Logfire Instrumentation
basicmachines-co/basic-memory
Adds Pydantic Logfire tracing, logging and metrics to Python, JavaScript or TypeScript and Rust projects, with the correct setup order and library extras.
Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend.
Install Opik Integrations Auditor
$ npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install vincentkoc/dotskills opik-integrations-auditor --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/vincentkoc/dotskills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/opik-integrations-auditor .claude/skills/opik-integrations-auditor && rm -rf skills-srcUse ~/.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/
Install the "opik-integrations-auditor" agent skill from https://github.com/vincentkoc/dotskills/tree/main/skills/opik-integrations-auditor into .claude/skills/opik-integrations-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opik-integrations-auditor", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/vincentkoc/dotskills/tree/main/skills/opik-integrations-auditorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install vincentkoc/dotskills opik-integrations-auditor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vincentkoc/dotskills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/opik-integrations-auditor .agents/skills/opik-integrations-auditor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "opik-integrations-auditor" agent skill from https://github.com/vincentkoc/dotskills/tree/main/skills/opik-integrations-auditor into .agents/skills/opik-integrations-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opik-integrations-auditor", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install vincentkoc/dotskills opik-integrations-auditor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vincentkoc/dotskills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/opik-integrations-auditor .cursor/skills/opik-integrations-auditor && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "opik-integrations-auditor" agent skill from https://github.com/vincentkoc/dotskills/tree/main/skills/opik-integrations-auditor into .cursor/skills/opik-integrations-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opik-integrations-auditor", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/vincentkoc/dotskills.git --path skills/opik-integrations-auditor--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install vincentkoc/dotskills opik-integrations-auditor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vincentkoc/dotskills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/opik-integrations-auditor .gemini/skills/opik-integrations-auditor && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "opik-integrations-auditor" agent skill from https://github.com/vincentkoc/dotskills/tree/main/skills/opik-integrations-auditor into .gemini/skills/opik-integrations-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opik-integrations-auditor", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install vincentkoc/dotskills opik-integrations-auditorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/vincentkoc/dotskills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/opik-integrations-auditor .github/skills/opik-integrations-auditor && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "opik-integrations-auditor" agent skill from https://github.com/vincentkoc/dotskills/tree/main/skills/opik-integrations-auditor into .github/skills/opik-integrations-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opik-integrations-auditor", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install vincentkoc/dotskills opik-integrations-auditor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vincentkoc/dotskills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/opik-integrations-auditor .opencode/skills/opik-integrations-auditor && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "opik-integrations-auditor" agent skill from https://github.com/vincentkoc/dotskills/tree/main/skills/opik-integrations-auditor into .opencode/skills/opik-integrations-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opik-integrations-auditor", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
opik-integrations-auditor- GitHub stars
- 108
- Token cost
- ~818 tokens
- SKILL.md length
- 260 words
- Files
- 9 (incl. references, assets)
- Skills in repo
- 19
- Repo updated
- First seen
- Licence
- MIT
At a glance
Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend.
- Works in 6 steps: Integration inventory table → Pattern classification per integration → Cross-surface comparison matrix (Python… → …
- Adding a new integration
- SKILL.md covers Purpose, When to use, Required outputs and Workflow, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Opik Integrations Auditor is an agent skill from vincentkoc/dotskills. Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend. Use when adding a new integration, reviewing an existing one, or generating first-pass integration docs and gap analysis.
Its SKILL.md is about 820 tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files and assets (for example `agents/openai.yaml`, `references/doc-template.md` and `references/evidence-collection.md`).
It sits in Testing & QA. It works with Python, OpenTelemetry and TypeScript. The repository describes itself as: 🐙 A curated set of Codex and OpenClaw skills for workflow automation, technical debugging, and agent-assisted development patterns. The licence is MIT.
When your agent uses it
- Adding a new integration
- Reviewing an existing one
- Generating first-pass integration docs and gap analysis
Example prompts
- “/opik-integrations-auditor”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Integration inventory table
- Pattern classification per integration
- Cross-surface comparison matrix (Python / TypeScript / OTEL/API)
- Findings list (bugs/risks/gaps)
- Documentation patch plan
- Test plan (unit + integration + e2e)
What it can do on your machine
Read from SKILL.md and the folder at commit 8f972aa. 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
Opik Integrations Auditor loads about 818 tokens when it runs, and up to ~2.6k if it reads all its reference files. Until then it costs about 63 tokens; SKILL.md has 260 words of instructions outside code blocks.
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
The full file from vincentkoc/dotskills at commit 8f972aa, republished under its MIT licence (© vincentkoc). 260 words, ~818 tokens.
Download SKILL.mdSave it as
.claude/skills/opik-integrations-auditor/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.- name
- opik-integrations-auditor
- description
- Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend. Use when adding a new integration, reviewing an existing one, or generating first-pass integration docs and gap analysis.
- license
- MIT
- metadata.workflow-exemption
- Linear evidence inventory and cross-surface audit; findings and plans are the output, not an execution state machine.
- metadata.source
- https://github.com/vincentkoc/dotskills
Opik Integrations Auditor
Purpose
Audit, compare, and document Opik integrations across Python, TypeScript, and backend OTEL/API surfaces with a repeatable evidence-first workflow.
When to use
Use this skill when the task involves:
- reviewing existing Opik integrations for behavior, coverage, or documentation quality
- designing or implementing a new integration
- producing integration pattern docs across Python, TypeScript, and OTEL/API
- identifying gaps between code, tests, and docs
Required outputs
Produce these artifacts in the response (or files if asked):
- Integration inventory table
- Pattern classification per integration
- Cross-surface comparison matrix (Python / TypeScript / OTEL/API)
- Findings list (bugs/risks/gaps)
- Documentation patch plan
- Test plan (unit + integration + e2e)
Workflow
- Build inventory and classify pattern per integration.
