Browse Skills — Page 231

pubchem-smiles-search

InternScience/scp

Search PubChem database using SMILES strings to retrieve compound information and chemical properties.

Public Status Page

nexscope-ai/eCommerce-Skills

AI-powered public status page design skill for e-commerce businesses. Creates status page architecture, incident communication templates, subscriber notification systems, and uptime reporting frameworks.

public-data

modu-ai/cowork-plugins

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public-equity-investing

openai/plugins

Route Public Equity Investing workflows for listed-company and public-security research, earnings analysis, valuation, model updates, long/short pitches, catalysts, thesis tracking, ETF/index and constituent diligence, position sizing, hedging, dashboards, and investment memos. Use when the user is evaluating a public company, ticker, sector, portfolio position, event, earnings setup, or investment thesis through an investor lens, including what is priced in, what is mispriced, what proves or kills the thesis, and what to watch next. Do not use for private-company diligence, credit-first analysis, personal financial advice, generic company summaries, or generic document drafting with no public-equity investment context.

public-ingress

vellum-ai/vellum-assistant

Set up and manage ngrok-based public ingress for local assistants; do not use this in managed mode when platform callback routing is available

public-plugin-packaging

agentlas-ai/Agentlas-OS

Use when packaging an Agentlas agent repo for public GitHub release, Codex plugin submission, Claude adapter distribution, or one-line terminal installation.

public-policy

Tibsfox/gsd-skill-creator

Economic analysis of government intervention -- taxation (incidence, efficiency, optimal design), regulation (cost-benefit, market failure correction), externalities (Pigouvian taxation, cap-and-trade, Coasian bargaining), and public goods provision (non-rivalry, non-excludability, free-rider problem). Covers welfare analysis of policy interventions, government failure, and the institutional context of policy-making. Use when evaluating policy proposals, analyzing tax effects, assessing regulatory design, or reasoning about the appropriate scope of government action.

public-relations

kostja94/marketing-skills

When the user wants to plan PR, write a press release, or manage media relations. Also use when the user mentions "public relations," "PR," "press release," "media relations," "news release," "journalist," "media coverage," "product announcement," or "earned media." For on-site "As Seen In" or logos page, use press-coverage-page-generator.

public-relations

coreyhaines31/marketingskills

When the user wants help with public relations, earned media, press coverage, journalist outreach, or media strategy (not pull requests). Also use when the user mentions 'PR,' 'press,' 'press release,' 'media outreach,' 'pitch a journalist,' 'get featured,' 'media list,' 'media kit,' 'press kit,' 'newsjacking,' 'news hijack,' 'HARO,' 'Qwoted,' 'Featured,' 'reporter request,' 'tech press,' 'TechCrunch,' 'thought leadership placement,' 'op-ed,' 'guest article,' 'press contacts,' 'podcast prep,' 'podcast guest,' 'prep me for this podcast,' 'how do I get press,' 'PR crisis,' 'crisis communications,' 'respond to backlash,' 'we got hacked,' 'data breach statement,' or 'holding statement.' Also covers crisis response when something goes wrong. For startup/SaaS/AI directory submissions, see directory-submissions. For product launches, see launch. For social-media engagement, see social. For cold-email outreach to prospects, see cold-email.

public-restroom-nearby

NomaDamas/k-skill

Use when the user asks for nearby public/open restrooms or 근처 화장실. Always ask the user's current location first, then use the official nationwide public-restroom standard dataset plus Kakao anchor resolution.

public-speaking

Tibsfox/gsd-skill-creator

Public speaking and oral presentation skills for effective communication. Covers speech structure (introduction, body, conclusion), delivery techniques (projection, pace, pause, gesture), audience analysis, impromptu and extemporaneous methods, managing anxiety, visual aids, and persuasive versus informative speaking. Use when preparing speeches, practicing delivery, analyzing presentations, or building confidence in oral communication.

publication-bias-assessment

yogsoth-ai/de-anthropocentric-research-engine

Plan funnel plots, Egger's test, trim-and-fill, p-curve, and selection model analyses for publication bias

publish

vercel-labs/workflow-campaign-demos

Publish a single demo to v0 and optionally create Typefully drafts. Use when the user says "publish", "publish to v0", or "create typefully draft" for a demo.

