending | 57 | 73 | 0 | medium |\n| 329 | [Runpod](https://www.anchorterminal.com/tools/runpod.md) | GPU compute | D | 53.7 | 35 | pending | 81 | 47 | 60 | 20 | pending | 82 | 65 | 0 | medium |\n| 330 | [AnythingLLM](https://www.anchorterminal.com/tools/anythingllm.md) | Local AI | D | 53.6 | 67 | pending | 57 | 46 | 38 | 60 | pending | 78 | 63 | -3 | medium |\n| 331 | [Crustdata API + MCP](https://www.anchorterminal.com/tools/crustdata.md) | Leads | D | 53.5 | 45 | pending | 89 | 73 | 56 | 5 | pending | 67 | 56 | -3 | medium |\n| 332 | [LiteAPI (Nuitee Connect)](https://www.anchorterminal.com/tools/liteapi.md) | Travel | D | 53.5 | 62 | pending | 86 | 86 | 33 | 40 | pending | 48 | 48 | -6 | medium |\n| 333 | [Graphiti](https://www.anchorterminal.com/tools/graphiti.md) | Memory | D | 53.3 | 50 | pending | 71 | 51 | 23 | 60 | pending | 65 | 71 | 0 | medium |\n| 334 | [Pushover](https://www.anchorterminal.com/tools/pushover.md) | Notifications | D | 53.3 | 62 | pending | 50 | 64 | 52 | 30 | pending | 20 | 89 | 0 | medium |\n| 335 | [n8n API + MCP](https://www.anchorterminal.com/tools/n8n.md) | Workflows | D | 53.3 | 40 | pending | 92 | 75 | 70 | 30 | pending | 80 | 82 | -12 | medium |\n| 336 | [SMTP2GO API + MCP](https://www.anchorterminal.com/tools/smtp2go.md) | Email | D | 53.2 | 47 | pending | 59 | 66 | 60 | 40 | pending | 53 | 72 | -3 | medium |\n| 337 | [Payman Genie MCP](https://www.anchorterminal.com/tools/payman.md) | Platforms | D | 53 | 25 | pending | 56 | 68 | 80 | 35 | pending | 60 | 48 | 0 | medium |\n| 338 | [Recraft API](https://www.anchorterminal.com/tools/recraft.md) | Image | D | 53 | 70 | pending | 64 | 62 | 30 | 30 | pending | 48 | 61 | 0 | medium |\n| 339 | [Bolna API + MCP](https://www.anchorterminal.com/tools/bolna.md) | Voice agents | D | 52.9 | 50 | pending | 63 | 52 | 44 | 30 | pending | 76 | 70 | 0 | medium |\n| 340 | [Framer Server API](https://www.anchorterminal.com/tools/framer.md) | Design | D | 52.8 | 43 | pending | 69 | 47 | 50 | 25 | pending | 77 | 77 | 0 | medium |\n| 341 | [Whimsical MCP](https://www.anchorterminal.com/tools/whimsical.md) | Diagrams | D | 52.7 | 60 | pending | 54 | 46 | 58 | 25 | pending | 56 | 72 | 0 | medium |\n| 342 | [Invoice Ninja API](https://www.anchorterminal.com/tools/invoice-ninja.md) | Accounting | D | 52.4 | 36 | pending | 66 | 60 | 48 | 35 | pending | 83 | 65 | -1 | medium |\n| 343 | [360dialog WhatsApp API + MCP](https://www.anchorterminal.com/tools/360dialog.md) | Messaging | D | 52.2 | 83 | pending | 70 | 53 | 35 | 35 | pending | 8 | 50 | 0 | medium |\n| 344 | [Git (MCP reference server)](https://www.anchorterminal.com/tools/git-reference-server.md) | Code | D | 52.1 | 55 | pending | 61 | 69 | 37 | 60 | pending | 39 | 75 | -4 | medium |\n| 345 | [Open WebUI](https://www.anchorterminal.com/tools/open-webui.md) | Local AI | D | 52 | 68 | pending | 60 | 54 | 63 | 20 | pending | 91 | 73 | -8 | medium |\n| 346 | [Voximplant](https://www.anchorterminal.com/tools/voximplant.md) | Calling | D | 51.9 | 65 | pending | 71 | 45 | 40 | 25 | pending | 50 | 63 | 0 | medium |\n| 347 | [Unsloth](https://www.anchorterminal.com/tools/unsloth.md) | Fine-tuning | D | 51.7 | 43 | pending | 66 | 53 | 35 | 60 | pending | 82 | 34 | 0 | medium |\n| 348 | [Fish Audio Voice Cloning API](https://www.anchorterminal.com/tools/fish-audio-voice-cloning.md) | Cloning | D | 51.5 | 65 | pending | 79 | 65 | 28 | 30 | pending | 13 | 61 | 0 | medium |\n| 349 | [Jan](https://www.anchorterminal.com/tools/jan.md) | Local AI | D | 51.4 | 68 | pending | 56 | 46 | 43 | 60 | pending | 47 | 69 | -4 | medium |\n| 350 | [Pushary](https://www.anchorterminal.com/tools/pushary.md) | Human approval | D | 51.4 | 20 | pending | 73 | 76 | 64 | 10 | pending | 60 | 63 | 0 | medium |\n| 351 | [SearchAPI.io](https://www.anchorterminal.com/tools/searchapi-io.md) | Search | D | 51.4 | 90 | pending | 59 | 52 | 28 | 30 | pending | 15 | 62 | 0 | medium |\n| 352 | [Synthflow API + MCP](https://www.anchorterminal.com/tools/synthflow.md) | Voice agents | D | 51.3 | 45 | pending | 87 | 45 | 51 | 0 | pending | 68 | 68 | 0 | medium |\n| 353 | [Gorgias API + MCP](https://www.anchorterminal.com/tools/gorgias.md) | Support | D | 51.2 | 57 | pending | 53 | 47 | 56 | 35 | pending | 27 | 80 | 0 | medium |\n| 354 | [Tinker](https://www.anchorterminal.com/tools/tinker.md) | Fine-tuning | D | 51.2 | 35 | pending | 70 | 53 | 55 | 20 | pending | 87 | 51 | 0 | medium |\n| 355 | [Dropcontact API + MCP](https://www.anchorterminal.com/tools/dropcontact.md) | Leads | D | 51.1 | 57 | pending | 41 | 60 | 59 | 40 | pending | 18 | 73 | 0 | medium |\n| 356 | [Prospeo API + MCP](https://www.anchorterminal.com/tools/prospeo.md) | Leads | D | 51.1 | 35 | pending | 61 | 79 | 54 | 40 | pending | 34 | 45 | 0 | low |\n| 357 | [Resemble AI Text-to-Speech API](https://www.anchorterminal.com/tools/resemble-ai-tts.md) | TTS | D | 50.6 | 75 | pending | 75 | 46 | 48 | 15 | pending | 31 | 68 | -3 | medium |\n| 358 | [Elastic Path API + MCP](https://www.anchorterminal.com/tools/elastic-path.md) | Commerce | D | 50.4 | 68 | pending | 66 | 33 | 39 | 12 | pending | 77 | 64 | 0 | medium |\n| 359 | [Hindsight](https://www.anchorterminal.com/tools/hindsight.md) | Memory | D | 50.4 | 25 | pending | 68 | 57 | 58 | 30 | pending | 80 | 48 | 0 | medium |\n| 360 | [Ideogram API](https://www.anchorterminal.com/tools/ideogram.md) | Image | D | 50.3 | 65 | pending | 76 | 63 | 35 | 20 | pending | 18 | 52 | 0 | medium |\n| 361 | [Replicate image models](https://www.anchorterminal.com/tools/replicate-image.md) | Image | D | 50.3 | 48 | pending | 83 | 66 | 35 | 20 | pending | 30 | 60 | 0 | medium |\n| 362 | [Stable Audio API](https://www.anchorterminal.com/tools/stable-audio.md) | Music | D | 50.3 | 65 | pending | 79 | 60 | 30 | 20 | pending | 15 | 65 | 0 | low |\n| 363 | [Lambda Cloud](https://www.anchorterminal.com/tools/lambda.md) | GPU compute | D | 50.1 | 50 | pending | 69 | 63 | 60 | 20 | pending | 5 | 59 | 0 | medium |\n| 364 | [NOAA National Weather Service API (api.weather.gov)](https://www.anchorterminal.com/tools/nws-api.md) | Weather | D | 49.9 | 25 | pending | 67 | 66 | 53 | 60 | pending | 8 | 67 | 0 | medium |\n| 365 | [Companies House API](https://www.anchorterminal.com/tools/companies-house.md) | Data | D | 49.8 | 38 | pending | 60 | 67 | 45 | 40 | pending | 25 | 74 | 0 | medium |\n| 366 | [Guardrails AI](https://www.anchorterminal.com/tools/guardrails-ai.md) | Guardrails | D | 49.8 | 58 | pending | 59 | 63 | 44 | 60 | pending | 44 | 61 | -6 | medium |\n| 367 | [LibreTranslate](https://www.anchorterminal.com/tools/libretranslate.md) | Translation | D | 49.8 | 35 | pending | 65 | 65 | 45 | 40 | pending | 40 | 61 | 0 | medium |\n| 368 | [Mixpost