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Install in OpenClaw
/install rtqpcr-primer-design
Description
Designs high-specificity RT-qPCR primers and probes with homology mapping, high-GC optimization, TaqMan/SYBR support, and off-target specificity checks.
Usage Guidance
This skill appears to do what it says: it fetches sequences from NCBI and runs primer/probe design locally without requesting secrets. Before installing/using: (1) Note the SKILL.md claim that local FASTA input is supported is inaccurate — the current script expects NCBI accessions and will try to fetch from NCBI; if you need local FASTA support, modify the script or pass sequences another way. (2) The homology/junction mapping uses simple substring searches and minimal GenBank parsing — this can produce incorrect junction mappings for real-world, noisy sequences; validate outputs manually before ordering primers. (3) The script performs outbound network requests to NCBI (no authentication) — if your environment disallows network egress, run it locally with vetted inputs. (4) There are no hidden endpoints or credential exfiltration, but because this is a biological assay tool, ensure you have appropriate institutional approvals and biosafety review before designing assays for regulated or pathogenic organisms. Finally, review and test the code on non-sensitive examples, and ensure 'requests' is installed in the Python environment.
Capability Analysis
Type: OpenClaw Skill
Name: rtqpcr-primer-design
Version: 5.1.0
The skill bundle is a legitimate bioinformatics tool for designing RT-qPCR primers and probes. The core logic in `scripts/design_qpcr_assay.py` implements standard biological algorithms such as the SantaLucia (1998) Nearest-Neighbor model for Tm calculation and uses official NCBI E-utils APIs (eutils.ncbi.nlm.nih.gov) to fetch sequence data. No evidence of data exfiltration, malicious execution, or prompt injection was found.
Capability Assessment
Purpose & Capability
The name/description announce primer/probe design with homology mapping, high-GC Tm calculation, TaqMan/SYBR support and off-target checks — and the included Python implements those features (SantaLucia NN Tm calc, homology-based junction mapping, off-target substring checks, probe selection). The required resources (no credentials, only NCBI network access) are consistent with designing assays from NCBI accessions.
Instruction Scope
SKILL.md states you can provide either an NCBI accession OR a local FASTA, but the script only accepts accessions and always calls NCBI efetch (get_transcript). Supplying a local FASTA path will not be handled as advertised. The runtime will perform outbound HTTP requests to NCBI eutils (expected for this purpose) and prints sequence/annotation fetch attempts; it does not send data to any third-party endpoints beyond NCBI.
Install Mechanism
There is no install spec; the package is instruction-only with one Python script and requirements.txt (requests). That is low-risk, but users must ensure the runtime environment has the 'requests' library or install it themselves.
Credentials
The skill requests no environment variables, credentials, or special config paths. Its only external interaction is unauthenticated HTTP GETs to NCBI eutils, which is proportionate to fetching sequences/annotations.
Persistence & Privilege
The skill is user-invocable and not always-enabled. It does not request persistent privileges and does not attempt to modify other skills or system configuration.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install rtqpcr-primer-design - After installation, invoke the skill by name or use
/rtqpcr-primer-design - Provide required inputs per the skill's parameter spec and get structured output
Version History
v5.1.0
Professional enhancement v5.1: Added TaqMan probe design, 3' off-target defense, and robust homology-based junction mapping. ZJU PhD Edition.
Metadata
Frequently Asked Questions
What is Bio-chat: Hardcore Primer Designer?
Designs high-specificity RT-qPCR primers and probes with homology mapping, high-GC optimization, TaqMan/SYBR support, and off-target specificity checks. It is an AI Agent Skill for Claude Code / OpenClaw, with 263 downloads so far.
How do I install Bio-chat: Hardcore Primer Designer?
Run "/install rtqpcr-primer-design" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Bio-chat: Hardcore Primer Designer free?
Yes, Bio-chat: Hardcore Primer Designer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Bio-chat: Hardcore Primer Designer support?
Bio-chat: Hardcore Primer Designer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Bio-chat: Hardcore Primer Designer?
It is built and maintained by zjuphD (@zjuphd); the current version is v5.1.0.
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