publish

code-yeongyu/oh-my-openagent

Publish oh-my-opencode to npm by triggering the GitHub Actions publish workflow and verifying its artifacts. Ship-only: never runs pre-publish-review or re-reviews merged code unless the user explicitly asks. Argument: <patch|minor|major>. Triggers: publish, release, deploy, npm publish.

publish-agent

openakita/openakita

Publish a local Agent to the OpenAkita Platform Agent Store. Package and prepare a local Agent for publishing to the community hub.

publish-al-app

microsoft/AL

Publishes one compiled AL app to the provisioned BCInsider sandbox through the public prerelease ALTool.

publish-artifact-to-sites

openai/plugins

Publish a validated Data Analytics report or dashboard artifact through Sites. Use automatically for durable artifacts in any positively identified Work Mode when the full Sites lifecycle is callable, or in ChatGPT Desktop outside Work Mode only after an explicit Sites request or acceptance of the optional post-handoff sharing offer.

publish-blog

indranilbanerjee/digital-marketing-pro

Publish blog posts. Use when: deploying to WordPress or Webflow with SEO optimization, categories, and scheduling.

publish-chromium

remotion-dev/lambda-binaries

Build and publish the Remotion Lambda layer zips (chromium, fonts, emoji-apple, emoji-google, cjk) from this repo to s3://remotionlambda-binaries-$region across all AWS regions. Use when the user wants to publish, release, upload, or ship a new version of the chromium binaries / lambda layers from the lambda-binaries repo.

publish-notes

HoangNguyen0403/agent-skills-standard

Draft user-facing release notes, store changelogs, and internal publish summaries.

publish-npm-version

prisma/prisma-next

>-

publish-pipeline

Tibsfox/gsd-skill-creator

Markdown to HTML/PDF build + FTP sync to configured remote host. Pandoc + xelatex templates, branded output, automated deployment. Proven on 29-document HEL series.

publish-report

Amal-David/pagecast

Publish local HTML, Markdown, or built static web projects with Pagecast as shareable public URLs. Use whenever Codex creates or finishes an .html, .htm, .md, .markdown, or static build output that a person could share (a report, plan, doc, dashboard, or analysis) — proactively offer to publish it without being asked — and whenever the user asks to publish, share, make a public link for, or send a local report/doc/dashboard/web project from terminal, Codex CLI, or Codex desktop.

publish-skill

Aperivue/medsci-skills

>

publish-to-ghas

microsoft/sarif-sdk

Uploads a finalized SARIF file to GitHub Advanced Security (GHAS) code scanning using the Sarif.Multitool publish-to-ghas verb, deriving the GitHub target, commit, and ref from the run's version-control provenance.

publish-to-ghazdo

microsoft/sarif-sdk

Uploads a finalized SARIF file to GitHub Advanced Security for Azure DevOps (GHAzDO) using the Sarif.Multitool publish-to-ghazdo verb.

publish-to-pages

github/awesome-copilot

'Publish presentations and web content to GitHub Pages. Converts PPTX, PDF, HTML, or Google Slides to a live GitHub Pages URL. Handles repo creation, file conversion, Pages enablement, and returns the live URL. Use when the user wants to publish, deploy, or share a presentation or HTML file via GitHub Pages.'

publish-wg-minutes

w3c/web-performance

Process and publish WebPerfWG meeting minutes from Google Docs zip exports. Read this before handling any WebPerfWG meeting minute zip files.

pubmed-article-search

InternScience/scp

Search PubMed database for scientific articles and publications to retrieve biomedical literature.

pubmed-database

affaan-m/ECC

Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed literature monitoring.

pubmed-database-v2

diegosouzapw/awesome-omni-skills

PubMed Database workflow skill. Use this skill when the user needs Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

pubmed-search-specialist

aipoch/medical-research-skills

Build complex Boolean query strings for precise PubMed/MEDLINE literature retrieval. Trigger when user needs MeSH term mapping, Boolean query construction, advanced PubMed filters, citation searching, systematic review search strategy, or clinical query optimization.

pubmed-topic-recommend

aipoch/medical-research-skills

Generate ~5 actionable research topic recommendations by querying PubMed E-utilities; use when a user provides a research direction/constraints and needs evidence-backed topic ideas quickly.

