Analyze and control capacity, queueing, and backpressure for a tenant-specific Abridge integration without inventing public limits or headers.

MITAuto-check passedBackend & APIs

Install Abridge Rate Limits

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill abridge-rate-limits -a claude-code

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace abridge-rate-limits --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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/abridge-rate-limits .claude/skills/abridge-rate-limits && 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
abridge-rate-limits
GitHub stars
2.8k
Token cost
~1.2k tokens
SKILL.md length
511 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Analyze and control capacity, queueing, and backpressure for a tenant-specific Abridge integration without inventing public limits or headers.

  • Works in 6 steps: Freeze the interface, contract revision,… → Use Read, Glob, and Grep to inspect… → Classify operations as safe to retry,… → …
  • Handling concurrency
  • SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 8 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Abridge Rate Limits is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyze and control capacity, queueing, and backpressure for a tenant-specific Abridge integration without inventing public limits or headers. Use when handling concurrency or throttling requirements. Trigger with "plan Abridge capacity".

Its SKILL.md is about 1.2k 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; live work requires an authorized Abridge tenant, approved test data, and health-system change authority

It sits in Backend & APIs, covering Rate limiting. 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

  • Handling concurrency
  • Throttling requirements
  • With plan Abridge capacity

Example prompts

  • “plan Abridge capacity”
  • “/abridge-rate-limits”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code; live work requires an authorized Abridge tenant, approved test data, and health-system change authority
  • Pre-approved tools (allowed-tools): Read, Glob, Grep, WebFetch, Write, Edit

Workflow steps

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

  1. Freeze the interface, contract revision, workload units, peak model, delivery semantics, and clinical recovery objective.
  2. Use Read, Glob, and Grep to inspect queues, retries, idempotency keys, timeouts, and dashboards.
  3. Classify operations as safe to retry, conditionally retryable, or never automatic; bind each to evidence.
  4. Design bounded exponential backoff with jitter only where the approved contract permits it, and cap total attempts and age.
  5. Use Write or Edit to add tests for saturation, duplicates, stale work, poison messages, and manual recovery.
  6. Use WebFetch only for current public workflow context; do not infer missing protocol details.

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:

    • Read
    • Glob
    • Grep
    • WebFetch
    • Write
    • Edit

    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.

  • Compatibility

    Designed for Claude Code; live work requires an authorized Abridge tenant, approved test data, and health-system change authority

    From compatibility in the SKILL.md frontmatter.

Context cost

Abridge Rate Limits loads about 1.2k tokens when it runs, and up to ~1.6k if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 511 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.6k

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). 511 words, ~1,185 tokens.

Download SKILL.mdSave it as .claude/skills/abridge-rate-limits/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
abridge-rate-limits
description
Analyze and control capacity, queueing, and backpressure for a tenant-specific Abridge integration without inventing public limits or headers. Use when handling concurrency or throttling requirements. Trigger with "plan Abridge capacity".
allowed-tools
Read, Glob, Grep, WebFetch, Write, Edit
compatibility
Designed for Claude Code; live work requires an authorized Abridge tenant, approved test data, and health-system change authority
argument-hint
[interface] [peak-workload]
version
1.5.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
MIT
tags
saas, abridge, capacity, backpressure, reliability
model
inherit
effort
high

Abridge Capacity and Backpressure Contract

Overview

Derive limits from the signed tenant interface and observed approved responses, then protect clinical workflows with bounded queues, idempotency, retry budgets, and downtime procedures. Public product scale claims are not an API rate contract.

Prerequisites

  • The authorized Abridge environment, clinical owner, and health-system policy set
  • Current tenant-specific implementation evidence for every private interface in scope
  • Synthetic data or the organization's formally approved test-record procedure

Tool Discipline

Use Read, Glob, and Grep to inspect repository configuration, adapters, tests, policies, and existing evidence. Use WebFetch only for current official Abridge, HHS, or named EHR documentation. Use Write or Edit only after confirming scope, environment, owners, patient-data boundary, and approval state. These tools do not confer access to Abridge, an EHR, or a clinical record; return exact operator steps or an approval-gated handoff for live actions.

Current Contract

  • The cited public Abridge materials do not define universal API quotas, concurrency tiers, reset headers, or retry semantics.
  • Any limit or retry behavior must be tied to a versioned private interface contract or directly observed tenant evidence.
  • Retries must not duplicate chart updates, note handoffs, or other clinical actions.

