Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add AndyZhuang/Opentest --skill protocolsio-integrationgit clone --depth 1 https://github.com/AndyZhuang/OpentestWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/andyzhuang/opentest/protocolsio-integration)<a href="https://agentmods.dev/skills/andyzhuang/opentest/protocolsio-integration"><img src="https://agentmods.dev/badge/skills/andyzhuang/opentest/protocolsio-integration.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00085 | $0.03298 |
| Opus 5 | $0.00043 | $0.01649 |
| Sonnet 5 | $0.00017 | $0.00660 |
| Haiku 4.5 | $0.00009 | $0.00330 |
Grade B, and why
protocolsio-integration scanned grade B with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Sends data to an external URLmediumData exfiltration
A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.
response = requests.post( "https://protocols.io/api/v3/protocols", Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
response = requests.get( This is a copy
95% identical to protocolsio-integration — 6 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 421 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Protocols.io Integration
Overview
Protocols.io is a comprehensive platform for developing, sharing, and managing scientific protocols. This skill provides complete integration with the protocols.io API v3, enabling programmatic access to protocols, workspaces, discussions, file management, and collaboration features.
When to Use This Skill
Use this skill when working with protocols.io in any of the following scenarios:
- Protocol Discovery: Searching for existing protocols by keywords, DOI, or category
- Protocol Management: Creating, updating, or publishing scientific protocols
- Step Management: Adding, editing, or organizing protocol steps and procedures
- Collaborative Development: Working with team members on shared protocols
- Workspace Organization: Managing lab or institutional protocol repositories
- Discussion & Feedback: Adding or responding to protocol comments
- File Management: Uploading data files, images, or documents to protocols
- Experiment Tracking: Documenting protocol executions and results
- Data Export: Backing up or migrating protocol collections
- Integration Projects: Building tools that interact with protocols.io
Core Capabilities
This skill provides comprehensive guidance across five major capability areas:
1. Authentication & Access
Manage API authentication using access tokens and OAuth flows. Includes both client access tokens (for personal content) and OAuth tokens (for multi-user applications).
Key operations:
- Generate authorization links for OAuth flow
- Exchange authorization codes for access tokens
- Refresh expired tokens
- Manage rate limits and permissions
Reference: Read references/authentication.md for detailed authentication procedures, OAuth implementation, and security best practices.
2. Protocol Operations
Complete protocol lifecycle management from creation to publication.
Key operations:
- Search and discover protocols by keywords, filters, or DOI
- Retrieve detailed protocol information with all steps
- Create new protocols with metadata and tags
- Update protocol information and settings
- Manage protocol steps (create, update, delete, reorder)
- Handle protocol materials and reagents
- Publish protocols with DOI issuance
- Bookmark protocols for quick access
- Generate protocol PDFs
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 421 lines · 85 tokens per session scan B 59314594cb69
protocolsio-integration is a skill published in the GitHub repository AndyZhuang/Opentest (22 stars, last pushed 5mo ago), licensed MIT. It adds 85 tokens to every session and 3,298 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it B with 2 findings (sends data to an external url, makes network calls). It is 95% identical to protocolsio-integration, differing in 6 lines, and is treated as a copy.
Other skills, from other repositories
instrument-data-to-allotrope
Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full…
exploratory-data-analysis
Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection; missingness/leakage audits; outlier and transformation sensitivity; and rigorous EDA report scaffolds. Other domain…
matlab
Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT files, and explicit Python interoperability.
phylogenetics
Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family analysis, and molecular clock studies.
research-engineer
An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology.
mapping-to-snomed
Maps clinical concept spans extracted by OpenMed to SNOMED CT concepts through a USER-SUPPLIED terminology server (the user's own Ontoserver, Snowstorm, or UMLS/UTS), never a bundled vocabulary. Use when the user wants to code findings, disorders, procedures, body structures, or substances to SNOMED CT, run an ECL…