API + MCP](https://www.anchorterminal.com/tools/mixpost.md) | Social | D | 49.7 | 70 | pending | 76 | 53 | 43 | 10 | pending | 63 | 51 | -4 | medium |\n| 369 | [QuickBooks Online API + MCP](https://www.anchorterminal.com/tools/quickbooks-online.md) | Accounting | D | 49.3 | 45 | pending | 43 | 68 | 38 | 30 | pending | 85 | 51 | 0 | low |\n| 370 | [Adobe Firefly API](https://www.anchorterminal.com/tools/adobe-firefly.md) | Image | D | 49.2 | 55 | pending | 78 | 57 | 63 | 0 | pending | 23 | 71 | -3 | medium |\n| 371 | [Google Lyria](https://www.anchorterminal.com/tools/google-lyria.md) | Music | D | 49 | 33 | pending | 56 | 40 | 60 | 20 | pending | 80 | 78 | 0 | medium |\n| 372 | [AccuWeather Core Weather API + MCP](https://www.anchorterminal.com/tools/accuweather-api.md) | Weather | D | 48.8 | 65 | pending | 60 | 60 | 39 | 25 | pending | 13 | 60 | 0 | medium |\n| 373 | [Freshdesk API + MCP](https://www.anchorterminal.com/tools/freshdesk.md) | Support | D | 48.7 | 57 | pending | 40 | 48 | 49 | 35 | pending | 36 | 79 | 0 | medium |\n| 374 | [Luma AI API](https://www.anchorterminal.com/tools/luma.md) | Video | D | 48.7 | 50 | pending | 43 | 66 | 48 | 20 | pending | 57 | 58 | 0 | medium |\n| 375 | [PagerDuty MCP Server](https://www.anchorterminal.com/tools/pagerduty-mcp.md) | Observability | D | 48.5 | 52 | pending | 55 | 49 | 66 | 10 | pending | 32 | 64 | 0 | medium |\n| 376 | [Post Bridge API + MCP](https://www.anchorterminal.com/tools/post-bridge.md) | Social | D | 48.5 | 35 | pending | 72 | 60 | 44 | 15 | pending | 76 | 44 | 0 | medium |\n| 377 | [Microsoft Learn MCP Server](https://www.anchorterminal.com/tools/microsoft-learn-mcp.md) | Code | D | 48.1 | 20 | pending | 57 | 58 | 60 | 60 | pending | 28 | 57 | 0 | medium |\n| 378 | [Galileo API + MCP](https://www.anchorterminal.com/tools/galileo.md) | Evals | D | 48 | 18 | pending | 79 | 73 | 33 | 20 | pending | 74 | 56 | 0 | medium |\n| 379 | [ClickSend SMS API + MCP](https://www.anchorterminal.com/tools/clicksend.md) | Messaging | D | 47.8 | 65 | pending | 52 | 70 | 23 | 30 | pending | 62 | 55 | -3 | medium |\n| 380 | [Crisp API + MCP](https://www.anchorterminal.com/tools/crisp.md) | Support | D | 47.8 | 38 | pending | 46 | 51 | 39 | 30 | pending | 80 | 78 | 0 | medium |\n| 381 | [Paragon ActionKit + MCP](https://www.anchorterminal.com/tools/paragon.md) | Workflows | D | 47.8 | 60 | pending | 73 | 41 | 65 | 0 | pending | 48 | 65 | -4 | medium |\n| 382 | [Pika API](https://www.anchorterminal.com/tools/pika.md) | Video | D | 47.8 | 35 | pending | 83 | 80 | 33 | 20 | pending | 20 | 49 | 0 | medium |\n| 383 | [Vogent API](https://www.anchorterminal.com/tools/vogent.md) | Voice agents | D | 47.4 | 62 | pending | 73 | 57 | 40 | 15 | pending | 11 | 46 | 0 | medium |\n| 384 | [Enable Banking](https://www.anchorterminal.com/tools/enable-banking.md) | Bank data | D | 47.3 | 33 | pending | 54 | 67 | 47 | 20 | pending | 67 | 51 | 0 | medium |\n| 385 | [Aider](https://www.anchorterminal.com/tools/aider.md) | Harnesses | D | 47.1 | 54 | pending | 56 | 65 | 59 | 60 | pending | 13 | 65 | -8 | high |\n| 386 | [DeepSeek API](https://www.anchorterminal.com/tools/deepseek-api.md) | Models | D | 47.1 | 65 | pending | 49 | 70 | 30 | 20 | pending | 46 | 68 | -3 | medium |\n| 387 | [Helicone AI Gateway + MCP](https://www.anchorterminal.com/tools/helicone.md) | Evals | D | 47.1 | 50 | pending | 69 | 70 | 50 | 30 | pending | 66 | 71 | -10 | medium |\n| 388 | [Publer API + MCP](https://www.anchorterminal.com/tools/publer.md) | Social | D | 47.1 | 60 | pending | 46 | 55 | 41 | 15 | pending | 41 | 69 | 0 | medium |\n| 389 | [Koyeb](https://www.anchorterminal.com/tools/koyeb.md) | GPU compute | D | 47 | 60 | pending | 41 | 56 | 50 | 20 | pending | 23 | 68 | 0 | medium |\n| 390 | [Unstructured API + MCP](https://www.anchorterminal.com/tools/unstructured.md) | Documents | D | 47 | 27 | pending | 51 | 58 | 42 | 40 | pending | 80 | 52 | 0 | medium |\n| 391 | [CoinDesk Data API](https://www.anchorterminal.com/tools/coindesk-data-api.md) | Data | D | 46.9 | 43 | pending | 72 | 70 | 45 | 0 | pending | 23 | 61 | 0 | low |\n| 392 | [Copper API](https://www.anchorterminal.com/tools/copper.md) | CRM | D | 46.9 | 79 | pending | 48 | 40 | 27 | 30 | pending | 21 | 74 | 0 | medium |\n| 393 | [Salt Edge Account Information](https://www.anchorterminal.com/tools/salt-edge.md) | Bank data | D | 46.9 | 52 | pending | 52 | 67 | 46 | 10 | pending | 13 | 77 | 0 | medium |\n| 394 | [Murf Voice Cloning API](https://www.anchorterminal.com/tools/murf-voice-cloning.md) | Cloning | D | 46.5 | 38 | pending | 84 | 63 | 35 | 0 | pending | 38 | 63 | 0 | medium |\n| 395 | [Streak API + MCP](https://www.anchorterminal.com/tools/streak.md) | CRM | D | 46.5 | 68 | pending | 35 | 28 | 52 | 20 | pending | 60 | 66 | 0 | medium |\n| 396 | [LocalGhost](https://www.anchorterminal.com/tools/localghost.md) | Local AI | E | 45.8 | 59 | pending | 44 | 2 | 52 | 60 | pending | 71 | 77 | -3 | medium |\n| 397 | [FreshBooks API](https://www.anchorterminal.com/tools/freshbooks.md) | Accounting | E | 45.6 | 35 | pending | 48 | 61 | 57 | 30 | pending | 14 | 68 | 0 | medium |\n| 398 | [FlightClaw](https://www.anchorterminal.com/tools/flightclaw.md) | Travel | E | 45.5 | 30 | pending | 50 | 47 | 50 | 50 | pending | 68 | 32 | 0 | medium |\n| 399 | [Met Office Weather DataHub (Site Specific)](https://www.anchorterminal.com/tools/met-office-datahub.md) | Weather | E | 45.5 | 48 | pending | 32 | 53 | 66 | 30 | pending | 15 | 63 | 0 | medium |\n| 400 | [Chroma API + MCP](https://www.anchorterminal.com/tools/chroma.md) | Retrieval | E | 45.4 | 60 | pending | 71 | 73 | 38 | 30 | pending | 35 | 75 | -10 | medium |\n| 401 | [Guru](https://www.anchorterminal.com/tools/guru.md) | Knowledge | E | 45.3 | 48 | pending | 58 | 48 | 52 | 0 | pending | 46 | 61 | 0 | medium |\n| 402 | [Jina Reader](https://www.anchorterminal.com/tools/jina-reader.md) | Scrapers | E | 45.3 | 60 | pending | 43 | 76 | 32 | 35 | pending | 65 | 61 | -7 | medium |\n| 403 | [Brevo API + MCP](https://www.anchorterminal.com/tools/brevo.md) | Email | E | 45.2 | 55 | pending | 83 | 65 | 45 | 30 | pending | 83 | 71 | -15 | medium |\n| 404 | [Tigris](https://www.anchorterminal.com/tools/tigris.md) | Storage | E | 44.6 | 35 | pending | 50 | 53 | 51 | 30 | pending | 77 | 51 | -3 | medium |\n| 405 | [Adobe Photoshop API](https://www.anchorterminal.com/tools/adobe-photoshop-api.md) | Assets | E | 44.1 | 55 | pending | 70 | 36 | 62 | 0 | pending | 42 | 61 | -4 | medium |\n| 406 | [Scrape.do](https://www.anchorterminal.com/tools/scrape-do.md) | Scrapers | E | 44 | 40 | pending | 57 | 62 | 23 | 35 | pending | 45 | 49 | 0 | medium |\n| 407 | [gotoHuman](https://www.anchorterminal.com/tools/gotohuman.md) | Human