Authentication

Use only the health system's provisioned Abridge application access, SSO, administrative role, or tenant-specific partner authentication documented for the approved environment. Do not infer public API credentials, reuse production secrets in tests, or expose tokens and session material. Verify identity owner, least privilege, environment binding, storage, rotation, and revocation before any authenticated action.

Instructions

  1. Freeze the interface, contract revision, workload units, peak model, delivery semantics, and clinical recovery objective.
  2. Use Read, Glob, and Grep to inspect queues, retries, idempotency keys, timeouts, and dashboards.
  3. Classify operations as safe to retry, conditionally retryable, or never automatic; bind each to evidence.
  4. Design bounded exponential backoff with jitter only where the approved contract permits it, and cap total attempts and age.
  5. Use Write or Edit to add tests for saturation, duplicates, stale work, poison messages, and manual recovery.
  6. Use WebFetch only for current public workflow context; do not infer missing protocol details.
Show full SKILL.md (166 more words)Show less

Approval Boundaries

Do not load-test a live Abridge or EHR tenant, manufacture 429 responses, or replay clinical writes without written authorization.

Output

Return authority revision, workload model, operation classes, queue bounds, retry budget, idempotency evidence, alerts, and downtime handoff. Separate verified facts, tenant-specific evidence, assumptions, and actions still awaiting approval.

Error Handling

ConditionResponse
Limit has no authoritative sourceMark it unknown and use a conservative configurable bound.
Operation is not idempotentRequire manual reconciliation instead of automatic retry.
Queue age exceeds clinical objectiveStop intake and invoke downtime procedure.

Example

The example is a redacted operational receipt, not patient data or proof of vendor certification.

text
interface=tenant-handoff; authority=ICD-r7; peak=contracted; retries=bounded; duplicate-test=pass; live-load-test=no

Resources

Read the source map before changing a workflow. Recheck tenant-specific implementation evidence for every interface or capability that public documentation does not define.

Next Steps

Revalidate the evidence date and tenant-specific authority before repeating this workflow in another environment, cohort, care setting, or integration mode.

© 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/abridge-rate-limits of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

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Repo2skillzhangyanxs/repo2skill246—~3.6kAutomated safety check: PassNone
Better Auth Security Best PracticesEpicenterHQ/epicenter4.8k—~896Automated safety check: PassCustom licence
Dload Fetch Toolphp-internal/dload105—~1.1kAutomated safety check: PassBSD-3-Clause

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Categories

Questions about Abridge Rate Limits

What does Abridge Rate Limits do?

Analyze and control capacity, queueing, and backpressure for a tenant-specific Abridge integration without inventing public limits or headers. Abridge Rate Limits is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyze and control capacity, queueing, and backpressure for a tenant-specific Abridge integration without inventing public limits or headers.

When should I use Abridge Rate Limits?

Abridge Rate Limits fits situations like: handling concurrency; throttling requirements; with plan Abridge capacity.

How do I install Abridge Rate Limits in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill abridge-rate-limits -a claude-code`. Or copy the skill folder (skills/.curated/abridge-rate-limits in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/abridge-rate-limits in your project. Claude Code loads it when a task matches its description.

How do I install Abridge Rate Limits in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill abridge-rate-limits -a codex`. Or copy the skill folder (skills/.curated/abridge-rate-limits in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/abridge-rate-limits in your project. Codex loads it when a task matches its description.

Can I use Abridge Rate Limits 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 abridge-rate-limits -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/abridge-rate-limits, .gemini/skills/abridge-rate-limits, .github/skills/abridge-rate-limits and .opencode/skills/abridge-rate-limits in your project.

What does Abridge Rate Limits need to run?

SKILL.md names no scripts, command-line tools or credentials: Abridge Rate Limits 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; live work requires an authorized Abridge tenant, approved test data, and health-system change authority.

Does Abridge Rate Limits 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 Abridge Rate Limits 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 Abridge Rate Limits use?

Abridge Rate Limits 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 Abridge Rate Limits 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. Its references folder adds about 416 tokens, read only when the agent opens those files.

What are the alternatives to Abridge Rate Limits?

Skills that share tags, products or a category with Abridge Rate Limits: Add Hosted Key (simstudioai/sim, 30k stars), Upstash Ratelimit TS (upstash/ratelimit-js, 2k stars), Repo2skill (zhangyanxs/repo2skill, 246 stars) and Better Auth Security Best Practices (EpicenterHQ/epicenter, 4.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Abridge Rate Limits?

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.