Skip to main content

Browse the directory

Showing 8 resources for "cost-optimization"
Saved
Active

2 trusted · 6 review in this set — compare to see which signals differ.

Trust snapshot

8 results in this view

Claimed
0%(0/8)

3 trust signals differ in this sample: Package trust, Source provenance, Submitter

Signals differ on Package trust, Source provenance, Submitter — add entries to compare before you install.

Rollout signal scan

2 rollout risk signals in current results

Biggest gaps: metadata review, package integrity. 0 entries have 2+ required gaps.

8 scanned

Install payload

Install payload is broadly covered in current results.

good

88% (7/8)

Adoption queue

Browse adoption queue · balanced

2/8 visible results are in hold tier and need mitigation before adoption.

ready 0caution 6hold 2
caution

70/100

Request metadata review from maintainers or internal owners.

skills/zero-budget-saas-launch-capability-pack · trust trusted · confidence 83%

caution

50/100

Request metadata review from maintainers or internal owners.

Collect package checksum or signed artifact information.

mcp/aws-billing-cost-management-mcp-server · trust review · confidence 67%

caution

50/100

Request metadata review from maintainers or internal owners.

Collect package checksum or signed artifact information.

statuslines/model-switch-history-tracker · trust review · confidence 67%

Prompt Cache Optimization Agent

1 blockers: Metadata review

caution

50/100

Request metadata review from maintainers or internal owners.

Collect package checksum or signed artifact information.

agents/prompt-cache-optimization-agent · trust review · confidence 67%

caution

50/100

Request metadata review from maintainers or internal owners.

Collect package checksum or signed artifact information.

guides/using-the-context-window-simulator-for-prompt-design · trust review · confidence 67%

Claude Haiku 45 Speed Optimizer Agent - Agents

2 blockers: Metadata review, Safety notes

hold

36/100

Request metadata review from maintainers or internal owners.

Capture safety notes with misuse/guardrail guidance.

Collect package checksum or signed artifact information.

agents/claude-haiku-45-speed-optimizer-agent · trust review · confidence 50%

GPTCache

2 blockers: Metadata review, Install payload

hold

36/100

Request metadata review from maintainers or internal owners.

Add install/config payload for reproducible team rollout.

Collect package checksum or signed artifact information.

tools/gptcache · trust review · confidence 50%

Decision confidence

Decision confidence scan · balanced

2/8 results are low-confidence and need review before adoption.

high 2medium 4low 2

AWS Billing and Cost Management MCP Server

Address Metadata review, Package integrity before broader rollout.

medium

54/100

Missing: Metadata reviewMissing: Package integrity

mcp/aws-billing-cost-management-mcp-server · trust review

Model Switch History Tracker - Statuslines

Address Metadata review, Package integrity before broader rollout.

medium

54/100

Missing: Metadata reviewMissing: Package integrity

statuslines/model-switch-history-tracker · trust review

Prompt Cache Optimization Agent

Address Metadata review, Package integrity before broader rollout.

medium

54/100

Missing: Metadata reviewMissing: Package integrity

agents/prompt-cache-optimization-agent · trust review

Claude Haiku 45 Speed Optimizer Agent - Agents

Hold adoption until Metadata review, Safety notes are resolved.

low

40/100

Missing: Metadata reviewMissing: Safety notesMissing: Package integrity

agents/claude-haiku-45-speed-optimizer-agent · trust review

GPTCache

Hold adoption until Metadata review, Package integrity are resolved.

low

36/100

Missing: Metadata reviewMissing: Package integrityMissing: Install payload

tools/gptcache · trust review

Freshness distribution

50% of this view is aging or stale

Median age 81 days; 4 fresh of 8 scanned. Re-verify the oldest entries.

median 81d

Aging

91–180 days

25%

2 entries

Stale

> 180 days

25%

2 entries

Theme distribution

Results center on cost-optimization

88% of this view shares the top theme. Leading themes: cost-optimization, performance, claude-code.

Focused

29 distinct themes across 8 scanned

AWS Labs logo

Official AWS Labs MCP server for AWS Billing and Cost Management that lets AI assistants analyze costs and usage, monitor budgets and anomalies, and surface Cost Optimizer, Savings Plans, and Reserved Instance recommendations.

Expert zero-budget launch capability pack for building and shipping SaaS using free-tier infrastructure and constrained execution plans.

Level:expertType:capability-packVerified:validated
Safety ✓ Privacy ✓

Design and validate model routing strategies that reduce cost and latency while preserving output quality.

Level:advancedType:generalVerified:draft
Safety ✓ Privacy ✓
GPTCache logo
GPTCacheby Zilliz · submitted by jaytbarimbao-collab

Open-source semantic cache for LLM applications that stores and reuses model responses through embedding similarity to cut API cost and latency, with modular embedding, vector-store, cache-storage, and eviction components.

Source-backed agent that reduces token cost and latency in Claude Code by improving prompt-cache hit rates, advising on stable context ordering, lean CLAUDE.md, on-demand skills, and MCP tool-search, grounded in the official docs.

A practical walkthrough of the Claude Code context window: what consumes it (system prompt, memory, CLAUDE.md, MCP tools, skills, file reads, history), how each piece loads, and how the /context view helps you design leaner prompts and setups.

Claude Code statusline that detects model switches between Opus, Sonnet, and Haiku — shows current tier, total session switch count, and the last few model transitions inline.

An agent pattern for routing rapid-iteration work to Claude Haiku 4.5 — more than twice Sonnet's speed at one-third the cost ($1/$5 per million tokens) — while keeping about 90% of Sonnet 4.5's agentic-coding quality.

Safety · Privacy ✓