# Instructure Canvas vs Learnosity

> Learnosity and Instructure Canvas score within a point of each other for learning quiz, 60.2 and 59.5 out of 100. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/canvas-lms-vs-learnosity
- Markdown: https://www.anchorterminal.com/compare/canvas-lms-vs-learnosity.md (~4,550 tokens)
- Site index for agents: https://www.anchorterminal.com/llms.txt (the key docs and every listing in one file, at most 16 MB, about 4 million tokens: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- DNS: dig +short TXT <slug>.grade.anchorterminal.com (the grade as a DNS TXT record, for a sandbox with no HTTP where names still resolve; also top., best.<category>. and <a>.vs.<b>. under the zone, and the same under grade.letme.dev)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-11-03

Learnosity and Instructure Canvas score within a point of each other on agent readiness, 60.2 (C) and 59.5 (C). Instructure Canvas leads on schema & documentation, security & auth and transparency & trust. Both do learning quiz.

- Instructure Canvas: grade C, 59.5/100, rank #622 of 1349. Markdown https://www.anchorterminal.com/tools/canvas-lms.md · JSON https://www.anchorterminal.com/api/v1/tools/canvas-lms.json
- Learnosity: grade C, 60.2/100, rank #581 of 1349. Markdown https://www.anchorterminal.com/tools/learnosity.md · JSON https://www.anchorterminal.com/api/v1/tools/learnosity.json
- Best learning, tutoring and assessment tools for AI agents: https://www.anchorterminal.com/best/learning/index.md
- All 10 learning comparisons: https://www.anchorterminal.com/compare/learning/index.md

## Which one, for what

### Instructure Canvas (C)

Good for: An agent acting for a teacher, student or administrator inside an institution that has issued a key, reading assignments and grades or creating course content.

Ahead on:
- Schema & documentation, 77 against 67
- Security & auth, 61 against 54
- Transparency & trust, 82 against 71

Also in its favour:
- Open source

Watch for: An agent needs a developer key or OAuth grant from the institution's root administrator; Canvas Lite's terms exclude API token access

### Learnosity (C)

Good for: A product team embedding assessment at scale, where an agent imports items, reads sessions and scores, or runs reports under an existing contract.

Ahead on:
- Reliability, 75 against 63
- Payments & pricing, 10 against 0
- Maintenance & community, 85 against 72

Watch for: Access needs a commercial agreement; no price, trial or self-serve key is published


## Why the edge

### Maintenance & community: Learnosity +13

- Instructure Canvas (72): Read for a closed hosted service. Change log entries announced 27 October 2026 and scheduled through 9 November (30). Entries on 2, 23 and 28 September and 9 and 27 October 2026, with deploys every two weeks (20). A dated community change log, community forums and Instructure support; replies on the public repository could not be read (12 of 15). No official REST SDK; the DAP client library for data exports is current on PyPI per the change log (6 of 15). The public canvas-lms mirror's master feed ends 30 April 2026 and its last release tag is release/2026-05-20, so package health and CI can't be read, though the hosted service keeps shipping (4 of 10). 30 + 20 + 12 + 6 + 4 = 72.
- Learnosity (85): Read for a closed service. Developer release log dated 28 October 2026 and v2026.2.LTS on 10 June 2026 (30). Developer builds about every two weeks with dated logs in September and October (20). Release logs per API, support tickets, the Build Aide feedback widget, and SDK repositories with pull requests merged through 16 October 2026 (12 of 15). Current SDKs for Python (v0.3.13, 14 January 2026, commits to 16 October), Node.js (v0.7.3, 2 October 2026) and PHP (v1.2.1), under Apache-2.0 (15). GitHub Actions CI on the Python and Node.js SDKs; the Node SDK removed express from its dependencies in v0.7.3 (8 of 10). 30 + 20 + 12 + 15 + 8 = 85.