pueue-job-orchestration

terrylica/cc-skills

Manage long-running jobs and batch processing with pueue queue orchestration, CLI telemetry, and companion monitoring tools (noti, ntfy, mprocs,

pufferlib

K-Dense-AI/scientific-agent-skills

High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, or integration with game environments (Atari, Procgen, NetHack). Achieves 2-10x speedups over standard implementations. For quick prototyping or standard algorithm implementations with extensive documentation, use stable-baselines3 instead.

pull

openai/symphony

1. Verify git status is clean or commit/stash changes before merging. 2. Ensure rerere is enabled locally: - `git config rerere.enabled true` - `git config rerere.autoupdate true` 3. Confirm remotes and branches: - Ensure the `origin` remote exists. - Ensure the current branch is the one to receive the merge. 4. Fetch latest refs: - `git fetch origin` 5. Sync the remote feature branch first: - `git pull --ff-only origin $(git branch --show-current)` - This pulls branch updates made remotely (for example, a GitHub auto-commit) before merging `origin/main`. 6. Merge in order: - Prefer `git -c merge.conflictstyle=zdiff3 merge origin/main` for clearer conflict context. 7. If conflicts appear, resolve them (see conflict guidance below), then: - `git add <files>` - `git commit` (or `git merge --continue` if the merge is paused) 8. Verify with project checks (follow repo policy in `AGENTS.md`). 9. Summarize the merge: - Call out the most challenging conflicts/files and how they were resolved. - Note any assumptions or follow-ups.

pull-request-review

Significant-Gravitas/skills-catalog

Review a change for bugs and risk, with file, line, trigger, and confidence for each finding.

microsoft/pull-requests

microsoft/agent-framework

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cloudflare/pull-requests

cloudflare/computer

Describes how to write pull/merge requests. Use when asked to write or edit a pull request or merge request description. This skill is not relevant to commit messages.

Pulling Updates from Skills Repository

obra/superpowers-skills

Sync local skills repository with upstream changes from obra/superpowers-skills

pulse

alirezarezvani/claude-skills

Multi-source recency research skill that takes the pulse of any topic across Reddit, Hacker News, the open web, and optionally X/Twitter within a configurable recent window (default 30 days). Forcing intake clarifies topic specificity, angle (trend/sentiment/problems/opportunities/comparison), time window, and platform scope before searching. Returns a synthesized briefing with citations, engagement metrics, and cross-platform pattern analysis. Use when the user requests multi-source recency intelligence on a topic (e.g., 'pulse on [topic]', 'what's happening with [topic]', 'what are people saying about [topic]', 'current conversation about [topic]', 'take the pulse of [topic]', 'trending: [topic]', 'find me info on [topic]'), and for competitor research, trend discovery, tool comparisons, and audience sentiment analysis.

pulumi

TerminalSkills/skills

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pulumi-basics

TheBushidoCollective/han

Use when writing infrastructure-as-code with Pulumi using programming languages for cloud resource provisioning.

pulumi-components

TheBushidoCollective/han

Use when building reusable infrastructure components with Pulumi for modular, composable cloud resources.

pulumi-stacks

TheBushidoCollective/han

Use when managing multiple environments with Pulumi stacks for development, staging, and production deployments.

pulumi-troubleshooting

pr-pm/prpm

Comprehensive guide to troubleshooting Pulumi TypeScript errors, infrastructure issues, and best practices - covers common errors, Outputs handling, AWS Beanstalk deployment, and cost optimization

pumpfun

sendaifun/skills

Complete PumpFun Protocol guide for building token launches, bonding curves, and AMM integrations on Solana. Covers Pump Program (token creation, buy/sell on bonding curves), PumpSwap AMM (liquidity pools, swaps), fee structures, creator fees, and SDK integration.

pumpfun-livestream

elophanto/EloPhanto

Stream a local video file to Pump.fun's livestream UI for the agent's coin. Wraps Pump.fun's livestream API (create, host-token) and LiveKit's CLI publisher behind a Python orchestrator that signs auth with the agent's existing Solana wallet.

