context-efficiency-evaluation
Use when reviewing recorded agent runs for avoidable context consumption, comparing quality-qualified matched traces, designing a context-efficiency…
Skill by Biaoo
Chalk Labs
Need help deploying context-efficiency-evaluation?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/biaoo-context-efficiency-evaluation
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: agent-building
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/context-efficiency-evaluation
What's inside
- Skill name
context-efficiency-evaluation- Description
- Use when reviewing recorded agent runs for avoidable context consumption, comparing quality-qualified matched traces, designing a context-efficiency experiment, or validating the evaluator skill itself. Applies to broad or repeated retrieval, oversized tool results, premature reference loading, weak continuation, hidden cost transfer, and unsupported efficiency claims; do not use for generic context-window explanations, prompt shortening without run evidence, or directly implementing an optimization.
- License
- unknown
- Metadata
- short-description: Evaluate agent context efficiency behind quality and safety gates
- Instructions
- 138 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Files (16)
- SKILL.md
- annotation-guide.md · references/
- evidence-model.md · references/
- experiment-design.md · references/
- runtime-contract.md · references/
- context_eval.py · scripts/
- canonical.py · scripts/context_eval_runtime/
- contracts.py · scripts/context_eval_runtime/
- evaluate.py · scripts/context_eval_runtime/
- normalize.py · scripts/context_eval_runtime/
- workspace.py · scripts/context_eval_runtime/
- input.json · scripts/tests/fixtures/
- native.jsonl · scripts/tests/fixtures/
- normalize.legacy.stdout.golden · scripts/tests/fixtures/
- report.golden.json · scripts/tests/fixtures/
- test_context_eval.py · scripts/tests/
The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub
More from Biaoo/skills
- 0.519score
personal-essay-writing
Biaoo
Use when drafting, rewriting, editing, or evaluating Chinese-language essays and long-form intellectual content in the user's personal voice, especially…
SkillBFreshness: BClaude Code +9 - 0.519score
design-intent-translator
Biaoo
Use when a user wants to design or revise a frontend or UI but cannot express the desired look, feel, layout, hierarchy, interaction, or visual direction in…
SkillBFreshness: BClaude Code +9 - 0.513score
word-meaning-lens
Biaoo
Use whenever the user is learning English or asks about an English word, phrase, meaning, or usage.
SkillBFreshness: BClaude Code +9 - 0.474score
ai-friendly-cli-design
Biaoo
Use when designing or changing public CLI command behavior, help text, output shape, pagination, JSON modes, file-output behavior, error messages, or…
SkillCFreshness: CClaude Code +9 - 0.474score
design-agentic-content-generation
Biaoo
Use when designing or materially reviewing an Agentic content-generation or content-transformation project, especially when its purpose, routes, artifacts…
SkillCFreshness: CClaude Code +9 - 0.474score
report-biaoo-skill-feedback
Biaoo
Use when direct use of a skill from Biaoo/skills reveals something that may help the project improve that skill, or when a fresh independent session receives…
SkillCFreshness: CClaude Code +9 - 0.474score
agent-skill-design
Biaoo
Use when creating, extracting, naming, rewriting, diagnosing, splitting, or polishing an agent skill, especially when aligning metadata, SKILL.md, references…
SkillCFreshness: CClaude Code +9 - 0.474score
calibrated-assertiveness
Biaoo
Use when a response, document, implementation, or test may dilute a clear user objective or best-supported direction through defensive caveats, excessive…
SkillCFreshness: CClaude Code +9 - 0.474score
adaptive-formalization
Biaoo
Use when designing or changing AI/Agent-native product entities, schemas, database models, JSON schemas, DTOs, events, workspace artifacts, memories…
SkillCFreshness: CClaude Code +9 - 0.469score
mechanism-guided-analysis
Biaoo
Use when a problem's visible symptoms, repeated local fixes, or apparently adequate solution may conceal a different generating mechanism; helps Codex notice…
SkillCFreshness: CClaude Code +9 - 0.469score
living-documentation
Biaoo
Use when writing or revising living project documentation or agent guidance, especially before adding warnings, correction notes, resolved incidents…
SkillCFreshness: CClaude Code +9 - 0.469score
outcome-first-implementation
Biaoo
Use when choosing or designing an implementation path and the agent may trade away requested quality, fidelity, capability, or completeness to reduce…
SkillCFreshness: CClaude Code +9
Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Jul 22, 2026 (3 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- License unknown
- Repository
- github.com/Biaoo/skills
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from Biaoo
- 0.519score
design-intent-translator
Biaoo
Use when a user wants to design or revise a frontend or UI but cannot express the desired look, feel, layout, hierarchy, interaction, or visual direction in…
SkillBFreshness: BClaude Code +9 - 0.519score
personal-essay-writing
Biaoo
Use when drafting, rewriting, editing, or evaluating Chinese-language essays and long-form intellectual content in the user's personal voice, especially…
SkillBFreshness: BClaude Code +9 - 0.513score
word-meaning-lens
Biaoo
Use whenever the user is learning English or asks about an English word, phrase, meaning, or usage.
SkillBFreshness: BClaude Code +9 - 0.474score
design-agentic-content-generation
Biaoo
Use when designing or materially reviewing an Agentic content-generation or content-transformation project, especially when its purpose, routes, artifacts…
SkillCFreshness: CClaude Code +9 - 0.474score
ai-friendly-cli-design
Biaoo
Use when designing or changing public CLI command behavior, help text, output shape, pagination, JSON modes, file-output behavior, error messages, or…
SkillCFreshness: CClaude Code +9 - 0.474score
adaptive-formalization
Biaoo
Use when designing or changing AI/Agent-native product entities, schemas, database models, JSON schemas, DTOs, events, workspace artifacts, memories…
SkillCFreshness: CClaude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get context-efficiency-evaluation running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
context-efficiency-evaluation skill. Agent Mart. https://agentmart.dev/skills/biaoo-context-efficiency-evaluation (last updated 2026-10-24)