### Reliability: Learnosity +12

- Instructure Canvas (63): Read with the hosted lines on the hosted Canvas API. Statuspage at status.instructure.com with components and history (20). From 24 August to 30 October 2026 the feed lists 25 entries, most of them slow pages or errors for some users lasting under an hour, and four of an hour or more, MFA SMS delivery (2 hours 12 minutes, 24 August), a Portland-region heavy-load outage (5 hours 17 minutes, 31 August), a login failure for some users (1 hour 46 minutes, 15 October) and Canvas Data 2 errors (1 hour 48 minutes, 21 October). Each affected a region or a subset rather than the API for everyone, read as one major outage with many minor ones (10). Throttling is documented as a cost-based quota with headers but no bucket size or refill rate (8 of 15). A 429 is documented with "retry later", no Retry-After or backoff numbers and no idempotency keys for writes (7 of 15). The trust centre states 99.9 per cent annual uptime; contract SLAs sit behind the customer portal (8 of 10). The REST API is generally available (10). 20 + 10 + 8 + 7 + 8 + 10 = 63.
- Learnosity (75): Read with the hosted lines on the Data API. Statuspage at status.learnosity.com with component history (20). From 1 August to 3 November 2026 the feed lists six entries, Enhanced Math scoring delays in US-East-1 on 11 September, 2 October and 20 October (the last touching the Data API scoring endpoint for about 4 hours 40 minutes), an LTS remapping issue on 8 October, a demos-site maintenance on 21 to 22 October and Item Pools degraded in all regions for about 2 hours 20 minutes on 26 October, so one incident of an hour or more on a core endpoint and the rest regional or partial (10). Rate limits published per endpoint in 5-second windows (15). A 429 with meta.code 42000 and a stated 5-second wait, but no Retry-After header and no idempotency keys for SET and UPDATE (10 of 15). SLA uptime of 99.8 or 99.9 per cent by support tier on the licences page (10). The APIs are generally available, with LTS versions (10). 20 + 10 + 15 + 10 + 10 + 10 = 75.

### Transparency & trust: Instructure Canvas +11

- Instructure Canvas (82): Canvas LMS source under AGPL-3.0 with clear terms of use and an API policy for the hosted service (28 of 30). Privacy notice effective 10 July 2026 with a 30-day deletion commitment, an AI privacy notice (27 October 2025) saying student data does not train Instructure's models and naming Anthropic, Meta and Cohere models, but no retention periods and no subprocessor list (15 of 30). A written 90-day deprecation notice in the API policy, applied in a dated change log (20). Hosting in the United States stated for Canvas Lite and offices named, model providers named for the AI tools, no subprocessor list or regions for the main service (8 of 20). 28 + 15 + 20 + 8 = 71.
- Learnosity (71): Closed service; the website terms name Learnosity Limited and cover the website only, platform terms are in customer contracts, and the SDKs are Apache-2.0 (12 of 30). Privacy policy last updated 26 May 2026, a least-data principle on the product security policy, a DPA and data-protection protocols behind robots.txt disallows, and no retention periods (15 of 30). LTS lifecycle with dated deprecation, end-of-life and sunset for every version (20). AWS hosting in the US, EU and Australia with the customer choosing the region; the subprocessor list is disallowed to crawlers (8 of 20). 12 + 15 + 20 + 8 = 55.

### Schema & documentation: Instructure Canvas +10

- Instructure Canvas (77): An OpenAPI 3.0 file is generated from the source with `rake doc:openapi`, and the reference is generated the same way, but no hosted copy of the file was found, so an agent has to build it from a repository whose public mirror ended in May 2026 (15 of 25). llms.txt on developerdocs.instructure.com indexes the Canvas resources and basics (10). Each resource page states what the endpoint does and its parameters, with little when-not-to-use guidance (16 of 20). Parameters are typed with allowed values and required flags in the resource pages (12 of 15). Request examples per endpoint, but no central error page, and the throttling page itself gives the status as "429 Forbidden (Rate Limit Exceeded)" (9 of 15). A change log dated by announcement and a written 90-day deprecation policy (15). 15 + 10 + 16 + 12 + 9 + 15 = 77.
- Learnosity (67): No public OpenAPI or similar document was found for the Data API; the reference is help-centre articles, and only the Build Aide MCP server has typed tool inputs, over documentation rather than data (8 of 25). No llms.txt, but the hosted MCP server serves the documentation to agents with source citations (8 of 10). Endpoint articles state what each category is for and when to use the Data API instead of the pre-built APIs (15 of 20). Parameters are typed per endpoint in the articles, read only in part through the JSON API, so partial credit (9 of 15). Troubleshooting articles per HTTP code with the error body, and SDK examples in five languages (12 of 15). Dated LTS versions, release logs per API and developer release logs every two weeks (15). 8 + 8 + 15 + 9 + 12 + 15 = 67.