punch-list-manager

datadrivenconstruction/DDC_Skills_for_AI_Agents_in_Construction

Digital punch list management for construction project closeout. Track deficiencies, assign corrections, photo documentation, and completion verification.

puppeteer

TerminalSkills/skills

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purchase-research

anthropics/commerce-agents

Teaching a customer how to choose before any candidates appear, when they ask what matters in a category, how two approaches to it differ, or where to begin. Not needed once the customer has named the thing they want, however considered the purchase (that is search work), nor for outfitting a space or an event (planning-goals).

purple-cow-marketing

guia-matthieu/clawfu-skills

"Create remarkable products and experiences that spread through word of mouth using Seth Godin's Purple Cow methodology Use when: **Launching a new product** and need it to stand out in a crowded market; **Differentiating your brand** from competitors who all look the same; **Escaping commodity status** where you compete only on price; **Planning a marketing strategy** with limited advertising budget; **Finding your remarkable angle** when \"good enough\" isn't working"

purview-dlp-integration

microsoft/agent365-skills

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push

openai/symphony

- `gh` CLI is installed and available in `PATH`. - `gh auth status` succeeds for GitHub operations in this repo.

push

ballred/obsidian-claude-pkm

Commit and push vault changes to Git with smart commit messages. Auto-stages files, creates meaningful commits, and syncs with remote. Use after making vault changes or at end of day.

push-ingestion

monte-carlo-data/mc-agent-toolkit

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push-notifications

dpearson2699/swift-ios-skills

Implement, review, or debug push notifications in iOS/macOS apps — local notifications, remote (APNs) notifications, rich notifications, notification actions, silent pushes, and notification service/content extensions. Use when working with UNUserNotificationCenter, registering for remote notifications, handling notification payloads, setting up notification categories and actions, creating rich notification content, or debugging notification delivery. Also use when working with alerts, badges, sounds, background pushes, or user notification permissions in Swift apps.

push-recap

aaronjmars/aeon

Daily deep-dive recap of all pushes — reads diffs, ranks impact, separates user-visible shipments from internal work, delivers a verdict

push-to-registry

eric861129/SKILLS_All-in-one

Push Packer build metadata to HCP Packer registry for tracking and managing image lifecycle. Use when integrating Packer builds with HCP Packer for version control and governance.

pushbullet-automation

ComposioHQ/awesome-claude-skills

"Automate Pushbullet tasks via Rube MCP (Composio). Always search tools first for current schemas."

pusher

TerminalSkills/skills

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pushinator

vm0-ai/vm0-skills

Pushinator API for push notifications. Use when user mentions "Pushinator",

pushing-ci-changes

browser-use/browser-harness-tui

Pushing GitHub Actions changes, resolving push rejection, requesting upload exceptions.

pushover-automation

ComposioHQ/awesome-claude-skills

"Automate Pushover tasks via Rube MCP (Composio). Always search tools first for current schemas."

puzzle-activity-planner

diegosouzapw/awesome-omni-skills

Puzzle Activity Planner workflow skill. Use this skill when the user needs Plan puzzle-based activities for classrooms, parties, and events with pre-configured generator links and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

puzzle-activity-planner-v2

diegosouzapw/awesome-omni-skills

Puzzle Activity Planner workflow skill. Use this skill when the user needs Plan puzzle-based activities for classrooms, parties, and events with pre-configured generator links and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

pvr-triage-monitor

aaronjmars/aeon

Weekly lifecycle check on submitted private vulnerability reports — polls triage state, detects maintainer acceptance or rejection, surfaces action items when PVRs age past 30 days with no response

pvr-watchlist

aaronjmars/aeon

Weekly probe of repos on the security watchlist — check if private vulnerability reporting has been enabled, notify when status flips, re-submit any queued advisories or flag for re-research when draft was lost

pw-init

alirezarezvani/claude-skills

>-

pw-review

alirezarezvani/claude-skills

>-

pwa-development

alinaqi/maggy

Progressive Web Apps - service workers, caching strategies, offline, Workbox

pwc-cli

huggingface/pwc-cli

Papers With Code CLI (`pwc`) for searching and reading AI/ML papers, discovering recent and trending research, finding related work and paper lineage, browsing tasks, methods, conferences, organizations, frameworks, and benchmark leaderboards, and submitting authenticated paper edits through the public Papers With Code catalog. Use whenever the user asks to find papers, survey literature, compare research, inspect an arXiv paper, explore AI/ML taxonomy or conferences, discover benchmarks or state-of-the-art models, or mentions Papers With Code, `pwc`, or `pwc-cli`.

