Glean Indexing API: ~100 requests/min per token. An agent skill from jeremylongshore/tons-of-skills-marketplace.

MITAuto-check passedBackend & APIs

Install Glean Rate Limits

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

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace glean-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/glean-rate-limits .claude/skills/glean-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
glean-rate-limits
GitHub stars
2.8k
Token cost
~1.5k tokens
SKILL.md length
401 words
Files
1
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Glean Indexing API: ~100 requests/min per token. An agent skill from jeremylongshore/tons-of-skills-marketplace.

  • Works in 5 steps: Classify calls as read or write, apply… → Use bounded exponential backoff with… → Shed or defer nonessential work before… → …
  • Tasks that involve Rate limiting
  • SKILL.md covers Overview, Rate Limit Reference, Rate Limiter Implementation and Retry Strategy, plus 8 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Glean Rate Limits is an agent skill from jeremylongshore/tons-of-skills-marketplace. Glean Indexing API: ~100 requests/min per token. Trigger: "glean rate limits", "rate-limits".

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code

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

  • Tasks that involve Rate limiting

Example prompts

  • “glean rate limits”
  • “rate-limits”
  • “/glean-rate-limits”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(npm:*), Bash(curl:*), Grep

Workflow steps

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

  1. Classify calls as read or write, apply per-scope concurrency limits, and honor server retry guidance when it is present.
  2. Use bounded exponential backoff with jitter and a maximum attempt count; never blindly replay a write without its idempotency key.
  3. Shed or defer nonessential work before queue growth threatens freshness or downstream access-control synchronization.
  4. Monitor aggregate rate-limit responses and canary success, then tune one scope at a time with a rollback to the prior limits.
  5. Route exhausted items to reviewed recovery rather than silently dropping or duplicating them.

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
    • Write
    • Edit
    • Bash(npm:*)
    • Bash(curl:*)
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).

    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):

    • developers.glean.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

    From compatibility in the SKILL.md frontmatter.

Context cost

Glean Rate Limits loads about 1.5k tokens when it runs. Until then it costs about 28 tokens; SKILL.md has 401 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~28
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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). 401 words, ~1,497 tokens.

Download SKILL.mdSave it as .claude/skills/glean-rate-limits/SKILL.md (or your agent's skills folder).
name
glean-rate-limits
description
Glean Indexing API: ~100 requests/min per token. Trigger: "glean rate limits", "rate-limits".
allowed-tools
Read, Write, Edit, Bash(npm:*), Bash(curl:*), Grep
compatibility
Designed for Claude Code
version
1.8.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, enterprise-search, glean

Glean Rate Limits

Overview

Glean's APIs split into two tiers: the Indexing API for pushing documents into the search corpus, and the Client API for executing searches. The Indexing API handles bulk document ingestion at approximately 100 requests per minute, while search queries are capped at 60 per minute per token. Organizations indexing large knowledge bases (100K+ documents from Confluence, Notion, or internal wikis) must implement careful batching to avoid 429 responses that can stall multi-hour ingestion pipelines.

Rate Limit Reference

EndpointLimitWindowScope
Indexing - single document100 req1 minutePer API token
Indexing - bulk (100 docs/req)20 req1 minutePer API token
Search queries60 req1 minutePer API token
People search30 req1 minutePer API token
Entity extraction40 req1 minutePer API token

Rate Limiter Implementation

typescript
class GleanRateLimiter {
  private tokens: number;
  private lastRefill: number;
  private readonly max: number;
  private readonly refillRate: number;
  private queue: Array<{ resolve: () => void }> = [];

  constructor(maxPerMinute: number) {
    this.max = maxPerMinute;
    this.tokens = maxPerMinute;
    this.lastRefill = Date.now();
    this.refillRate = maxPerMinute / 60_000;
  }

  async acquire(): Promise<void> {
    this.refill();
    if (this.tokens >= 1) { this.tokens -= 1; return; }
    return new Promise(resolve => this.queue.push({ resolve }));
  }

  private refill() {
    const now = Date.now();
    this.tokens = Math.min(this.max, this.tokens + (now - this.lastRefill) * this.refillRate);
    this.lastRefill = now;
    while (this.tokens >= 1 && this.queue.length) {
      this.tokens -= 1;
      this.queue.shift()!.resolve();
    }
  }
}

const indexLimiter = new GleanRateLimiter(18);  // buffer under 20 bulk/min
const searchLimiter = new GleanRateLimiter(50);