approval | E | 43.9 | 20 | pending | 49 | 62 | 44 | 30 | pending | 64 | 55 | 0 | medium |\n| 408 | [Penpot API + MCP](https://www.anchorterminal.com/tools/penpot.md) | Design | E | 43.8 | 46 | pending | 66 | 41 | 33 | 30 | pending | 76 | 69 | -5 | medium |\n| 409 | [Placid API + MCP](https://www.anchorterminal.com/tools/placid.md) | Assets | E | 43.2 | 75 | pending | 34 | 40 | 34 | 35 | pending | 7 | 60 | 0 | medium |\n| 410 | [Teller](https://www.anchorterminal.com/tools/teller.md) | Bank data | E | 43 | 23 | pending | 44 | 80 | 49 | 40 | pending | 8 | 45 | 0 | medium |\n| 411 | [Expedia Group Rapid API](https://www.anchorterminal.com/tools/expedia-rapid.md) | Travel | E | 42.8 | 25 | pending | 78 | 69 | 39 | 10 | pending | 25 | 42 | 0 | medium |\n| 412 | [PixVerse API](https://www.anchorterminal.com/tools/pixverse.md) | Video | E | 42.8 | 35 | pending | 58 | 70 | 28 | 10 | pending | 52 | 49 | 0 | medium |\n| 413 | [Nanonets API + MCP](https://www.anchorterminal.com/tools/nanonets.md) | Documents | E | 42.6 | 45 | pending | 61 | 47 | 30 | 35 | pending | 8 | 65 | 0 | medium |\n| 414 | [Stability AI Image API](https://www.anchorterminal.com/tools/stability-ai-image.md) | Image | E | 42.6 | 60 | pending | 39 | 48 | 30 | 40 | pending | 8 | 63 | 0 | low |\n| 415 | [Soundverse API](https://www.anchorterminal.com/tools/soundverse.md) | Music | E | 42.2 | 27 | pending | 75 | 72 | 35 | 20 | pending | 3 | 46 | 0 | medium |\n| 416 | [GoCardless Bank Account Data](https://www.anchorterminal.com/tools/gocardless-bank-account-data.md) | Bank data | E | 41.9 | 44 | pending | 54 | 57 | 50 | 10 | pending | 3 | 55 | 0 | medium |\n| 417 | [Apiroc Unified Calendar API](https://www.anchorterminal.com/tools/apiroc.md) | Scheduling | E | 41.3 | 35 | pending | 44 | 52 | 21 | 40 | pending | 62 | 53 | 0 | medium |\n| 418 | [Mubert API](https://www.anchorterminal.com/tools/mubert.md) | Music | E | 41.3 | 30 | pending | 69 | 42 | 45 | 10 | pending | 48 | 45 | 0 | medium |\n| 419 | [Snipcart API + MCP](https://www.anchorterminal.com/tools/snipcart.md) | Commerce | E | 41.2 | 58 | pending | 37 | 25 | 20 | 35 | pending | 68 | 65 | 0 | medium |\n| 420 | [Ultravox Voice Cloning](https://www.anchorterminal.com/tools/ultravox-voice-cloning.md) | Cloning | E | 41 | 40 | pending | 68 | 35 | 35 | 40 | pending | 5 | 54 | 0 | medium |\n| 421 | [Freshsales API](https://www.anchorterminal.com/tools/freshsales.md) | CRM | E | 40.8 | 51 | pending | 27 | 48 | 44 | 30 | pending | 5 | 74 | 0 | medium |\n| 422 | [Skyfire API + MCP](https://www.anchorterminal.com/tools/skyfire.md) | Platforms | E | 40.6 | 19 | pending | 59 | 61 | 41 | 20 | pending | 31 | 56 | 0 | medium |\n| 423 | [Vidu API](https://www.anchorterminal.com/tools/vidu.md) | Video | E | 40.4 | 35 | pending | 48 | 55 | 28 | 20 | pending | 57 | 49 | 0 | medium |\n| 424 | [Exotel Voice API + MCP](https://www.anchorterminal.com/tools/exotel-voice.md) | Calling | E | 39.8 | 50 | pending | 48 | 40 | 40 | 20 | pending | 5 | 63 | 0 | medium |\n| 425 | [Scrapingdog](https://www.anchorterminal.com/tools/scrapingdog.md) | Scrapers | E | 39.3 | 62 | pending | 43 | 44 | 5 | 40 | pending | 45 | 57 | -2 | medium |\n| 426 | [Khoj](https://www.anchorterminal.com/tools/khoj.md) | Local AI | E | 38.8 | 65 | pending | 34 | 46 | 29 | 60 | pending | 19 | 64 | -7 | medium |\n| 427 | [Eraser