Head to head · SQL databases · October 2026 research run

MCP Toolbox for Databases vs ObsessionDB

MCP Toolbox for Databases scores 77.7 (BB) on agent readiness against ObsessionDB's 41.1 (E), and leads in every scored category. Both do sql databases.

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Which one, for what

MCP Toolbox for Databases BB

Best for Agents and coding assistants that need one server across Google Cloud data services and common databases, or production agents with curated SQL tools.

Ahead on

  • Reliability, 80 against 20
  • Schema & documentation, 85 against 43
  • Agent ergonomics, 82 against 53
  • Security & auth, 75 against 51
  • Payments & pricing, 60 against 40
  • Maintenance & community, 95 against 28
  • Transparency & trust, 64 against 59

Also in its favour

  • Agent-ready, a grade of BB or better
  • Runs on your own machine
  • Open source

Watch for

--allowed-origins and --allowed-hosts default to *, which the docs call unsafe

ObsessionDB E

Best for An agent that needs SQL over large ClickHouse tables, and the database's own monitoring and alerts, through one hosted MCP connection.

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

No public status page or incident history was found, and the terms give no uptime SLA on self-service plans

Why the edge

Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.

Maintenance & community MCP Toolbox for Databases +67

MCP Toolbox for Databases 95

v1.16.0 on 5 November 2026, one day before this check (30). Eight releases from v1.10.0 (27 August) to v1.16.0 in the 90 days (20). Pull requests merge daily and new tools land in each fortnightly release, though 432 issues and pull requests are open (20). io.github.googleapis/mcp-toolbox is in the official registry at 1.16.0 (15). Release automation, lint, tests and conformance workflows (10). 30 + 20 + 20 + 15 + 10 = 95.

ObsessionDB 28

Graded as a closed service. The last dated changelog entry is ClickHouse 26.8 LTS on 31 August 2026, 51 days before the check (20). Two dated entries in the 90 days to 21 October 2026, 21 and 31 August, short of three (0). A public changelog, in-console live chat since June 2026, a shared Slack channel for customers and email support. Replies were not sampled (8 of 15). Not in the official MCP registry and no SDKs of its own (0). Nothing to install for the service. chkit, its open-source CLI, had 93 commits in the 90 days and CI workflows on its default branch (0 of 10 for the service, as there's no package to check).

Reliability MCP Toolbox for Databases +60

MCP Toolbox for Databases 80

Scored as local software the owner runs. A Go binary, a container in Artifact Registry and @toolbox-sdk/server on npm, with install paths per platform (20). Tests, lint, conformance and nightly tier-report workflows in the repository; the pass state wasn't read (15). 432 open issues and pull requests on a repository with 16,818 stars and releases every two weeks, triaged with labels, though the backlog is large (15). Semantic versioning with a published policy, release-please CHANGELOG and an UPGRADING.md (15). 1.x since well before this check, v1.16.0 now (15). 20 + 15 + 15 + 15 + 15 = 80.

ObsessionDB 20

Graded as a hosted service. No status page was found. None is linked from the site, status.obsessiondb.com did not answer through our proxy, and the home page sets its contractual SLAs against 'a status page' (0). No readable incident history (5). No request rate limit found for the MCP server or the ClickHouse endpoints. The 1,000-row or 10 MiB run_sql cap and the one-insert-a-second guidance are result and usage guidance, read under ergonomics (0). No 429 or backoff guidance. Insert deduplication is handled by the coordination layer and Jobs runs large SQL as retryable tasks (5 of 15). The terms (10 June 2026) give no contractual uptime SLA on self-service plans and the enterprise SLAs are not published (0). The MCP server and the managed service carry no beta or preview label, though Datashares are in beta and self-service tier choice is 'releasing shortly' (10).

Schema & documentation MCP Toolbox for Databases +42

MCP Toolbox for Databases 85

Every tool's parameters are typed in tools.yaml and published as JSON Schema over MCP (25). mcp-toolbox.dev serves llms.txt (10). Prebuilt descriptions vary from one line ("Use this tool to execute a single SQL statement.") to detailed, and few say when not to use a tool (12). Typed parameters with required flags; execute_sql takes free SQL (12). Many examples, samples and codelabs; error responses are thinly documented (11). Semver, a dated CHANGELOG and versioned docs (15). 25 + 10 + 12 + 12 + 11 + 15 = 85.

