Agent skill

Rezolus MCP

by iopsystems in iopsystems/rezolus

Investigate a Rezolus performance recording (.parquet, .rez, .dendro) through the rezolus MCP server.

Custom licenceAuto-check passedAgent Workflows

Install Rezolus MCP

skills CLI
$ npx skills add iopsystems/rezolus --skill rezolus-mcp -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install iopsystems/rezolus rezolus-mcp --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/iopsystems/rezolus.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/mcp/skill .claude/skills/rezolus-mcp && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
rezolus-mcp
GitHub stars
275
Token cost
~1.2k tokens
SKILL.md length
676 words
Files
1
Skills in repo
11
Repo updated
First seen
Licence
Custom licence

At a glance

Investigate a Rezolus performance recording (.parquet, .rez, .dendro) through the rezolus MCP server.

  • Works in 5 steps: describe_recording first. It says what… → describe_metrics before any query.… → extract_features for the overview:… → …
  • Tasks that involve DataFrames
  • SKILL.md covers Workflow, Writing back and Reporting
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Rezolus MCP is an agent skill from iopsystems/rezolus. Investigate a Rezolus performance recording (.parquet, .rez, .dendro) through the rezolus MCP server. Discovery before query, verdicts and marks written back, links to the viewer.

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows, covering DataFrames and MCP servers. It works with Model Context Protocol. The repository describes itself as: High-resolution, low-overhead systems and service telemetry.

When your agent uses it

  • Tasks that involve DataFrames
  • Tasks that involve MCP servers

Example prompts

  • “/rezolus-mcp”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. describe_recording first. It says what the file holds: source,
  2. describe_metrics before any query. Metric names, types and labels
  3. extract_features for the overview: per-metric stats, noise class,
  4. query, detect_anomalies, analyze_correlation to test
  5. Write back what you found (below), and hand the person a link.

What it can do on your machine

Read from SKILL.md and the folder at commit 4b6863a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Rezolus MCP loads about 1.2k tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 676 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~48
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 676 words (~1,182 tokens).

“The rezolus MCP server opens a recording file and answers about it. Every tool that reads a recording takes parquet_file, the path to a .parquet, .rez or .dendro file (the name is historical; the format is detected by content). A…”

— opening of SKILL.md by iopsystems, Custom licence
name
rezolus-mcp

Read the full SKILL.md on GitHub

Files

Just SKILL.md in src/mcp/skill of iopsystems/rezolus.

Open the folder on GitHubat commit 4b6863a

Compare with similar skills

Rezolus MCP next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Rezolus MCP compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Rezolus MCP this skilliopsystems/rezolus275—~1.2kAutomated safety check: PassCustom licence
Downloading Batch Export FilesPostHog/posthog40k—~2.4kAutomated safety check: PassCustom licence
Skill Seekers Builderyusufkaraaslan/Skill_Seekers15k—~760Automated safety check: PassMIT
Verified Researchsweetcornna/free-search-mcp126—~1.8kAutomated safety check: PassMIT
Geo MCP Serverssparkgeo/geo-mcp-servers119—~809Automated safety check: PassMIT
MCP Google Map Projectcablate/mcp-google-map469—~774Automated safety check: PassMIT

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More from iopsystems/rezolus

All 11 skills in this repo
  • Document Feature

    iopsystems/rezolus

    Write or update the CLI --help text and README section for a new or changed rezolus feature (a subcommand, flag, mode, or behavior change), then prove the help is usable by dispatching a fresh…

    275 GitHub stars~2.2k tokensUpdated yesterday
    Auto-check passed
  • Reviewing Samplers

    iopsystems/rezolus

    A skill your agent uses when reviewing a Rezolus sampler change before merge — a new sampler, a change to an existing sampler's probes/refresh/metrics, or core changes that affect samplers; or…

    275 GitHub stars~1.6k tokensUpdated yesterday
    Auto-check passed
  • Viewer Render

    iopsystems/rezolus

    Render the running viewer in a real headless browser and assert on what it drew — element geometry, computed colours, wrap points, truncated labels, console errors.

    275 GitHub stars~1.7k tokensUpdated yesterday
    Auto-check passed
  • Prerelease

    iopsystems/rezolus

    Tag and push a prerelease from the current Cargo.toml version.

    275 GitHub stars~514 tokensUpdated yesterday
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  • Engineering Journal

    iopsystems/rezolus

    A skill your agent uses when starting or picking up a non-trivial effort (feature, investigation, perf probe, refactor, migration) in a shared repo where teammates or future agents must coordinate…

    275 GitHub stars~2.6k tokensUpdated yesterday
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  • PR

    iopsystems/rezolus

    Create a feature branch, commit changes, push, and open a PR against iopsystems/rezolus

    275 GitHub stars~906 tokensUpdated yesterday
    Auto-check passed

Questions about Rezolus MCP

What does Rezolus MCP do?

Investigate a Rezolus performance recording (.parquet, .rez, .dendro) through the rezolus MCP server. Rezolus MCP is an agent skill from iopsystems/rezolus.dendro) through the rezolus MCP server.

When should I use Rezolus MCP?

Rezolus MCP fits situations like: tasks that involve DataFrames; tasks that involve MCP servers.

How do I install Rezolus MCP in Claude Code?

Run `npx skills add iopsystems/rezolus --skill rezolus-mcp -a claude-code`. Or copy the skill folder (src/mcp/skill in iopsystems/rezolus) into .claude/skills/rezolus-mcp in your project. Claude Code loads it when a task matches its description.

How do I install Rezolus MCP in Codex?

Run `npx skills add iopsystems/rezolus --skill rezolus-mcp -a codex`. Or copy the skill folder (src/mcp/skill in iopsystems/rezolus) into .agents/skills/rezolus-mcp in your project. Codex loads it when a task matches its description.

Can I use Rezolus MCP in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add iopsystems/rezolus --skill rezolus-mcp -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rezolus-mcp, .gemini/skills/rezolus-mcp, .github/skills/rezolus-mcp and .opencode/skills/rezolus-mcp in your project.

What does Rezolus MCP need to run?

SKILL.md names no scripts, command-line tools or credentials: Rezolus MCP is instructions for the agent only.

Does Rezolus MCP access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Rezolus MCP safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Rezolus MCP use?

Rezolus MCP has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Rezolus MCP use?

About 1.2k tokens (SKILL.md is roughly 4.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Rezolus MCP?

Skills that share tags, products or a category with Rezolus MCP: Downloading Batch Export Files (PostHog/posthog, 40k stars), Skill Seekers Builder (yusufkaraaslan/Skill_Seekers, 15k stars), Verified Research (sweetcornna/free-search-mcp, 126 stars) and Geo MCP Servers (sparkgeo/geo-mcp-servers, 119 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Rezolus MCP?

iopsystems (a GitHub organization) maintains it in iopsystems/rezolus, which has 275 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 8, 2026.

Source: iopsystems/rezolus on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.