Retry Strategy

typescript
async function gleanRetry<T>(
  limiter: GleanRateLimiter, fn: () => Promise<Response>, maxRetries = 4
): Promise<T> {
  for (let attempt = 0; attempt <= maxRetries; attempt++) {
    await limiter.acquire();
    const res = await fn();
    if (res.ok) return res.json();
    if (res.status === 429) {
      const retryAfter = parseInt(res.headers.get("Retry-After") || "30", 10);
      const jitter = Math.random() * 5000;
      await new Promise(r => setTimeout(r, retryAfter * 1000 + jitter));
      continue;
    }
    if (res.status >= 500 && attempt < maxRetries) {
      await new Promise(r => setTimeout(r, Math.pow(2, attempt) * 2000));
      continue;
    }
    throw new Error(`Glean API ${res.status}: ${await res.text()}`);
  }
  throw new Error("Max retries exceeded");
}

Batch Processing

typescript
async function bulkIndexDocuments(docs: any[], batchSize = 100) {
  const results: any[] = [];
  for (let i = 0; i < docs.length; i += batchSize) {
    const batch = docs.slice(i, i + batchSize);
    const result = await gleanRetry(indexLimiter, () =>
      fetch(`${GLEAN_BASE}/api/index/v1/bulkindexdocuments`, {
        method: "POST", headers,
        body: JSON.stringify({ uploadId: `batch-${i}`, documents: batch }),
      })
    );
    results.push(result);
    if (i + batchSize < docs.length) await new Promise(r => setTimeout(r, 4000));
  }
  return results;
}

Error Handling

IssueCauseFix
429 on bulk indexExceeded 20 bulk req/minSpace batches 4s apart, use Retry-After
413 Payload Too LargeBatch > 100 docs or > 10MBSplit into smaller batches
Search 429Monitoring dashboard polling too fastCache search results for 30s
Partial index failureSome docs rejected in bulkCheck response failedDocuments array, retry those
401 token expiredRotating API credentialsRefresh token before long ingestion runs

Prerequisites

  • An approved per-operation budget, observed response-header baseline, and a test environment with synthetic requests.
  • Idempotency keys for writes, a bounded queue, and a dead-letter path for exhausted retries.
  • A defined caller identity and datasource scope so throttling cannot be bypassed by broadening credentials.
Show full SKILL.md (147 more words)Show less

Instructions

  1. Classify calls as read or write, apply per-scope concurrency limits, and honor server retry guidance when it is present.
  2. Use bounded exponential backoff with jitter and a maximum attempt count; never blindly replay a write without its idempotency key.
  3. Shed or defer nonessential work before queue growth threatens freshness or downstream access-control synchronization.
  4. Monitor aggregate rate-limit responses and canary success, then tune one scope at a time with a rollback to the prior limits.
  5. Route exhausted items to reviewed recovery rather than silently dropping or duplicating them.

Output

Return a rate-limit receipt with operation scope, request/limited/deferred counts, retry policy revision, idempotency outcome, queue state, canary result, and rollback reference. Omit tokens, URLs with sensitive parameters, and payloads.

Examples

scope=sandbox-index; requested=100; limited=3; deferred=3; retry=v2; idempotent=pass; queue=healthy; rollback=limits-r7 proves bounded handling.

Resources

Next Steps

See glean-performance-tuning.

© 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

Just SKILL.md in skills/.curated/glean-rate-limits of jeremylongshore/tons-of-skills-marketplace.

Open the folder on GitHubat commit cfae287

Compare with similar skills

Glean Rate Limits 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.

Glean Rate Limits compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Glean Rate Limits this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1.5kAutomated safety check: PassMIT
Add Hosted Keysimstudioai/sim30k—~3.6kAutomated safety check: PassApache-2.0
Upstash Ratelimit TSupstash/ratelimit-js2k—~313Automated safety check: PassMIT
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

Similar skills

  • Add Hosted Key

    simstudioai/sim

    Add hosted API key support to a tool so Sim provides the key (metered and billed to the workspace) when a user has not brought their own.

