Star0

GitTaskBench

REVIEW · 62
Community indexed

Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric.

Downloads0
Stars255
Version1.0.0
Quality58/100 · Promising
Trust62/100 · Sandbox only
Audit69/100 · Needs review

Supply asset profile

Coding and developer agents

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

Browse track

Scenario

Coding agents

I need a coding agent that can understand a repository, edit code, and review pull requests.

Agent fit

Claude Code + CLI + Codex

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add QuantaAlpha/GitTaskBench

Maintenance

stable

9mo since push

Risk

Needs review

License is unclear

GitHub quality

255

58/100 quality · 70/100 trust

Coverage tags

CodingCoding agentscoding-agentscoding-agentdeveloper-tools

Review notes

License is unclear · Permission surface may require sandboxing

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Promising
58

Useful candidate, but compare it with alternatives before adopting.

Trust

Sandbox only
62

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

Audit

Needs review
69

Install readiness, security metadata, maintenance, and adoption risk.

Trust Score v5

Human review before install

Run only in a sandbox and compare close alternatives before using it for real work.

PythonCoding AgentCodexClaude CodeCursor

Stars

255 GitHub stars

Repo activity

255 stars, 20 forks

Maintenance

9mo since push

License

Unknown

Install

npx skills add QuantaAlpha/GitTaskBench

Install safety

standard package or runtime install path

Permission surface

secrets or environment access, filesystem or document access

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • License is unclear
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, filesystem or document access
  • Stars/forks activity: 255 stars, 20 forks; issue activity unavailable in current metadata

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is unclear
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • Coding agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Inspect source files

Suited agents

PythonCoding AgentCodexClaude CodeCursorOpenAgentSkill CLICLI

Install decision

Command
npx skills add QuantaAlpha/GitTaskBench
Policy
review
Human review
yes

Trust and risk

Trust
62/100
Audit
69/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add QuantaAlpha/GitTaskBench
Public auditEval reportResolve APIInstall handoff

Do not use when

  • teams that need a vendor-supported SLA
  • high-compliance environments without internal security review
  • No OpenAgentSkill engagement data yet
  • High-risk permission hints: Secrets or environment access
  • License is unclear

Alternative

Opencode

175.0K stars

npx skills add anomalyco/opencode

Alternative

Puppeteer

94.8K stars

npx skills add puppeteer/puppeteer

Alternative

Codex

91.4K stars

npx skills add openai/codex

Alternative

Hoppscotch

79.6K stars

npx skills add hoppscotch/hoppscotch

Agent safety v2

41/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

Resolve via API

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

high

Secrets or environment access

Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.

  • High-risk permission hints: Secrets or environment access
  • License is unclear

Install targets

Install this skill in your agent workflow

Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add QuantaAlpha/GitTaskBench

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Resolve JSON

/api/agent/resolve?task=Use%20GitTaskBench%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

/api/agent/resolve?task=Use%20GitTaskBench%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text

Install handoff

/api/skills/quantaalpha-gittaskbench/install

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use GitTaskBench in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20GitTaskBench%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/quantaalpha-gittaskbench/install
Install command: npx skills add QuantaAlpha/GitTaskBench
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Install handoff

/api/skills/quantaalpha-gittaskbench/install

LLM text format

/api/skills/quantaalpha-gittaskbench/install?format=text

Find alternatives

/api/skills/search?q=GitTaskBench&limit=3

Agent prompt

Use GitTaskBench for this task. Review https://www.openagentskill.com/api/skills/quantaalpha-gittaskbench/install, then install with: npx skills add QuantaAlpha/GitTaskBench

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Manifest

/api/registry/manifest/quantaalpha-gittaskbench

LLM text

/api/registry/manifest/quantaalpha-gittaskbench?format=text

Install alias

/api/registry/install/quantaalpha-gittaskbench

Recommend

/api/registry/recommend?task=Use%20GitTaskBench%20in%20an%20agent%20workflow&limit=3

Agent fit

48/100

Coding agents

Use-case tags

Coding agentsWorkflow automationFinance and quant

Platforms

Python, Coding Agent, Claude Code

Audit report

Needs review · 69/100

Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.