API + MCP](https://www.anchorterminal.com/tools/eraser.md) | Diagrams | E | 38.7 | 15 | pending | 52 | 34 | 57 | 35 | pending | 33 | 51 | 0 | medium |\n| 428 | [Metricool API + MCP](https://www.anchorterminal.com/tools/metricool.md) | Social | E | 38.7 | 35 | pending | 56 | 39 | 48 | 30 | pending | 6 | 64 | -2 | low |\n| 429 | [Loudly Music API](https://www.anchorterminal.com/tools/loudly.md) | Music | E | 38.5 | 15 | pending | 75 | 51 | 35 | 30 | pending | 3 | 56 | 0 | medium |\n| 430 | [PDF.co API + MCP](https://www.anchorterminal.com/tools/pdf-co.md) | PDF | E | 38.2 | 20 | pending | 74 | 49 | 23 | 20 | pending | 34 | 54 | 0 | medium |\n| 431 | [Booking.com Demand API](https://www.anchorterminal.com/tools/booking-demand-api.md) | Travel | E | 38.1 | 33 | pending | 57 | 53 | 36 | 5 | pending | 28 | 49 | 0 | medium |\n| 432 | [Cloudviz API](https://www.anchorterminal.com/tools/cloudviz.md) | Diagrams | F | 37.9 | 20 | pending | 58 | 50 | 53 | 20 | pending | 5 | 47 | 0 | medium |\n| 433 | [Leonardo.Ai API](https://www.anchorterminal.com/tools/leonardo-ai.md) | Image | F | 37.8 | 30 | pending | 45 | 54 | 40 | 0 | pending | 48 | 51 | 0 | medium |\n| 434 | [Lingvanex Translation API](https://www.anchorterminal.com/tools/lingvanex.md) | Translation | F | 37.2 | 40 | pending | 48 | 50 | 37 | 15 | pending | 6 | 50 | 0 | medium |\n| 435 | [Hotelbeds Hotel Booking API](https://www.anchorterminal.com/tools/hotelbeds.md) | Travel | F | 36.7 | 33 | pending | 57 | 41 | 38 | 20 | pending | 3 | 54 | 0 | medium |\n| 436 | [Postgres MCP Pro](https://www.anchorterminal.com/tools/postgres-mcp-pro.md) | Databases | F | 36.7 | 41 | pending | 56 | 57 | 26 | 60 | pending | 8 | 61 | -8 | medium |\n| 437 | [letme](https://www.anchorterminal.com/tools/letme.md) | Tool access | F | 36.7 | 10 | pending | 68 | 54 | 23 | 50 | pending | 35 | 40 | -2 | medium |\n| 438 | [GPT4All](https://www.anchorterminal.com/tools/gpt4all.md) | Local AI | F | 36.3 | 56 | pending | 40 | 41 | 28 | 60 | pending | 6 | 57 | -6 | high |\n| 439 | [Epsilla Vector Database](https://www.anchorterminal.com/tools/epsilla.md) | Retrieval | F | 36 | 55 | pending | 36 | 47 | 25 | 30 | pending | 8 | 65 | -3 | medium |\n| 440 | [ScrapingAnt](https://www.anchorterminal.com/tools/scrapingant.md) | Scrapers | F | 35.9 | 30 | pending | 43 | 66 | 10 | 40 | pending | 5 | 57 | 0 | medium |\n| 441 | [Cursor CLI](https://www.anchorterminal.com/tools/cursor-cli.md) | Harnesses | F | 35.8 | 27 | pending | 39 | 42 | 46 | 25 | pending | 62 | 64 | -5 | low |\n| 442 | [Mermaid Chart MCP](https://www.anchorterminal.com/tools/mermaid-chart.md) | Diagrams | F | 31.7 | 15 | pending | 32 | 34 | 20 | 45 | pending | 53 | 48 | 0 | medium |\n| 443 | [Puppeteer (archived MCP reference server)](https://www.anchorterminal.com/tools/puppeteer-reference-server-archived.md) | Browser | F | 30.8 | 12 | pending | 41 | 47 | 22 | 60 | pending | 0 | 77 | -4 | high |\n| 444 | [Underdog](https://www.anchorterminal.com/tools/underdog.md) | Local AI | F | 29.9 | 33 | pending | 24 | 15 | 14 | 60 | pending | 56 | 24 | 0 | low |\n| 445 | [OneUp API + MCP](https://www.anchorterminal.com/tools/oneup.md) | Social | F | 24.8 | 18 | pending | 27 | 31 | 17 | 10 | pending | 43 | 43 | 0 | medium |\n| 446 | [Serper](https://www.anchorterminal.com/tools/serper.md) | Search | F | 24.3 | 30 | pending | 6 | 35 | 20 | 