Vercel Optimize Audit
vercel-labs/agent-skills
Runs a metrics-first audit of a deployed Vercel project, gating investigations on real signals to produce ranked, citation-backed cost and performance recommendations.
Agent skill
Openevidence Observability
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Monitor OpenEvidence workflow quality, evidence traceability, adoption, and safety signals using approved local evidence.
Install Openevidence Observability
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace openevidence-observability --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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/openevidence-observability .claude/skills/openevidence-observability && 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 "openevidence-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/openevidence-observability into .claude/skills/openevidence-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openevidence-observability", 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/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/openevidence-observabilityType 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 jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace openevidence-observability --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/openevidence-observability .agents/skills/openevidence-observability && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openevidence-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/openevidence-observability into .agents/skills/openevidence-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openevidence-observability", 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 jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace openevidence-observability --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/openevidence-observability .cursor/skills/openevidence-observability && 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 "openevidence-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/openevidence-observability into .cursor/skills/openevidence-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openevidence-observability", 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/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/openevidence-observability--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 jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace openevidence-observability --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/openevidence-observability .gemini/skills/openevidence-observability && 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 "openevidence-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/openevidence-observability into .gemini/skills/openevidence-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openevidence-observability", 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 jeremylongshore/tons-of-skills-marketplace openevidence-observabilityInstalls 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 jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/openevidence-observability .github/skills/openevidence-observability && 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 "openevidence-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/openevidence-observability into .github/skills/openevidence-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openevidence-observability", 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 jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace openevidence-observability --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/openevidence-observability .opencode/skills/openevidence-observability && 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 "openevidence-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/openevidence-observability into .opencode/skills/openevidence-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openevidence-observability", 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
openevidence-observability- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 442 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Monitor OpenEvidence workflow quality, evidence traceability, adoption, and safety signals using approved local evidence.
- Works in 6 steps: Define the monitored workflow, cohort,… → Select measures for completion, citation… → Sample the minimum authorized records… → …
- Working with OpenEvidence in a healthcare organization
- SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Openevidence Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor OpenEvidence workflow quality, evidence traceability, adoption, and safety signals using approved local evidence. Use when working with OpenEvidence in a healthcare organization. Trigger with "openevidence observability", "OpenEvidence quality", or a matching workflow request.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Designed for Claude Code; requires authorized OpenEvidence access and qualified clinical review for patient-care use
It sits in DevOps & Cloud, covering Observability. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
When your agent uses it
- Working with OpenEvidence in a healthcare organization
- With openevidence observability
- OpenEvidence quality
- A matching workflow request
Example prompts
- “openevidence observability”
- “OpenEvidence quality”
- “/openevidence-observability”
Requirements
- Compatibility (from SKILL.md): Designed for Claude Code; requires authorized OpenEvidence access and qualified clinical review for patient-care use
- Pre-approved tools (allowed-tools): Read, Glob, Grep, WebFetch, Write, Edit
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Define the monitored workflow, cohort, period, data authority, clinical owner, and escalation thresholds.
- Select measures for completion, citation traceability, unsupported claims, reviewer overrides, time burden, incidents, and training gaps.
- Sample the minimum authorized records and de-identify evidence used outside the care record.
- Have qualified reviewers score outputs with a stable rubric and record inter-reviewer disagreement.
- Trend results without inferring patient outcomes or vendor-wide performance from a local sample.
- Publish findings, limitations, actions, owners, thresholds, and the next review date.
What it can do on your machine
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadGlobGrepWebFetchWriteEdit
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
Links to these hosts (documentation or services it may open):
openevidence.com
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.
Compatibility
Designed for Claude Code; requires authorized OpenEvidence access and qualified clinical review for patient-care use
From compatibility in the SKILL.md frontmatter.
Context cost
Openevidence Observability loads about 1.1k tokens when it runs, and up to ~1.8k if it reads all its reference files. Until then it costs about 78 tokens; SKILL.md has 442 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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 442 words, ~1,115 tokens.
Download SKILL.mdSave it as
.claude/skills/openevidence-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- openevidence-observability
- description
- Monitor OpenEvidence workflow quality, evidence traceability, adoption, and safety signals using approved local evidence. Use when working with OpenEvidence in a healthcare organization. Trigger with "openevidence observability", "OpenEvidence quality", or a matching workflow request.
- allowed-tools
- Read, Glob, Grep, WebFetch, Write, Edit
- compatibility
- Designed for Claude Code; requires authorized OpenEvidence access and qualified clinical review for patient-care use
- argument-hint
- [audit-period] [workflow]
- version
- 1.14.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- saas, openevidence, quality, monitoring
- model
- inherit
- effort
- high
OpenEvidence Quality and Adoption Audit
Overview
Create a human-centered review loop without claiming access to private product telemetry. Keep inputs minimal, separate observed facts from assumptions, and leave consequential decisions with the named accountable owner.