### Payments & pricing: Learnosity +10

- Instructure Canvas (0): Read with the hosted rubric. No x402, MPP or L402 (0). No price published; Canvas is sold by contract, and the tiers page compares access levels without prices (0). The only free account, Canvas Lite, excludes API token access per its terms of 30 September 2026, so there is no free tier for the API (0). A developer key or OAuth grant needs an institution's administrator (0). 0 + 0 + 0 + 0 = 0.
- Learnosity (10): No x402, MPP or L402 (0). No price published; tiers and support levels are described and a quote comes from sales (0). No free tier or trial for the platform; the demos site runs on a public demos consumer key and the MCP server is free, which is documentation rather than the product (5 of 20). A contract and credentials from Learnosity are needed; only the documentation MCP server is reachable without a person (5 of 20). 0 + 0 + 5 + 5 = 10.

### Security & auth: Instructure Canvas +7

- Instructure Canvas (61): OAuth2 with developer keys scoped to `url:<verb>|<path>` endpoints, 1-hour tokens, refresh tokens, revocation on logout and replace_tokens, but `access_token` as a query parameter is a documented if discouraged option, so 30 less 10 (20 of 30). Scoped keys can be limited to GET endpoints and administrators grant and revoke scopes; masquerading needs a separate permission; no confirmation step for destructive calls (14 of 20). The API returns student submissions, discussion posts and messages with no guidance on treating them as untrusted (5 of 15). Administrators control keys and tokens, and Canvas keeps authentication and course audit logs, but per-call API visibility for a key was not confirmed (6 of 15). security.txt valid to 1 January 2027, a Bugcrowd disclosure form, a bounty programme joined on request, SOC and other reports behind the customer trust portal (16 of 20). 20 + 14 + 5 + 6 + 16 = 61.
- Learnosity (54): A consumer key and secret per consumer, with every request signed server-side and the secret never sent; rotation and revocation are not described on public pages (22 of 30). Access is scoped per consumer and the MCP server is read-only, but no read-only Data API credential or confirmation for session deletion was found (8 of 20). The Data API returns learner responses, which are untrusted text, with no guidance (5 of 15). No per-call audit log for the operator found on public pages (3 of 15). ISO 27001 certificate, CSA STAR, a public HECVAT, EU-US DPF and a FedRAMP Moderate authorisation stated by the CTO, security@learnosity.com and a good-faith research authorisation; no security.txt or paid bounty (16 of 20). 22 + 8 + 5 + 3 + 16 = 54.

## Score by category

| Category | Weight | Instructure Canvas | Learnosity | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 63 | 75 | Learnosity +12 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 77 | 67 | Instructure Canvas +10 |
| Agent ergonomics | 13% (16.2 this run) | 63 | 61 | Instructure Canvas +2 |
| Security & auth | 14% (17.5 this run) | 61 | 54 | Instructure Canvas +7 |
| Payments & pricing | 10% (12.5 this run) | 0 | 10 | Learnosity +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 72 | 85 | Learnosity +13 |
| Transparency & trust | 7% (8.8 this run) | 82 | 71 | Instructure Canvas +11 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **59.5 · C** | **60.2 · C** | |

## Facts side by side

| Fact | Instructure Canvas | Learnosity |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Instructure | Learnosity |
| Hosted endpoint | `https://<institution>.instructure.com/api/v1` | `https://mcp.learnosity.com/build/aide` |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | OAuth | API key |
| Pricing | Paid | Paid |
| x402 | no | no |
| Licence | AGPL-3.0 (Canvas LMS source); hosted service proprietary | Proprietary service; SDKs Apache-2.0 |
| Tools exposed | 0 | 8 |
| Read-only variant documented | no | yes |
| llms.txt | yes | no |
| Last release | 2026-10-27 | 2026-10-28 |
| Terms last updated | no date given | no date given |
| Privacy policy last updated | no date given | 2026-05-26 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | not found in the text |

## Verdicts

**Instructure Canvas.** A wide REST and GraphQL API over an institution's courses, assignments, quizzes, submissions and grades, with scoped OAuth2 developer keys, Link-header paging, a 90-day deprecation policy and a dated change log. Access depends on an institution's administrator issuing a key, there is no public price or sandbox, and the API policy bars unapproved MCP connections.