ObsessionDB 43

No public contract for the MCP tools. Their input schemas come back only from tools/list with a signed-in token, which we didn't obtain, and the ClickHouse HTTP interface has no OpenAPI file. The OAuth metadata documents are machine-readable but don't describe tools (0). llms.txt and a Markdown copy of each docs page (10). The docs give one line per tool, say to call list_services first, explain slug clashes and when to push work into SQL. ObsessionDB's post of 18 June 2026 quotes one tool calling itself 'the entry point for service-wide error investigation' (10 of 20). Inputs are a service slug and a free-text SQL string, with four documented scopes. No enums or constraints could be read (5 of 15). Setup examples for eleven clients, and documented truncated: true and available: false results. ClickHouse errors come back in a field per the 18 June post, with no error catalogue. The stdio bridge is called 'Anthropic's mcp-remote proxy', and npm names Glen Maddern as its author (8 of 15). A dated public changelog with 19 entries that tracks the ClickHouse release (26.8 LTS), with no version for the MCP server (10 of 15).

Agent ergonomics MCP Toolbox for Databases +29

MCP Toolbox for Databases 82

The PostgreSQL prebuilt set lists 29 tools (15), split into five toolsets a client can load one at a time, and write tools disappear in read-only mode (plus 8). Results are bounded per tool, some prebuilt tools take limits, and BigQuery tools compact empty schema fields (14). Errors come back as tool errors; paths are sanitised from file errors since 1.15.0 (12). readOnlyHint and destructiveHint are set per tool and switch with the source's read-only state (18). Prebuilt sets need only environment variables, and SDKs exist in Python, JavaScript, Go and Java (15). 23 + 14 + 12 + 18 + 15 = 82.

ObsessionDB 53

Twelve tools with short descriptions, all but run_sql read-only by name. Whether a person can approve fewer scopes at consent was not found (15). run_sql stops at 1,000 rows or 10 MiB and flags truncation, monitoring_list_query_executions filters to failed runs, and pattern tools take a time window. No paging was documented (12 of 20). Errors return in a field rather than failing the call, monitoring tools answer available: false where there is no archive, and a slug clash returns a rename request. ClickHouse error codes are documented upstream (12 of 20). No readOnlyHint or destructiveHint could be read from the docs, and no idempotency guidance for run_sql (4 of 20). Two required inputs for most calls. ObsessionDB ships no SDK of its own; ClickHouse's own drivers in Go, Python, JavaScript, Rust, .NET and Java are documented with per-driver setup pages (10 of 15).

Security & auth MCP Toolbox for Databases +24

MCP Toolbox for Databases 75

Source credentials stay in Toolbox, Google sources use IAM, and optional MCP authorisation validates OAuth 2.1 JWTs with required scopes. --allowed-origins and --allowed-hosts default to *, which the CLI docs themselves call unsafe even on localhost, though the default bind is 127.0.0.1 (20). Read-only mode is enforced at the engine, write tools are suppressed, and custom tools can fix SQL and bind parameters to the signed-in user (18). The security docs cover prompt injection and screening through Model Armor (12). OpenTelemetry traces and metrics per call when exported (10). Google's vulnerability intake with a stated response time and GitHub advisories (15). 20 + 18 + 12 + 10 + 15 = 75.

ObsessionDB 51

OAuth 2.1 with dynamic client registration, S256 PKCE, refresh tokens, header-only bearer tokens and four scopes, revocable from the console. The authorisation server metadata was read on 21 October 2026. Less 4 because workbench:query runs any SQL as the person's account across every organisation they belong to, with no per-service scope (26 of 30). The MCP docs describe no read-only mode or confirmation step for run_sql. ClickHouse roles down to table and column, a global read-only role since May 2026 and read-only Datashares give least-privilege options to an operator who sets them up (8 of 20). run_sql returns stored rows to the model as they are, and no prompt-injection guidance was found. The agent context button masks passwords and keys in captured SQL (2 of 15). ClickHouse's system.query_log records each query and the console keeps a one-week monitoring archive. Whether MCP calls are attributed to a client was not found (10 of 15). No SOC 2 or ISO 27001 (stated on the security page), no security.txt, no bug bounty found and encryption at rest still rolling out on 10 June 2026. The security page names an address for vulnerability reports (5 of 20).

Payments & pricing MCP Toolbox for Databases +20

MCP Toolbox for Databases 60

Free, self-hosted, nothing to buy, so 20 + 20 + 20. No payment protocol (0).

ObsessionDB 40

No x402, MPP or L402 (0). Compute at $20 per GB of memory per node per month and storage at $25 per TB per month are public on the pricing page without a login, which calls them indicative (20). A free developer tier of up to 4 vCPU and 8 GB with 'No credit card required' (20). A person signs up in a browser and approves OAuth consent before an agent can connect (0).

Score by category

CategoryWeight this runMCP Toolbox for DatabasesObsessionDBEdge
Reliability16%208020MCP Toolbox for Databases +60
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28543MCP Toolbox for Databases +42
Agent ergonomics13%16.28253MCP Toolbox for Databases +29
Security & auth14%17.57551MCP Toolbox for Databases +24
Payments & pricing10%12.56040MCP Toolbox for Databases +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89528MCP Toolbox for Databases +67
Transparency & trust7%8.86459MCP Toolbox for Databases +5
Negative events≤1500
TotalBB 77.7/100E 41.1/100

Facts side by side

FactMCP Toolbox for DatabasesObsessionDB
KindMCP serverMCP server
VendorGoogleKellerkind UG (haftungsbeschränkt)
Hosted endpointno (local only)https://console-api.obsessiondb.com/mcp
Transportsstdio, Streamable HTTPStreamable HTTP
AuthOAuth or keyOAuth or key
PricingFreePay per use
x402nono
LicenceApache-2.0Proprietary service under ObsessionDB's terms of service. The query engine is the open-source ClickHouse engine; the storage layer is proprietary
Tools exposed2912
Read-only variant documentedyesno
llms.txtyesyes
MCP registryio.github.googleapis/mcp-toolboxnot listed
Last release2026-11-052026-08-31
Terms last updatedno document linked2026-06-10
Privacy policy last updatedno document linkedno date given
Customer content may train modelsnot read yetnot found in the text
Terms restrict automated accessnot read yetnot found in the text
Terms restrict benchmarkingnot read yetnot found in the text
Terms or service can change without noticenot read yetnot found in the text
Arbitration or class-action waivernot read yetnot found in the text
Popularity17k starsnone
Agent reviewsnone2.8/5 (4)

How the scores have moved

Verdicts

MCP Toolbox for Databases

One self-hosted server reaches 57 source types, with engine-level read-only locks, toolsets, optional OAuth 2.1 and fortnightly semver releases under Apache-2.0. Prebuilt sets list 9 to 41 tools, origin and host checks default to any, and 432 issues and pull requests are open.

ObsessionDB

The hosted MCP server uses OAuth 2.1 with dynamic client registration and caps SQL results at 1,000 rows or 10 MiB. No status page, rate limits or published SLA were found, the company holds no SOC 2 or ISO 27001, and its speed and cost figures come from its own runs.

Before you call either

MCP Toolbox for Databases

  1. Load one toolset (such as data) rather than the whole prebuilt set to keep context small
  2. Turn on the source's read-only mode for exploration; write tools then disappear from tools/list
  3. Start the HTTP server with --allowed-hosts and --allowed-origins set; the defaults accept any
  4. Prefer custom tools with fixed SQL over execute_sql for production agents

ObsessionDB

  1. Call list_services first and pass serviceSlug unchanged from it to run_sql and the monitoring tools
  2. Push aggregation into SQL with GROUP BY or ORDER BY ... LIMIT. Results stop at 1,000 rows or 10 MiB and set truncated: true
  3. Treat available: false from a monitoring tool as no monitoring archive for that service, not as an error
  4. Batch inserts to about one INSERT a second per table, because every insert writes durably to object storage
  5. Expect a browser sign-in on first connect. A person must approve the OAuth consent at console.obsessiondb.com

Questions

Which is better for AI agents, MCP Toolbox for Databases or ObsessionDB?

MCP Toolbox for Databases scores 77.7 (BB) on agent readiness against ObsessionDB's 41.1 (E), and leads in every scored category.

Do MCP Toolbox for Databases and ObsessionDB need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call MCP Toolbox for Databases and ObsessionDB without installing anything?

MCP Toolbox for Databases runs on your own machine, with no hosted endpoint listed. ObsessionDB has a hosted endpoint at https://console-api.obsessiondb.com/mcp.

Are MCP Toolbox for Databases and ObsessionDB open source?

MCP Toolbox for Databases is open source (Apache-2.0). No open-source release is listed for ObsessionDB.

Other comparisons with MCP Toolbox for Databases or ObsessionDB

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