View audit reportView eval report

Agent decision cockpit

Needs validation for Coding agents

Do a manual repository review before adding this to an agent workflow.

48
Readiness
Review
Stage

Role in stack

Needs validation

Primary fit

Coding agents

Trust label

Needs manual review

Install path

Command ready

Use when

  • Coding agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • install command or GitHub repo available
  • 58/100 quality profile

Review first

  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one Coding agents task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Sandbox only

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

62
Trust score

GitHub adoption

INFO

255 GitHub stars

Stars/forks activity

CHECK

255 stars, 20 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

9mo since push

License clarity

CHECK

Unknown

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • License is unclear
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, filesystem or document access
  • Stars/forks activity: 255 stars, 20 forks; issue activity unavailable in current metadata
  • License clarity: Unknown
  • Permission surface: secrets or environment access, filesystem or document access
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Run only in a sandbox and compare close alternatives before using it for real work.

Quality profile

Promising candidate for agent workflows

Useful candidate, but compare it with alternatives before adopting.

58
GitHub stars
255
Freshness
9mo ago
Install ready
Yes
License
Unknown

Workflow fit

Use this skill in these scenarios

Build and ship code

Coding agents

I need a coding agent that can understand a repository, edit code, and review pull requests.

Automate repeated work

Workflow automation

I need my agent to automate a repeated workflow across tools and files.

Analyze markets

Finance and quant

I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.

Stack fit

Add it to a complete workflow

Inspect, patch, and verify code

Coding review agent

A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.

Turn skills into distribution

Content growth agent

A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.

Ingest, retrieve, and cite

RAG knowledge base

A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.

Alternative shortlist

Compare before you install

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Overview

Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric.

Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.

Platform Compatibility

pythonFULL
coding-agentFULL

Technical Details

Version
1.0.0
License
Unknown
Last Updated
6/23/2026
Published
6/20/2026

Frameworks & Tools

PythonCoding Agent

Decision snapshot

Needs validation

48
Ready
Review
Stage

install command or GitHub repo available

Audit snapshot

Install review

Install and adoption review

69
Needs review
Security
76/100
Maintenance
62/100
Install
92/100
Open full auditOpen eval report

Agent-proven evidence

Agent Proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
—
Recent failure
—
Outcomes
0
Output quality
—
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Agent-Proven rankingOutcome contract

Install

Add to agent workflow

Free and open source. Review the audit before production use.

Compare AlternativesAuto-resolve PlanView on GitHubDocumentation

Growth loop

Share kit

X

Scenario-led draft for GitTaskBench, ready for a manual X post.

Curator note
Finance agents don't need louder takes. They need sources, data, and a repeatable research path.

GitTaskBench helps turn market noise into source-backed analysis an agent can reuse.

255 stars

https://www.openagentskill.com/skills/quantaalpha-gittaskbench?ref=x
#AIAgents
Open X draft
Optional reply with install command
Listing + install path for GitTaskBench:
https://www.openagentskill.com/skills/quantaalpha-gittaskbench?ref=x

Install: npx skills add QuantaAlpha/GitTaskBench
Open reply draft

Listing source

Community indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This community indexed listing is attributed to QuantaAlpha but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

README badge

Add this badge to your GitHub README to show the listing, trust score, and install handoff.

[![OpenAgentSkill](https://www.openagentskill.com/api/badge/quantaalpha-gittaskbench)](https://www.openagentskill.com/skills/quantaalpha-gittaskbench)
Preview badgeAudit badge

Author

Q

QuantaAlpha

@quantaalpha

Tags

coding-agentdeveloper-toolscodingclaude-codecode-agentcode-llmopenhandsrepo-levelrepomasterswe-agent

Platform Fit

Claude Code

Health Signals

GitHub stars
255
Quality score
40/100
Last GitHub push
Sep 22, 2025
Framework hints
2
OpenAgentSkill views
0
Install copies
0
Outbound clicks
0

Community Signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & Safety

Sandbox only

62
  • GitHub adoption255 GitHub starsINFO
  • Stars/forks activity255 stars, 20 forks; issue activity unavailable in current metadataCHECK
  • Recent maintenance9mo since pushINFO
  • License clarityUnknownCHECK
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime riskcredential or environment accessINFO

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