Head to head · Document databases · October 2026 research run

MCP Toolbox for Databases vs Redis MCP

MCP Toolbox for Databases scores 77.7 (BB) on agent readiness against Redis MCP's 54.9 (C), and leads in 5 of 7 scored categories. Redis MCP leads on transparency & trust. Both do document databases.

Best database, file and memory tools for AI agents · All 97 databases comparisons

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 52
  • Schema & documentation, 85 against 64
  • Agent ergonomics, 82 against 39
  • Security & auth, 75 against 54
  • Maintenance & community, 95 against 47

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

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

Redis MCP C

Best for Teams with a Redis database that want an agent to read and write keys, streams, JSON documents and vector indexes on a developer's machine.

Ahead on

  • Transparency & trust, 77 against 64

Watch for

53 tools load at once, with no toolsets and no read-only subset. Pull request #161 for a tool allowlist has been open since 28 July 2026

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 +48

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.

Redis MCP 47

0.5.1 was tagged on 4 August 2026 and published on GitHub and PyPI on 5 August, 91 days before this check, and no release has followed (10). No release in the 90 days from 6 August. The 32 commits since 0.5.1, up to 3 November, are dependency updates and the removal of an unused dev dependency, with the version still 0.5.1 (0). 19 open items per the 9 October check, when Redis staff had answered #156, #163 and #169 within weeks and merged the mcp pin the day it was reported, while #174, #137 and #31 had no reply and #45 on streamable HTTP had been open since August 2025 (14 of 25). Listed in the official MCP registry as io.github.redis/mcp-redis, a GitHub-verified namespace, with 0.5.1 marked latest per the 9 October check, and the repository's server.json still names it (15). Dependabot updates merged up to 3 November 2026, a lock file and the mcp dependency pinned below 2 (8 of 10).

Agent ergonomics MCP Toolbox for Databases +43

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.

Redis MCP 39

53 tools load at once, about 15,700 characters of descriptions, with no toolsets, dynamic loading or read-only subset. Pull request #161 for an allowlist has been open since 28 July 2026 (5 of 25). scan_keys pages with a cursor, lrange and zrange take ranges, xrange and xreadgroup take a count, read_messages caps at 100 and the vector tools take k. scan_all_keys, hgetall, smembers and json_get return everything with no limit (12 of 20). Failures come back as ordinary results, a string starting Error or a dictionary with an error key, carrying the Redis error text. Input checks return clear messages, such as the refusal of block_ms=0. Nothing marks a result as an MCP error and no error list is documented (9 of 20). No tool declares readOnlyHint, destructiveHint or idempotentHint, and pull request #181 adding them was opened on 8 October 2026. No retry guidance was found, and lpush, xadd and publish are not safe to repeat (3 of 20). Most tools need one or two arguments and defaults are stated in the descriptions. The server is a Python package only (10 of 15).

Reliability MCP Toolbox for Databases +28

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.

Redis MCP 52

Scored as local software, since the owner runs it over stdio. Official PyPI package redis-mcp-server with Python 3.10 to 3.14 stated in the metadata, though the README badge says 3.14 and later (20). The CI workflow runs on pushes, pull requests and nightly, on a five-version Python matrix against a live Redis with pytest and an 80 per cent coverage floor, but its run results couldn't be read on 4 November 2026 (GitHub's pages and API answered 403), so 15 under this run's reading for test CI with an unreadable result. Fresh PyPI installs failed to start from 28 July to 5 August 2026 after mcp 2.0.0 removed the module the server imports, fixed in 0.5.1 (issues #163 and #169). Issue #156, where the console command ignores REDIS_HOST and REDIS_PORT, was open with two unmerged fixes per the 9 October check (13 of 25). Tagged releases with numbers in semantic form, but no changelog file, release notes that are lists of pull request titles, and a patch release (0.5.1) that changed the unsubscribe input and added six tools. Issue #137 asking for semver tags had no reply (4 of 15). Version 0.5.1 with the classifier Development Status :: 4 - Beta (0).

Schema & documentation MCP Toolbox for Databases +21

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.

Redis MCP 64

Each tool is built from a typed Python signature through FastMCP, so inputs carry JSON Schema, read from the source since we do not run vendor software. get_vector_from_hash has no return type, several tools return either a value or an error string, and there are no output schemas (21 of 25). redis.io serves llms.txt and a Markdown form of each docs page, and the README is Markdown (10). Most descriptions are one line plus an argument list. scan_keys, scan_all_keys, hybrid_search and xreadgroup say when to use them and what to avoid, and the rest do not (11 of 20). Required fields and defaults are typed, but there are no enums (distance_metric and the info section are free strings) and the bounds on block_ms, timeout_ms and max_messages are checked in code, not declared in the schema (8 of 15). The README and docs pages give client configuration examples. Tool examples exist only inside a few descriptions, and no list of error responses was found (6 of 15). Tagged versions and GitHub release notes, with no changelog file. The 0.4.0 notes name the docs tool search_documents where the source has search_redis_documents, and Redis's docs page still links a Smithery install that the README dropped in 0.3.5 (8 of 15).

Security & auth MCP Toolbox for Databases +21

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.

Redis MCP 54

The server holds one Redis username and password, which Redis ACL rules can scope to keys and command categories and an admin can revoke, or Entra ID credentials for Azure Managed Redis with token renewal. TLS certificate checks are required by default. The README's main example passes the password inside --url on the command line, and every caller shares the one user (22 of 30). The server has no read-only mode, no allowlist and no confirmation before delete, json_del, xdel or xgroup_destroy. The README gives an ACL example for a read-only user, and no tool runs an arbitrary command, so FLUSHALL, CONFIG and EVAL are out of reach (9 of 20). Stored values, pub/sub messages and docs search results reach the model as they are. No injection guidance was found in the README or the docs pages read (2 of 15). Logging goes to stderr at WARNING by default, so calls are not recorded unless the level is lowered. The connection names itself redis-py(mcp-server_v0.5.1), which Redis shows in CLIENT LIST (6 of 15). Redis has a valid security.txt, a HackerOne disclosure programme, and SOC 2 Type 2 and ISO/IEC 27001 on its trust centre. CI runs Bandit and hardened runners, and Dependabot updates are merged within days. The repository has no SECURITY.md and no published advisories (15 of 20).

Transparency & trust Redis MCP +13

MCP Toolbox for Databases 64

Apache-2.0 (30). A self-hosted server; data goes only to the configured sources and to a telemetry exporter if one is set. There is no data-handling statement of its own (15). A versioning policy defining breaking changes, UPGRADING.md and a notice for the repository rename; prebuilt tool removals are listed in the changelog (16). Telemetry is off unless --telemetry-otlp or --telemetry-gcp is set, and the docs say so (16). 30 + 15 + 16 + 16 = 77.

Redis MCP 77

MIT (30). Local software that connects to the configured Redis. search_redis_documents sends each question to redis.io, which the README mentions through MCP_DOCS_SEARCH_URL without saying what is sent or kept. The Redis Privacy Policy, last updated 29 November 2024, does not address this software, and no telemetry code was found in the 0.5.1 source (18 of 30). No deprecation policy. The README warns that the main branch may contain breaking changes, and the unsubscribe change in 0.5.1 came with no notice (4 of 20). No usage statistics on the evidence of the source. The docs search call can be redirected or switched off with an empty MCP_DOCS_SEARCH_URL, which the README does not present as an opt-out (13 of 20).

Score by category

CategoryWeight this runMCP Toolbox for DatabasesRedis MCPEdge
Reliability16%208052MCP Toolbox for Databases +28
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28564MCP Toolbox for Databases +21
Agent ergonomics13%16.28239MCP Toolbox for Databases +43
Security & auth14%17.57554MCP Toolbox for Databases +21
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89547MCP Toolbox for Databases +48
Transparency & trust7%8.86477Redis MCP +13
Negative events≤1500
TotalBB 77.7/100C 54.9/100

Facts side by side

FactMCP Toolbox for DatabasesRedis MCP
KindMCP serverMCP server
VendorGoogleRedis
Hosted endpointno (local only)no (local only)
Transportsstdio, Streamable HTTPstdio
AuthOAuth or keyOAuth or key
PricingFreeFree
x402nono
LicenceApache-2.0MIT
Tools exposed2953
Read-only variant documentedyesyes
llms.txtyesyes
MCP registryio.github.googleapis/mcp-toolboxio.github.redis/mcp-redis
Last release2026-11-052026-08-04
Terms last updatedno document linkedno document linked
Privacy policy last updatedno document linkedno document linked
Popularity17k stars633 stars

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.

Redis MCP

Redis's server, under the MIT licence, maps 53 tools onto Redis commands, with typed inputs and a CI workflow that tests five Python versions against a live Redis. It has no read-only mode, tool annotations or changelog file, no release has followed 0.5.1 of 4 August 2026, and PyPI installs failed to start from 28 July to 5 August.

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

Redis MCP

  1. Pass the connection with --url or explicit flags. The redis-mcp-server command overrides REDIS_HOST, REDIS_PORT, REDIS_DB, REDIS_SSL and REDIS_CLUSTER_MODE with its own defaults when flags are absent
  2. Use scan_keys with the returned cursor until it is 0. scan_all_keys, hgetall, smembers and json_get return everything they match with no limit
  3. Read failures from the text. Tools return strings such as Error ... or an error key in place of an MCP error result
  4. Keep the subscription_id from subscribe or psubscribe and pass it to read_messages and unsubscribe. Idle subscriptions close after 300 seconds
  5. Connect as a Redis ACL user limited to the keys and command categories needed, since the server has no read-only switch and delete runs without confirmation

Questions

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

MCP Toolbox for Databases scores 77.7 (BB) on agent readiness against Redis MCP's 54.9 (C), and leads in 5 of 7 scored categories. Redis MCP leads on transparency & trust.

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

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

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

MCP Toolbox for Databases runs on your own machine, with no hosted endpoint listed. Redis MCP runs on your own machine, with no hosted endpoint listed.

Are MCP Toolbox for Databases and Redis MCP open source?

Yes. MCP Toolbox for Databases is open source (Apache-2.0). Redis MCP is open source (MIT).

Other comparisons with MCP Toolbox for Databases or Redis MCP

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