pwc-mcp

huggingface/pwc-cli

Papers With Code MCP tools for searching and reading AI/ML papers, discovering recent and trending research, finding related work and paper lineage, browsing tasks, methods, conferences, organizations, and frameworks, and inspecting benchmark leaderboards with model-size and metric filters through the public Papers With Code catalog. Use whenever the user asks to find papers, survey literature, compare research, inspect an arXiv paper, explore AI/ML taxonomy or conferences, discover benchmarks or state-of-the-art models, or mentions Papers With Code, the PwC MCP server, or paperswithcode.co/mcp.

py

crazyguitar/pysheeet

Comprehensive Python programming reference covering syntax, concurrency, networking, databases, ML/LLM development, and HPC. Use for: Python questions, Python interview preparation, debugging, performance optimization, async patterns, library examples, code review, best practices, MLOps workflows, distributed computing, security implementations, and any Python development tasks.

pyats-asa-firewall

automateyournetwork/netclaw

Cisco ASA firewall operations via pyATS — VPN sessions, failover state, interfaces, routing, service policies, resource usage, AnyConnect monitoring. Use when checking ASA failover status, monitoring VPN sessions, auditing ASA security, or troubleshooting AnyConnect connectivity.

pyats-config-mgmt

automateyournetwork/netclaw

Network change management - pre-change baselines, configuration deployment, post-change verification, rollback procedures, and compliance validation. Use when pushing config to a device, planning a network change, rolling back a configuration, or running compliance checks.

pyats-dynamic-test

automateyournetwork/netclaw

Generate and execute deterministic pyATS aetest validation scripts - interface state, OSPF neighbors, BGP paths, ping matrices, and custom compliance tests. Use when writing a network test, validating post-change state, running pass/fail checks, or building automated regression tests.

pyats-f5-ltm

automateyournetwork/netclaw

F5 BIG-IP LTM/GTM operations via pyATS iControl REST — virtual servers, pools, nodes, monitors, profiles, iRules, persistence, GTM wide IPs, DNS, data groups. Use when checking F5 virtual server status, auditing pool members, reviewing iRules, or inspecting GTM wide IP health.

pyats-f5-platform

automateyournetwork/netclaw

F5 BIG-IP platform operations via pyATS iControl REST — system, networking, HA/CM, auth, analytics, security, APM, live-update, ADC certs, file management. Use when checking BIG-IP system health, verifying HA sync status, auditing certificates, or inspecting F5 platform resources.

pyats-health-check

automateyournetwork/netclaw

Comprehensive network device health monitoring - CPU, memory, interfaces, hardware, NTP, logging, environment, and uptime analysis. Use when running a device health check, monitoring CPU or memory usage, checking interface errors, or validating NTP sync.

pyats-junos-interfaces

automateyournetwork/netclaw

JunOS interface operations via pyATS — physical/logical interfaces, LACP, CoS, LLDP, ARP, BFD, IPv6 neighbors, traffic monitoring, optics diagnostics. Use when checking Juniper interface status, auditing LACP members, inspecting optics power levels, or reviewing ARP and LLDP neighbors.

pyats-junos-routing

automateyournetwork/netclaw

JunOS routing operations via pyATS — OSPF/OSPFv3, BGP, route table, MPLS/LDP/RSVP, TED, PFE, ping, traceroute across Juniper devices. Use when checking Juniper OSPF neighbors, viewing BGP summary, inspecting MPLS LSPs, tracing routes, or auditing the JunOS route table.

pyats-junos-system

automateyournetwork/netclaw

JunOS system operations via pyATS — chassis health, hardware inventory, system info, NTP, SNMP, files/logs, firewall counters, DDoS protection, services accounting. Use when checking Juniper chassis alarms, auditing hardware inventory, reviewing system uptime, or inspecting JunOS firewall counters.