**Learnosity.** A commercial assessment platform whose Data API reads and writes item banks, learner sessions and scores through signed requests, with published per-endpoint rate limits, dated LTS versions and a free hosted MCP server for its documentation. Access needs an annual per-user contract with no public price, no public OpenAPI document was found, and the subprocessor list is unreadable to crawlers.

## Before you call either

### Instructure Canvas

1. Ask the institution's Canvas administrator for a scoped developer key, or run the OAuth2 flow on the institution's own domain; never ask users to paste manual access tokens
2. Send the token only in the Authorization header, follow the opaque Link headers for paging and set per_page rather than guessing page counts
3. Watch X-Request-Cost and X-Rate-Limit-Remaining, keep to one request at a time, and on 429 wait before retrying
4. Check the API policy before wiring Canvas into an MCP server; it prohibits connections through MCP servers Instructure has not approved
5. Use the GraphQL endpoint at /api/graphql when you need a few fields from many objects, since REST responses have no field selection

### Learnosity

1. Sign every Data API request with the SDK's Init helper using the consumer key, domain and secret; the secret stays on the server and never goes in a request
2. Keep writes under 50 per 5 seconds per endpoint and UPDATE /sessions/item to 1 per 5 seconds; on a 429 wait 5 seconds before retrying
3. Pin production code to the current LTS (v2026.2.LTS) and read the migration guide before moving; developer builds change every two weeks
4. Use https://mcp.learnosity.com/build/aide for documentation lookups only; it cannot call the Data API, and a -32000 error means a rate limit, so stop looping and wait
5. Ask the owner for the consumer credentials and which LTS version their consumer is pinned to before building

## Questions

### Which is better for AI agents, Instructure Canvas or Learnosity?

Learnosity and Instructure Canvas score within a point of each other on agent readiness, 60.2 (C) and 59.5 (C). Instructure Canvas leads on schema & documentation, security & auth and transparency & trust.

### Do Instructure Canvas and Learnosity need an API key?

Instructure Canvas uses an OAuth sign-in. Learnosity needs an API key.

### Can an agent call Instructure Canvas and Learnosity without installing anything?

Yes. Instructure Canvas has a hosted endpoint at https://<institution>.instructure.com/api/v1 and Learnosity at https://mcp.learnosity.com/build/aide.

### Are Instructure Canvas and Learnosity open source?

Instructure Canvas is open source (AGPL-3.0 (Canvas LMS source); hosted service proprietary). No open-source release is listed for Learnosity.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/canvas-lms-vs-learnosity.json, and with the fewest tokens: https://www.anchorterminal.com/compare/canvas-lms-vs-learnosity.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "canvas-lms", "b": "learnosity"}`. From a terminal: `anchor compare canvas-lms learnosity`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/canvas-lms.json and https://www.anchorterminal.com/api/v1/tools/learnosity.json

## Other comparisons with Instructure Canvas or Learnosity

- [Instructure Canvas vs Quizgecko](https://www.anchorterminal.com/compare/canvas-lms-vs-quizgecko.md)
- [Kahoot! vs Learnosity](https://www.anchorterminal.com/compare/kahoot-vs-learnosity.md)
- [Learnosity vs Moodle](https://www.anchorterminal.com/compare/learnosity-vs-moodle.md)
- [Learnosity vs Quizgecko](https://www.anchorterminal.com/compare/learnosity-vs-quizgecko.md)
- [Instructure Canvas vs Kahoot!](https://www.anchorterminal.com/compare/canvas-lms-vs-kahoot.md)
- [Instructure Canvas vs Moodle](https://www.anchorterminal.com/compare/canvas-lms-vs-moodle.md)

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Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp