Adam vs nTop

Adam 74

OAuth 2.1 authorisation code with PKCE S256, automatic client registration, RFC 8707 resource indicators, refresh tokens, a revocation endpoint and 11 scopes, or a personal key minted for one workspace with chosen scopes and shown once; bearer header only, no query-string option (30). Read and change approved separately per area, tools:execute kept apart and blockable by an admin under Allow full harness execution, deletes behind confirmation, and access revoked at once from Connected apps. tools:execute is broad, covering commands, connected accounts, paired devices, stored credentials and billable tools (18 of 20). Task messages return the agent's output and tool results, which can include web search and connected-account content, and no prompt-injection guidance was found; per-user sandboxes isolate execution but do not address it (4 of 15). Connected apps are listed with revocation, every error carries a requestId and the billing summary reports usage, but no audit log for the operator was found (6 of 15). SOC 2 Type I approved with Type II in progress, a bug bounty of $10 to $100 per finding with a 90-day window and safe harbour, patch SLAs by CVSS severity, 72-hour incident notification, and no security.txt (16 of 20). 30 + 18 + 4 + 6 + 16 = 74.

nTop 26

Licence credentials rather than tokens, since ntopcl signs in with a username and password on the command line or a FlexNet server address, with no scoped, revocable or expiring key (8 of 30). The Run Command block has Prompt per File, Prompt per Block and Disallow All settings, which is the only approval control found; the docs MCP server is read-only (10 of 20). The docs server returns nTop's own documentation and ntopcl returns geometry, so little untrusted content reaches the model; no guidance was found (8 of 15). No audit log or per-call record found (0 of 15). No security.txt (404), disclosure policy, bug bounty, certification or advisories found on ntop.com or docs.ntop.com (0 of 20). 8 + 10 + 8 + 0 + 0 = 26.

Adam 82

The docs name 15 adam_ tools plus displayFile and loadSkill, so 11 to 30 (15), and task tools are discovered per task with adam_list_task_tools rather than listed up front, which earns 8 back (23 of 25). Cursor pagination with limit 1 to 50, status and project filters on tasks, and message parts that admins can trim, though results of tool calls may be truncated without a size control (18 of 20). One error envelope with type, message and requestId, 402 and 403 that name the plan or scope at fault, and a recovery table for each direct-tool failure (18 of 20). Idempotency-Key required on every write that starts work, a 24-hour replay, cancel documented as safe to repeat, and an unknown status that tells the agent to inspect before retrying; deletes need confirmation, but readOnlyHint and destructiveHint annotations were not confirmed since tools/list was not read (16 of 20). Few required parameters, but no official SDK in any language (7 of 15). 23 + 18 + 18 + 16 + 7 = 82.

nTop 60

A command line with one notebook and two JSON files, a Python package with one class, and a docs MCP server with two tools, so almost nothing to load before work starts (20 of 25). Outputs are files whose size follows the notebook, mesh and voxel outputs are sized by feature_size and spacing, and the docs server caps each answer at 30 KB with rg and head for narrowing (12 of 20). Core raises builtin exceptions with messages; ntopcl's errors are described in knowledge-base articles rather than a reference (10 of 20). Running a notebook again with the same inputs produces the same outputs, and the SAVE flag controls whether inputs are written back; no annotations on the docs tools were published (10 of 20). The three-function ntopcl.py helper keeps defaults few, but every run needs a licence argument or signed-in session and only Python is covered (8 of 15). 20 + 12 + 10 + 10 + 8 = 60.

Adam 72

Closed service under terms of 5 June 2026 that name Adam AI Labs, Inc. but state no governing law, refund or notice terms beyond email; CADAM is GPL-3.0 (13 of 30). The privacy policy of 24 October 2026 keeps data as long as needed, while the compliance page of 7 October 2026 gives 30-day deletion after closure, 7-day backups, no training on model inputs under the providers' commercial terms, and a DPA on request; the two agree where they overlap (20 of 30). Removals announced at least 90 days ahead with Deprecation and Sunset headers and changelog notices, though no removal has been recorded yet (16 of 20). Every subprocessor named with purpose, data and region, and data residency by category (18 of 20). 13 + 20 + 16 + 18 = 67.

nTop 51

Closed software under an EULA last updated February 2026 that names nTopology Inc. and New York law (15). The privacy policy of February 2026 names the controller and US hosting, keeps data as long as needed with no periods, names no subprocessors, and the EULA says usage data is collected to run and improve the products; the statements agree but say little (12 of 30). No deprecation policy; the Core package says only that breaking changes may occur (4 of 20). The EULA discloses usage data collection and the licensing page says the desktop connects to the cloud for analytics, with no opt-out found (6 of 20). 15 + 12 + 4 + 6 = 37.