pyats-linux-network

automateyournetwork/netclaw

Linux host network operations via pyATS — interface configuration, routing tables, network connections, and multi-table route inspection across fleet hosts. Use when checking Linux interface status, viewing routing tables, auditing host network config, or comparing routes across hosts.

pyats-linux-system

automateyournetwork/netclaw

Linux host system operations via pyATS — process monitoring, filesystem inspection, Docker container stats, package/tool verification across fleet hosts. Use when checking running processes, monitoring Docker containers, inspecting log files, or verifying system tools on Linux hosts.

pyats-linux-vmware

automateyournetwork/netclaw

VMware ESXi host operations via pyATS — VM inventory, snapshot management, hypervisor inspection across ESXi hosts in the testbed. Use when listing VMs on ESXi, checking snapshot age, auditing VMware inventory, or verifying pre-change snapshots exist.

pyats-network

automateyournetwork/netclaw

Network device automation via pyATS - run show commands, ping, apply config, learn config/logging, list devices, run Linux commands, execute dynamic tests on Cisco IOS-XE/NX-OS devices. Use when running CLI commands on routers or switches, checking interface status, applying configuration changes, or collecting device data via pyATS.

pyats-parallel-ops

automateyournetwork/netclaw

Fleet-wide parallel device operations - concurrent health checks, config audits, routing snapshots, severity-sorted reporting, and failure-isolated multi-device automation. Use when checking all devices at once, running bulk health checks, collecting configs from the entire fleet, or comparing state across multiple routers and switches.

pyats-routing

automateyournetwork/netclaw

CCIE-level routing protocol analysis - OSPF, BGP, EIGRP, IS-IS, static routes, RIB/FIB verification, redistribution audit, and convergence validation. Use when analyzing routing tables, debugging OSPF neighbors, checking BGP peering, verifying route redistribution, or validating convergence after changes.

pyats-security

automateyournetwork/netclaw

Network security audit - ACLs, AAA, control plane policing, management plane hardening, encryption, port security, and CIS benchmark checks. Use when auditing device security posture, checking compliance, hardening a router or switch, reviewing access lists, or investigating unauthorized access.

pyats-topology

automateyournetwork/netclaw

Network topology discovery via CDP/LLDP neighbors, ARP tables, routing peers, and interface mapping to build complete network maps. Use when mapping the network, building a diagram, discovering what is connected to what, or documenting device neighbors and links.

pyats-troubleshoot

automateyournetwork/netclaw

Systematic network troubleshooting - connectivity, routing, interface, protocol, and performance issues using structured OSI-layer and divide-and-conquer methodology. Use when something is broken, a device is unreachable, a link is flapping, users report slow performance, or an OSPF/BGP adjacency is down.

pydantic

bobmatnyc/claude-mpm-skills

Python data validation using type hints and runtime type checking with Pydantic v2's Rust-powered core for high-performance validation in FastAPI, Django, and configuration management.

pydantic-ai

TerminalSkills/skills

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pydantic-ai-agent-creation

existential-birds/beagle

Create PydanticAI agents with type-safe dependencies, structured outputs, and proper configuration. Use when building AI agents, creating chat systems, or integrating LLMs with Pydantic validation.

pydantic-ai-common-pitfalls

existential-birds/beagle

Avoid common mistakes and debug issues in PydanticAI agents. Use when encountering errors, unexpected behavior, or when reviewing agent implementations.

pydantic-ai-dependency-injection

existential-birds/beagle

Implement dependency injection in PydanticAI agents using RunContext and deps_type. Use when agents need database connections, API clients, user context, or any external resources.

pydantic-ai-model-integration

existential-birds/beagle

Configure LLM providers, use fallback models, handle streaming, and manage model settings in PydanticAI. Use when selecting models, implementing resilience, or optimizing API calls.

pydantic-ai-testing

existential-birds/beagle

Test PydanticAI agents using TestModel, FunctionModel, VCR cassettes, and inline snapshots. Use when writing unit tests, mocking LLM responses, or recording API interactions.

pydantic-ai-tool-system

existential-birds/beagle

Register and implement PydanticAI tools with proper context handling, type annotations, and docstrings. Use when adding tool capabilities to agents, implementing function calling, or creating agent actions.