Prerequisites
- A clearly bounded workflow, accountable clinical owner, and organizational policy
- Current first-party OpenEvidence documentation and applicable institution agreements
- Synthetic or properly authorized minimum-necessary data
Tool Discipline
Use Read, Glob, and Grep to inspect supplied policies, plans, and evidence. Use WebFetch only for current first-party OpenEvidence documentation. Use Write or Edit only when the user requests a named deliverable with an approved destination. Never expose credentials, PHI, recordings, or unrestricted environment output.
Current Contract
- No public observability API or standard metrics export is documented.
- Measurements must come from authorized account/institution records and redacted quality samples.
- Volume and speed are insufficient without citation, applicability, and safety review.
Authentication
Use only the official OpenEvidence web/mobile sign-in or an institution-approved access path. Do not invent API keys, OAuth clients, SDK credentials, service accounts, or private endpoints. Never ask a user to reveal a password, session token, cookie, or recovery code.
Instructions
- Define the monitored workflow, cohort, period, data authority, clinical owner, and escalation thresholds.
- Select measures for completion, citation traceability, unsupported claims, reviewer overrides, time burden, incidents, and training gaps.
- Sample the minimum authorized records and de-identify evidence used outside the care record.
- Have qualified reviewers score outputs with a stable rubric and record inter-reviewer disagreement.
- Trend results without inferring patient outcomes or vendor-wide performance from a local sample.
- Publish findings, limitations, actions, owners, thresholds, and the next review date.
Show full SKILL.md (174 more words)Show less
Approval Boundaries
Do not create or share accounts; change access, roles, agreements, consent, retention, or security settings; enter PHI; record a conversation; copy content into another system; contact a patient; make a diagnosis or treatment decision; submit billing; transmit a support packet; run a production pilot; or represent vendor capabilities without explicit approval from the accountable owner. A qualified professional remains responsible for clinical decisions.
Output
Return scope, current first-party evidence and date, data classification, workflow or findings, citations reviewed, assumptions rejected, clinical and governance owners, approval state, unresolved risk, and the exact next action. Redact patient and credential data.
Error Handling
| Condition | Response |
|---|---|
| Telemetry unavailable | Use an approved sample or survey and label coverage. |
| Metric hides harm | Add safety and override measures before reporting success. |
| Sample contains PHI | Keep it in the governed system or stop the audit export. |
Examples
This compact example shows the minimum reviewable handoff; adapt fields to the approved workflow without adding sensitive data.
Input:
period=30d; workflow=Ask; sample=25 de-identified reviewsExpected handoff:
traceability=measured; overrides=recorded; incidents=1; actions=3Resources
© jeremylongshore, 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 1 other file (references) in skills/.curated/openevidence-observability of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Openevidence Observability 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 |
|---|---|---|---|---|---|---|
| Openevidence Observability this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 8 repos | ~4.3k | Automated safety check: Pass | None | |
| Kubeshark Installerkubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Notes | Apache-2.0 | |
| Kubeshark KFL2 Filter Referencekubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | |
| KubeSphere ServiceMesh Managerkubesphere/kubesphere | 17k | — | ~2.4k | Automated safety check: Pass | Custom licence | |
| Kubernetes Network Root Cause Analysiskubeshark/kubeshark | 12k | — | ~5.3k | Automated safety check: Pass | Apache-2.0 |
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Questions about Openevidence Observability
What does Openevidence Observability do?
Monitor OpenEvidence workflow quality, evidence traceability, adoption, and safety signals using approved local evidence. Openevidence Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor OpenEvidence workflow quality, evidence traceability, adoption, and safety signals using approved local evidence.
When should I use Openevidence Observability?
Openevidence Observability fits situations like: working with OpenEvidence in a healthcare organization; with openevidence observability; openEvidence quality; A matching workflow request.
How do I install Openevidence Observability in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a claude-code`. Or copy the skill folder (skills/.curated/openevidence-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/openevidence-observability in your project. Claude Code loads it when a task matches its description.
How do I install Openevidence Observability in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a codex`. Or copy the skill folder (skills/.curated/openevidence-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/openevidence-observability in your project. Codex loads it when a task matches its description.
Can I use Openevidence Observability 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 jeremylongshore/tons-of-skills-marketplace --skill openevidence-observability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openevidence-observability, .gemini/skills/openevidence-observability, .github/skills/openevidence-observability and .opencode/skills/openevidence-observability in your project.
What does Openevidence Observability need to run?
SKILL.md names no scripts, command-line tools or credentials: Openevidence Observability is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep, WebFetch, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; requires authorized OpenEvidence access and qualified clinical review for patient-care use.
Does Openevidence Observability access the network?
SKILL.md names 1 domain. As links in the text: openevidence.com. This is read from the text; nothing was executed.
Is Openevidence Observability 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 Openevidence Observability use?
Openevidence Observability 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 Openevidence Observability use?
About 1.1k tokens (SKILL.md is roughly 4.5k 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 641 tokens, read only when the agent opens those files.
What are the alternatives to Openevidence Observability?
Skills that share tags, products or a category with Openevidence Observability: Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars), Kubeshark Installer (kubeshark/kubeshark, 12k stars), Kubeshark KFL2 Filter Reference (kubeshark/kubeshark, 12k stars) and KubeSphere ServiceMesh Manager (kubesphere/kubesphere, 17k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Openevidence Observability?
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.