Adam 81

Public OpenAPI 3.1 for the REST API (adam.new/openapi.json and api.adam.new/openapi.json), a site spec for OAuth and MCP endpoints, and an MCP manifest. MCP tool schemas were not read, since tools/list needs a sign-in, though adam_list_task_tools is documented to return input schemas (20 of 25). llms.txt, a docs index at docs.adam.new/llms.txt, Markdown for every page on request through the Accept header, and a starter SKILL.md (10). The direct-tools page gives each MCP tool a purpose and its scopes, and OpenAPI descriptions state conditional requirements such as cron or runAt, but no tool definition says when not to use it (12 of 20). Enums for task status, limit 1 to 50, required fields and multipart file fields are typed; the component schemas past the first 100,000 characters were not read (11 of 15). Every operation documents 400 to 500 responses with one error envelope, and the API introduction carries curl and JSON examples (13 of 15). Versioned /v1 paths, Deprecation and Sunset headers with 90 days' notice, and a dated changelog, though its newest entry is 10 September 2026 (15). 20 + 10 + 12 + 11 + 13 + 15 = 81.

nTop 61

ntopcl writes JSON input and output templates from a notebook with -t, and the Core Python API is fully typed, but there is no OpenAPI or schema document for ntopcl's own flags, which the docs say to print by running it (12 of 25). docs.ntop.com serves every article as Markdown with a .md suffix and a hosted docs MCP server (10). The API reference states the purpose of each Core function with parameter notes and the Automate lessons say what each helper does; ntopcl's full option list is not documented on the pages read (12 of 20). Core inputs are typed NumPy arrays with keyword-only parameters, builtin exceptions and unit conventions stated (10 of 15). Python examples for Core and Automate, a sample script in a zip, and a security error page; no error catalogue for ntopcl (9 of 15). Release notes per version without dates, no changelog for the Core package (8 of 15). 12 + 10 + 12 + 10 + 9 + 8 = 61.

Adam 15

Read with the hosted rule. No x402, MPP or L402 (0). The pricing page's prices are drawn by script and were not readable; the Markdown version and the billing docs name Free, Pro, Max, Team and Enterprise with no figure, so pricing is scored as unread (0 of 20, named in openQuestions). A Free plan with a daily usage pool and Lite models exists, and trials charge a saved card only when confirmed; whether Free needs a card is not stated (15 of 20). A person signs in with OAuth in a browser and picks a workspace (0). 0 + 0 + 15 + 0 = 15.

nTop 0

Read with the paid-software rule, since nothing an agent would run is free. No x402, MPP or L402 (0). No price is published anywhere we read; licences are quoted by sales (0). No free tier or trial terms found; educational licences exist for students (0). A person buys a per-user licence, signs in at app.ntop.com and installs nTop; nothing is obtainable by an agent alone (0). 0 + 0 + 0 + 0 = 0.

Adam 55

Read for a closed service. The changelog's newest entry is 10 September 2026, 54 days before this check (20). Entries dated 7, 10, 11 and 25 August and 4 to 10 September 2026, more than three in 90 days (20). A public changelog, hello@adam.new, a Discord and the CADAM repository with 26 open issues, which were not read for replies (10 of 15). The manifest follows the registry schema but new.adam/adam is not in the official MCP registry, and there is no official SDK (0 of 15). CADAM was pushed on 15 October 2026 and the service itself has no package to judge (5 of 10). 20 + 20 + 10 + 0 + 5 = 55.

nTop 45

Read for closed software with a docs site. The newest release notes are for nTop 6.3, undated; the docs sitemap last modified the 6.1 page on 21 September 2026 and the Core package page on 19 October 2026, so a change within 90 days is likely but no release date was read (20 of 30). Four versions (6.0 to 6.3) are documented and the 6.0 and 6.1 pages changed in September, but without dates we can't count three releases in 90 days (12 of 20). support@ntop.com, a community site that renders only a loading screen, and a feedback tool on the docs server; no public issues or reply times (8 of 25). No entry in the official MCP registry for the docs server, and the only SDK is a beta Python package behind a login (5 of 15). No CI, package index or dependency data to read (0 of 10). 20 + 12 + 8 + 5 + 0 = 45.