The request "num-iter" names no product or platform, so no single tool can be identified; the candidates below are the sources that show a route to iterative, numeric or repeated-run work, with the one open question being which platform or task the number of iterations applies to.
A question back: Which platform or task does num-iter apply to (a numerical solver, a test run, an AI experiment loop, or a code-fixing tool)?
- 1
GitHubgithub.comverified and signed
Its autoresearch action runs an autonomous iterative experimentation loop with defined measurable metrics 11, and ruff-recursive-fix applies Ruff autofixes iteratively 11.
official:CLI · github-mcp-serverskill · add-community-extensionskill · git-commitskill · acquire-codebase-knowledge+2,468 community tools built for it
for agents: autoresearch · ruff-recursive-fix · update-specification
- 2
Playwrightplaywright.devwebsite read, tools not yet checked
Playwright Test is a test runner with auto-waiting, assertions and retries until conditions are met 3, suited to repeated browser checks run a set number of times.
official:SDK · playwright+215 community tools built for it
- 3
SciPyscipy.orgwebsite read, tools not yet checked
SciPy provides algorithms for optimization and other numerical problems 5, which is where iteration counts for solvers are typically set.
+1 community tools built for it
- 4
Sources
- 1GitHub · Change is constant. GitHub keeps you ahead. · GitHub · GitHubgithub.com · read 2026-10-29
- 3Fast and reliable end-to-end testing for modern web apps | Playwrightplaywright.dev · read 2026-10-29
- 4OSQPosqp.org · read 2026-10-29
- 5SciPyscipy.org · read 2026-10-29
- 11autoresearch: declares "autoresearch" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
autoresearch · autoresearch verified and signed
Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy's autoresearch. USE FOR: auton
python · fastcore verified and signed
· Playwright website read, tools not yet checked
Web automation and testing for apps, scripts, and AI agents
· OSQP website read, tools not yet checked
· SciPy website read, tools not yet checked
Why SciPy? Fundamental algorithms. Broadly applicable. Foundational. Interoperable. Performant. Open source.
playwright-interactive · playwright-interactive verified and signed
Persistent browser and Electron interaction through `js_repl` for fast iterative UI debugging.
wiki-researcher · wiki-researcher verified and signed
Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis. Use when the user wants an in-depth investigation, needs to understand how something works across multiple files, or asks for comprehensive analysis of a specific system or patt
linear_search_issues · Linear (Activepieces) verified and signed
Search Issues — Search issue titles and descriptions for your words.
nbdev · fastspec verified and signed
· Research website read, tools not yet checked
Discover Google Research. We publish research papers across a wide range of domains and share our latest developments in AI and science research.
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.