- Extract behavior contract (capture, streaming, errors, flush, span hierarchy).
- Extract data contract (usage, metadata/tags, thread propagation).
- Validate backend compatibility (OTEL endpoint/protocol/mapping rules).
- Review tests for coverage and missing edge cases.
- Produce documentation updates with consistent template.
Load references as needed
- For matrix schema and scoring:
references/matrix-and-rubric.md - For pattern definitions:
references/patterns.md - For evidence collection paths and commands:
references/evidence-collection.md - For documentation update template:
references/doc-template.md - For testing checklist:
references/testing-checklist.md - For subagent prompt templates:
references/subagent-prompts.md
Inputs
- Integration scope (specific integration or full inventory)
- Target surfaces to compare (Python, TypeScript, OTEL/API)
- Relevant repo paths and branch/diff scope
- Output expectations (table depth, doc patch format, test depth)
Outputs
- Inventory and comparison matrix
- Findings and risk summary
- Documentation patch plan
- Test plan with missing coverage calls
Default evidence locations (override if repo differs)
- Python:
sdks/python/src/opik/integrationssdks/python/design/INTEGRATIONS.mdsdks/python/design/TESTING.md
- TypeScript:
sdks/typescript/design/INTEGRATIONS.mdsdks/typescript/design/TESTING.md
- Backend OTEL:
apps/opik-backend/src/main/java/com/comet/opik/api/resources/v1/priv/OpenTelemetryResource.javaapps/opik-backend/src/main/java/com/comet/opik/domain/OpenTelemetryService.javaapps/opik-backend/src/main/java/com/comet/opik/domain/OpenTelemetryMapper.javaapps/opik-backend/src/main/java/com/comet/opik/domain/mapping/OpenTelemetryMappingRuleFactory.javaapps/opik-backend/docs/integrations.md
© vincentkoc, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 8 other files (references, assets) in skills/opik-integrations-auditor of vincentkoc/dotskills.
- SKILL.md
- agents/openai.yaml
- assets/icon.jpg
- references/doc-template.md
- references/evidence-collection.md
- references/matrix-and-rubric.md
- references/patterns.md
- references/subagent-prompts.md
- references/testing-checklist.md
Open the folder on GitHubat commit 8f972aa
Compare with similar skills
Opik Integrations Auditor 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Opik Integrations Auditor this skillvincentkoc/dotskills | 108 | — | ~818 | Automated safety check: Pass | MIT | |
| Logfire Instrumentationbasicmachines-co/basic-memory | 4.1k | — | ~2.3k | Automated safety check: Pass | AGPL-3.0 | |
| Phoenix Integration SnippetsArize-ai/phoenix | 12k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| RStudio Selenium to Playwright Migrationrstudio/rstudio | 5.1k | — | ~3.6k | Automated safety check: Pass | Custom licence | |
| Supercovsupercorp-ai/supercov | 152 | 1 repos | ~415 | Automated safety check: Pass | MIT | |
| Sage Wiki Integratexoai/sage-wiki | 623 | — | ~861 | Automated safety check: Pass | MIT |
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Questions about Opik Integrations Auditor
What does Opik Integrations Auditor do?
Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend. Opik Integrations Auditor is an agent skill from vincentkoc/dotskills. Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend.
When should I use Opik Integrations Auditor?
Opik Integrations Auditor fits situations like: adding a new integration; reviewing an existing one; generating first-pass integration docs and gap analysis.
How do I install Opik Integrations Auditor in Claude Code?
Run `npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a claude-code`. Or copy the skill folder (skills/opik-integrations-auditor in vincentkoc/dotskills) into .claude/skills/opik-integrations-auditor in your project. Claude Code loads it when a task matches its description.
How do I install Opik Integrations Auditor in Codex?
Run `npx skills add vincentkoc/dotskills --skill opik-integrations-auditor -a codex`. Or copy the skill folder (skills/opik-integrations-auditor in vincentkoc/dotskills) into .agents/skills/opik-integrations-auditor in your project. Codex loads it when a task matches its description.
Can I use Opik Integrations Auditor 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 vincentkoc/dotskills --skill opik-integrations-auditor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/opik-integrations-auditor, .gemini/skills/opik-integrations-auditor, .github/skills/opik-integrations-auditor and .opencode/skills/opik-integrations-auditor in your project.
What does Opik Integrations Auditor need to run?
SKILL.md names no scripts, command-line tools or credentials: Opik Integrations Auditor is instructions for the agent only. Our summary lists: Python 3.
Does Opik Integrations Auditor 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 Opik Integrations Auditor 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 Opik Integrations Auditor use?
Opik Integrations Auditor is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Opik Integrations Auditor use?
About 818 tokens (SKILL.md is roughly 3.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.8k tokens, read only when the agent opens those files.
What are the alternatives to Opik Integrations Auditor?
Skills that share tags, products or a category with Opik Integrations Auditor: Logfire Instrumentation (basicmachines-co/basic-memory, 4.1k stars), Phoenix Integration Snippets (Arize-ai/phoenix, 12k stars), RStudio Selenium to Playwright Migration (rstudio/rstudio, 5.1k stars) and Supercov (supercorp-ai/supercov, 152 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Opik Integrations Auditor?
vincentkoc (a GitHub user) maintains it in vincentkoc/dotskills, which has 108 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on October 8, 2026.
Source: vincentkoc/dotskills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.