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Grades on 2026-11-08, 1651 listings, methodology v0.7
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- history/2026-11-08.jsonl +0 -0
README.md
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Every tool AI agents run on, graded from public evidence against a published checklist, one row per listing. Model APIs, open-weight models, agent frameworks and harnesses, MCP servers, HTTP APIs, data providers, scrapers and payment protocols. The grades are [Anchor Terminal](https://www.anchorterminal.com)'s, the method is at https://www.anchorterminal.com/benchmark/, and the same data is on every listing page, in the JSON API and over MCP.
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Updated 2026-11-
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## What a row is
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A listing graded by one of two checklists. `checklist` says which. `tools` (
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`review_count` and `avg_rating` are the panel's desk reviews, written from public material with no calls made, and they never move a score. `own` marks one of our own products, graded under the rule on https://www.anchorterminal.com/benchmark/#own. `competes_with` names our product a listing competes with. `vendor_linked` says the vendor has verified the listing with a link back, which doesn't affect the grade.
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Every tool AI agents run on, graded from public evidence against a published checklist, one row per listing. Model APIs, open-weight models, agent frameworks and harnesses, MCP servers, HTTP APIs, data providers, scrapers and payment protocols. The grades are [Anchor Terminal](https://www.anchorterminal.com)'s, the method is at https://www.anchorterminal.com/benchmark/, and the same data is on every listing page, in the JSON API and over MCP.
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Updated 2026-11-08. 1651 listings, 1513 ranked, 228 agent-ready (BB or better). Grades AA 3, A 25, BB 200, B 388, C 420, D 277, E 190, F 148. Methodology v0.7, October 2026 research run. The `latest` config is today's grades; `history` holds one file for each day the grades changed, so a listing's score over time is its rows across those files.
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## What a row is
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A listing graded by one of two checklists. `checklist` says which. `tools` (1530 rows) scores reliability, schema and documentation, agent ergonomics, security and auth, payments and pricing, maintenance and community, and transparency and trust, with performance and task success still pending until the probes and task suites run. `open-weights` (121 rows) scores capability, reach, risk, agent interface and upkeep. A pending or unscored category is null. `score` is the weighted total over the assessed categories, 0 to 100, after `negative` points for dated negative events, and `grade` is the band it falls in. `rank` is the listing's place among all ranked listings, and 0 when it isn't ranked, which is the case for protocols, shut-down listings and open-weight models (those rank among themselves, by `category_rank`).
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`review_count` and `avg_rating` are the panel's desk reviews, written from public material with no calls made, and they never move a score. `own` marks one of our own products, graded under the rule on https://www.anchorterminal.com/benchmark/#own. `competes_with` names our product a listing competes with. `vendor_linked` says the vendor has verified the listing with a link back, which doesn't affect the grade.
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grades.csv
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grades.jsonl
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history/2026-11-08.jsonl
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