The request "dbs-benchmark" most plausibly means benchmarking database systems. The sources that directly support that are DuckDB 5, an analytical SQL database that can run in-process, and MySQL 1, which has an Execute Query action 11 for running queries against a database. For measuring performance rather than running workloads, Microsoft BenchmarkDotNet 9 and ghz 3 for gRPC load testing appear in the list, but their sources only show general benchmarking claims, so they are weaker fi
A question back: Which database systems do you want to benchmark (for example PostgreSQL, MySQL, DuckDB), and do you mean benchmarking queries, load testing, or monitoring?
- 1
DuckDBduckdb.orgverified and signed
An analytical SQL database that runs in-process, which can be used as a target system for running and timing benchmark queries 5, with a createAndQueryDB action that creates a database from data and runs a query 15.
+27 community tools built for it
for agents: createAndQueryDB · SQL · Database
- 2
MySQLmysql.comverified and signed
A database whose Execute Query action runs a query on the mysql database and returns the results 11, usable as a target for database benchmark workloads.
+235 community tools built for it
for agents: db · database · execute_query
- 3
Microsoft Benchmarkdotnetmicrosoft.comverified and signed
A .NET benchmarking library from Microsoft, indexed here with benchmarking actions 19, for timing code paths when measuring database client performance.
for agents: benchmarking · benchmark · benchmarking
- 4
Sources
- 1MySQLmysql.com · read 2026-10-29
- 3ghz · gRPC benchmarking and load testing toolghz.sh · read 2026-10-29
- 5An analytical SQL database management system – DuckDBduckdb.org · read 2026-10-29
- 9Microsoft – AI, Cloud, Productivity, Computing, Gaming & Appsmicrosoft.com · read 2026-10-29
- 11mysql-connector-python: declares "db" (the record we read and signed)unfragile.ai · read 2026-10-24
- 15DuckDB (Activepieces): declares "createAndQueryDB" (the record we read and signed)unfragile.ai · read 2026-10-24
- 19BenchmarkDotNet: declares "benchmarking" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
db · mysql-connector-python verified and signed
· SWE-bench Leaderboards website read, tools not yet checked
· ghz website read, tools not yet checked
gRPC benchmarking and load testing tool
instrumentation · prometheus-client verified and signed
createAndQueryDB · DuckDB (Activepieces) verified and signed
Create and Query DB — Create DB from data and run query
weaviate · weaviate-client verified and signed
retrieve_database · Notion (Activepieces) verified and signed
Retrieve Database Structure — Get a database's properties, field types and options.
· SQLAlchemy website read, tools not yet checked
The Database Toolkit for Python
benchmarking · BenchmarkDotNet verified and signed
essbase_manage_db_settings · mcp found in code, not yet checked
Get or update detailed database settings and tuning information for performance analysis.
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.