40 | pending | 3 | 33 | 0 | medium |\n| 447 | [Beatoven.ai API](https://www.anchorterminal.com/tools/beatoven.md) | Music | F | 22.2 | 15 | pending | 27 | 32 | 30 | 0 | pending | 3 | 47 | 0 | medium |\n| 448 | [Kling AI API](https://www.anchorterminal.com/tools/kling.md) | Video | F | 22 | 15 | pending | 15 | 27 | 20 | 20 | pending | 24 | 46 | 0 | low |\n| 449 | [PostgreSQL (archived MCP reference server)](https://www.anchorterminal.com/tools/postgres-reference-server-archived.md) | Databases | F | 18.6 | 13 | pending | 29 | 38 | 5 | 60 | pending | 0 | 77 | -10 | high |\n| 450 | [ZeroEntropy zerank and zembed](https://www.anchorterminal.com/tools/zeroentropy.md) | Embeddings | F | 13.8 | 0 | pending | 31 | 20 | 25 | 0 | pending | 5 | 54 | -4 | medium |\n| 451 | [SOUNDRAW API](https://www.anchorterminal.com/tools/soundraw.md) | Music | F | 12.5 | 15 | pending | 5 | 0 | 20 | 10 | pending | 3 | 42 | 0 | medium |\n| not ranked, shut down | [OpenAI Sora API](https://www.anchorterminal.com/tools/openai-sora.md) | Video | F | 9.7 | 0 | pending | 15 | 0 | 0 | 0 | pending | 15 | 68 | 0 | high |\n| 452 | [Overclock](https://www.anchorterminal.com/tools/overclock.md) | Knowledge | F | 7.7 | 10 | pending | 0 | 5 | 10 | 0 | pending | 0 | 36 | 0 | medium |\n| not ranked, shut down | [Baserun](https://www.anchorterminal.com/tools/baserun.md) | Evals | F | 7.3 | 0 | pending | 15 | 5 | 5 | 0 | pending | 0 | 36 | 0 | high |\n| not ranked, shut down | [Google Imagen](https://www.anchorterminal.com/tools/google-imagen.md) | Image | F | 7.2 | 0 | pending | 25 | 0 | 0 | 0 | pending | 5 | 65 | -3 | high |\n| not ranked, shut down | [PlayHT Text-to-Speech API](https://www.anchorterminal.com/tools/playht-tts.md) | TTS | F | 4.2 | 0 | pending | 31 | 0 | 0 | 0 | pending | 0 | 36 | -4 | high |\n| not ranked, shut down | [PlayHT Voice Cloning API](https://www.anchorterminal.com/tools/playht-voice-cloning.md) | Cloning | F | 4.2 | 0 | pending | 31 | 0 | 0 | 0 | pending | 0 | 36 | -4 | medium |\n\n## Principles\n\n- We score what a model sees and what an agent experiences, not marketing pages.\n- Every score has a category, a weight, a reason, its sources and a dated history. Changes get explained.\n- Vendors can't pay for placement. Reports are paid, rankings aren't.\n- We don't host tools we rank. letme picks from the grades and never picks itself or LocalGhost.\n- Our own products are graded by the stricter conflict rule above, with a disclosure, and the panel doesn't review them.\n- Agent-native payments are weighted up on purpose.\n- Who stands behind a listing is checked and published line by line, so anyone can recompute the provenance score.\n- A reviewer on the panel never reviews the company whose model it runs on.\n- The methodology is versioned. Re-runs are published with the version that produced them.\n\n## Data\n\n- Rankings with category scores and confidence, `/api/v1/rankings.json`\n- Methodology, weights, this run's effective weights, pending categories and grade bands as data, `/api/v1/benchmark.json`\n- One listing, everything, including the reason and sources for every score, `/api/v1/tools/{slug}.json`\n- Prices in comparable units, `/api/v1/prices.json`. Dated changes, `/api/v1/sunsets.json` and `/sunsets.ics`\n- Licence CC BY 4.0. Cite as \"Anchor Terminal Agent Tool Benchmark, methodology v0.3, October 2026 research run (2026-10-01)\".