Bitpit

REVIEW · 67

Community indexed

Open source library for scientific HPC

Downloads0

Stars135

Version1.0.0

Quality60/100 · Promising

Trust67/100 · Sandbox only

Audit73/100 · Needs review

Supply asset profile

Coding and developer agents

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

Browse track

Scenario

GitHub automation

I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Agent fit

Claude Code + CLI + Codex

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

Install

Ready

npx skills add optimad/bitpit

Maintenance

stable

8mo since push

Risk

Needs review

Quality score needs review

GitHub quality

135

60/100 quality · 75/100 trust

Coverage tags

CodingGitHub automationgeo-sciencescientific-computinganalysis

Review notes

Quality score needs review · Stars/forks activity: 135 stars, 35 forks; issue activity unavailable in current metadata

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

Useful candidate, but compare it with alternatives before adopting.

Trust

Sandbox only

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

Audit

Needs review

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.

C++Scientific ComputingCodexClaude CodeCursor

Stars

135 GitHub stars

Repo activity

135 stars, 35 forks

Maintenance

8mo since push

License

LGPL-3.0

Install

npx skills add optimad/bitpit

Install safety

standard package or runtime install path

Permission surface

filesystem or document access

Agent outcomes

No agent outcome data yet

Docs

Usable metadata, review docs

Risk summary

Review before production

Quality score needs review
Stars/forks activity: 135 stars, 35 forks; issue activity unavailable in current metadata

Install readiness

Install path available

Install path is available
Repository evidence is available
License is declared
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

GitHub automation workflows
Claude Code teams
builders willing to evaluate younger projects
Inspect repository metadata

Suited agents

C++Scientific ComputingCodexClaude CodeCursorOpenAgentSkill CLICLI

Install decision

Command: npx skills add optimad/bitpit
Policy: review
Human review: yes

Trust and risk

Trust: 67/100
Audit: 73/100
Risk level: Needs review

Outcome loop

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

Install command

npx skills add optimad/bitpit

Public audit Eval report Resolve API Install handoff

Do not use when

teams that need a vendor-supported SLA
high-compliance environments without internal security review
No OpenAgentSkill engagement data yet
Quality score needs review
Stars/forks activity: 135 stars, 35 forks; issue activity unavailable in current metadata

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Agent safety v2

57/100 · Review before 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.

Quality score needs review

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 optimad/bitpit

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%20Bitpit%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

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

Install handoff

/api/skills/optimad-bitpit/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 Bitpit in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Bitpit%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/optimad-bitpit/install
Install command: npx skills add optimad/bitpit
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/optimad-bitpit/install

LLM text format

/api/skills/optimad-bitpit/install?format=text

Find alternatives

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

Agent prompt

Use Bitpit for this task. Review https://www.openagentskill.com/api/skills/optimad-bitpit/install, then install with: npx skills add optimad/bitpit

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/optimad-bitpit

LLM text

/api/registry/manifest/optimad-bitpit?format=text

Install alias

/api/registry/install/optimad-bitpit

Recommend

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

Agent fit

50/100

GitHub automation

Use-case tags

GitHub automation Coding agents RAG and knowledge

Platforms

C++, Scientific Computing, Claude Code

Audit report

Needs review · 73/100

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

View audit report View eval report

Agent decision cockpit

Needs validation for GitHub automation

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

Readiness

Review

Stage

Role in stack

Needs validation

Primary fit

GitHub automation

Trust label

Needs manual review

Install path

Command ready

Use when

GitHub automation workflows
Claude Code teams
builders willing to evaluate younger projects

Evidence

install command or GitHub repo available
60/100 quality profile

Review first

No OpenAgentSkill engagement data yet

Implementation path

1Install it in a sandbox agent and run one GitHub automation task end to end.
2Compare output quality, latency, and failure behavior against at least one alternative.
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.

Trust score

GitHub adoption

INFO

135 GitHub stars

Stars/forks activity

CHECK

135 stars, 35 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

8mo since push

License clarity

PASS

LGPL-3.0

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

Quality score needs review
Stars/forks activity: 135 stars, 35 forks; issue activity unavailable in current metadata
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.

GitHub stars

135

Freshness

8mo ago

Install ready

Yes

License

LGPL-3.0

Workflow fit

Use this skill in these scenarios

Manage repositories

GitHub automation

I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Build and ship code

Coding agents

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

Search private knowledge

RAG and knowledge

I need my agent to build a RAG workflow over documents and retrieve reliable context.

Stack fit

Add it to a complete workflow

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.

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.

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

Similar skills in this category, ranked with the same readiness and quality signals.

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Overview

Open source library for scientific HPC

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

c++FULL

scientific-computingFULL

Technical Details

Version: 1.0.0
License: LGPL-3.0
Last Updated: 6/21/2026
Published: 6/21/2026

Frameworks & Tools

C++Scientific Computing

Decision snapshot

Needs validation

Ready

Review

Stage

install command or GitHub repo available

Audit snapshot

Install review

Install and adoption review

Needs review

Security: 87/100
Maintenance: 62/100
Install: 92/100

Open full audit Open eval report

Agent-proven evidence

Agent Proven evidence

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

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 ranking Outcome contract

Install

Add to agent workflow

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

Compare Alternatives Auto-resolve Plan View on GitHub Documentation

Growth loop

Share kit

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

Curator note

The best agent skills feel small at first, then remove a task your agent used to improvise.

Bitpit: Open source library for scientific HPC

135 stars

https://www.openagentskill.com/skills/optimad-bitpit?ref=x
#AIAgents

Open X draft

Optional reply with install command

Listing + install path for Bitpit:
https://www.openagentskill.com/skills/optimad-bitpit?ref=x

Install: npx skills add optimad/bitpit

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.

Creator: optimad
Source: optimad/bitpit
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 optimad 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/optimad-bitpit)](https://www.openagentskill.com/skills/optimad-bitpit)

Preview badge Audit badge

Author

optimad

@optimad

Platform Fit

Claude Code

Health Signals

GitHub stars: 135
Quality score: 38/100
Last GitHub push: Nov 20, 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

GitHub adoption135 GitHub starsINFO
Stars/forks activity135 stars, 35 forks; issue activity unavailable in current metadataCHECK
Recent maintenance8mo since pushINFO
License clarityLGPL-3.0PASS
README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextINFO
Dependency/runtime riskno major dependency risk hints in public metadataPASS

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Bitpit

Coding and developer agents

Trust, audit, and install readiness at a glance

Human review before install

Review before production

Install path available

Machine-readable decision data for this skill.

Erpnext

Cesium

Turf

Tile38

57/100 · Review before install

Network access

Filesystem access

Install this skill in your agent workflow

OpenAgentSkill CLI

Let an agent verify fit before installing.

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

Agent-readable profile for automatic skill selection.

Needs review · 73/100

Needs validation for GitHub automation

Sandbox only

Promising candidate for agent workflows

Use this skill in these scenarios

GitHub automation

Coding agents

RAG and knowledge

Add it to a complete workflow

Content growth agent

Coding review agent

RAG knowledge base

Compare before you install

Erpnext

Cesium

Turf

Tile38

Overview

Platform Compatibility

Technical Details

Needs validation

Install review

Agent Proven evidence

Add to agent workflow

Share kit

Community indexed

Claim this skill listing

README badge

Author

Tags

Platform Fit

Health Signals

Community Signal

Trust & Safety

Related Skills