    30k GitHub stars~3.6k tokensUpdated today
    Backend & APIsAuto-check passed
  • Upstash Ratelimit TS

    upstash/ratelimit-js

    Official

    Lightweight guidance for using the Redis Rate Limit TypeScript SDK, including setup steps, basic usage, and pointers to advanced algorithm, features, pricing, and traffic‑protection docs.

    2k GitHub stars~313 tokensUpdated 16 days ago
    Backend & APIsAuto-check passed
  • Repo2skill

    zhangyanxs/repo2skill

    Convert GitHub/GitLab/Gitee repositories into comprehensive OpenCode Skills using embedded LLM calls with multiple mirrors and rate limit handling

    246 GitHub stars~3.6k tokensUpdated 7 mo ago
    Backend & APIsAuto-check passed
  • Better Auth security hardening: rate limits, secrets, CSRF, trusted origins, cookies, sessions, OAuth tokens, and audit logging.

    4.8k GitHub stars~896 tokensUpdated 3 days ago
    Backend & APIsAuto-check passed
  • Dload Fetch Tool

    php-internal/dload

    Get a CLI tool — native binary or PHAR — from a GitHub release into a project folder with dload (vendor/bin/dload).

    105 GitHub stars~1.1k tokensUpdated today
    Backend & APIsAuto-check passed
  • API Gateway

    itsmostafa/aws-agent-skills

    AWS API Gateway for REST and HTTP API management. An agent skill from itsmostafa/aws-agent-skills.

    1.2k GitHub stars~2.2k tokensUpdated 5 days ago
    Backend & APIsAuto-check passed

More from jeremylongshore/tons-of-skills-marketplace

All 3,342 skills in this repo
  • Performing Security Code Review

    jeremylongshore/tons-of-skills-marketplace

    Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.

    2.8k GitHub starsUsed in 2 repos~1.3k tokens
    Auto-check: notes
  • Adapting Transfer Learning Models

    jeremylongshore/tons-of-skills-marketplace

    Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.

    2.8k GitHub stars~1.1k tokensUpdated today
    Auto-check passed
  • Agent Context Loader

    jeremylongshore/tons-of-skills-marketplace

    Execute proactive auto-loading: automatically detects and loads agents.md files.

    2.8k GitHub stars~1.1k tokensUpdated today
    Auto-check passed
  • Aggregating Performance Metrics

    jeremylongshore/tons-of-skills-marketplace

    Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.

    2.8k GitHub stars~1.2k tokensUpdated today
    Auto-check passed
  • Analyzing Capacity Planning

    jeremylongshore/tons-of-skills-marketplace

    Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.

    2.8k GitHub stars~947 tokensUpdated today
    Auto-check passed
  • Analyzing Database Indexes

    jeremylongshore/tons-of-skills-marketplace

    Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.

    2.8k GitHub stars~2k tokensUpdated today
    Auto-check passed

Categories

Questions about Glean Rate Limits

What does Glean Rate Limits do?

Glean Indexing API: ~100 requests/min per token. An agent skill from jeremylongshore/tons-of-skills-marketplace. Glean Rate Limits is an agent skill from jeremylongshore/tons-of-skills-marketplace. Glean Indexing API: ~100 requests/min per token.

When should I use Glean Rate Limits?

Glean Rate Limits fits situations like: tasks that involve Rate limiting.

How do I install Glean Rate Limits in Claude Code?

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

How do I install Glean Rate Limits in Codex?

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

Can I use Glean 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 glean-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/glean-rate-limits, .gemini/skills/glean-rate-limits, .github/skills/glean-rate-limits and .opencode/skills/glean-rate-limits in your project.

What does Glean Rate Limits need to run?

SKILL.md names no scripts, command-line tools or credentials: Glean Rate Limits is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(npm:*), Bash(curl:*), Grep. Compatibility (from SKILL.md): Designed for Claude Code.

Does Glean Rate Limits access the network?

SKILL.md names 1 domain. As links in the text: developers.glean.com. This is read from the text; nothing was executed.

Is Glean 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 Glean Rate Limits use?

Glean 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 Glean Rate Limits use?

About 1.5k tokens (SKILL.md is roughly 6k 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 Glean Rate Limits?

Skills that share tags, products or a category with Glean 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 Glean 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.