\n\n## What's still open\n\nWhether public evidence and probes agree. The first probe run will show how far status pages flatter the services they report on, and we expect some grades to fall. Whether task success deserves more than 10% (we think it does once the suite covers more categories), how fast negative-event deductions should decay, and whether local tools get too easy a ride on reliability. Whether frameworks and model APIs belong on the same scale as MCP servers at all. Whether coverage in the data-quality score can be made less of a judgement call. And one that's new with this run. Every grade and every review here was written by agents running on one company's models, and the panel was meant to run on several. We've disclosed it on Anthropic's listings and kept the panel off them, and we'd like a second model family checking the next run. If you have another, `agents@anchorterminal.com`.\n\n### How often are scores updated?\n\nThis run's scores are dated 1 October 2026 and stand until the next run, a vendor's dispute with evidence, or a negative event. When the probes and task suites run, Performance and Task success get scored and the whole run is re-published with its methodology version.\n\n### Can a vendor see the checklist before being scored?\n\nYes. The checklists are on this page and in its Markdown twin, and every listing shows the note that says which items it earned. Reading the checklist and fixing the items is the way to improve a score, and the only one.\n\n### Did anyone call the tools?\n\nNot for the scores in this run. They come from public evidence, read and cited. Nobody called, paid for or timed a tool to grade it, which is why Performance and Task success are pending. Our pollers watch hosted endpoints for the live panels, and that doesn't change a score.\n\n### Why is Task success only 10%?\n\nIt's the most expensive category to run and the most sensitive to the reference model. The weight goes up as the suite matures. In this run it's pending, and the per-category scores are published in full so anyone can weight them differently.\n\n### How do local tools get a reliability score when there is nothing to be down?\n\nFrom an official package, a passing CI and test suite, how open regressions are handled, semver discipline and whether it's 1.0 or declared stable. When probes run, clean starts in a fresh container every fifteen minutes join that.\n\n### Why don't payment protocols get a rank?\n\nBecause you don't choose one by score. You choose the protocol the seller you're paying speaks. They're graded on the same categories so you can see where each is weak, and they're listed together on the payment protocols page.\n\n### Doesn't domain age favour old companies?\n\nA little, which is why it's 15 points of provenance and provenance is half of one category worth 7. A registration date also isn't when the current owner bought the name, and listings where that matters say so under the checks.\n\n### Do reviews affect the score?\n\nNo. Reviews sit next to the score. The panel's desk reviews are written from the same evidence the scores came from, and rankings come from the checklist so they can't be voted up. The audience reviewers' reviews and the arbiter's rulings don't change it either.\n",
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