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Lab Tools

Laboratory management and utilties.

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lab-tools
11

voice-clone

Clone real or fictional voices using ElevenLabs Instant Voice Cloning (IVC). This skill chains together the full pipeline — finding reference audio, preparing samples, uploading to ElevenLabs IVC, testing the clone with text-to-speech, and tuning voice settings. Use this skill whenever the user wants to clone a voice, create a custom voice from audio samples, replicate a famous voice style, or build a voice for a character. Covers celebrity impressions, fictional characters, branded voices, and personal voice clones.

b-open-io
b-open-io
research
open
lab-tools
11

reflect

Session retrospective, operator coaching, harness postmortem, and codification. Distill learnings into hooks/rules/skills while upgrading the user's prompts, technical specificity, and reusable vocabulary. Use when: "done", "wrap up", "what did we learn", "retro", "reflect", "calibrate", "how could I have asked better", "prompt better", "teach me from this session", "what should I learn from this". Trigger: /reflect, /retro, /calibrate.

phrazzld
phrazzld
research
open
lab-tools
11

audit-tools

Audit tools/ directory for structure compliance, test coverage, CLI quality, and documentation completeness. Use when checking tool health, validating tools, reviewing tool quality, or after adding or modifying a tool. Also use when someone says 'check the tools', 'are our tools documented', or 'which tools need work'.

tomcounsell
tomcounsell
research
open
lab-tools
11

confidence-scoring

Compute and interpret MAD-based confidence scores for experiment results. Use when logging experiment results after 3+ data points to determine if improvements are real or within noise.

pbdeuchler
pbdeuchler
research
open
lab-tools
11

openspec-verify-change

Verify implementation matches change artifacts. Use when the user wants to validate that implementation is complete, correct, and coherent before archiving.

tatargabor
tatargabor
research
open
lab-tools
10

reproducibility-checklist

Verify that an ML experiment meets reproducibility requirements: random seeds, library versions, data hashes, environment capture. Use when reviewing experiments before shipping.

andikarachman
andikarachman
research
open
lab-tools
10

experiment-tracking

Standard format for logging ML experiments including hypothesis, config, results, and learnings. Use when running experiments to maintain a consistent record.

andikarachman
andikarachman
research
open
lab-tools
10

symphony-operator

Operate and maintain the local Symphony factory from this repository checkout. Use this skill when monitoring the live factory, repairing stalled runs, handling PR review and CI follow-up, or improving the operator loop itself.

sociotechnica-org
sociotechnica-org
research
open
lab-tools
10

venue-alignment

Use at every gate checkpoint and periodically during experiments to verify that project progress matches the target venue's requirements in terms of experiment scale, novelty depth, and evidence quality

EvoClaw
EvoClaw
research
open
lab-tools
10

results-integration

Use when core experiments or analyses are complete and results need to be organized into a coherent report for user review before paper writing

EvoClaw
EvoClaw
research
open
lab-tools
10

autoresearch

Iterative keep/discard experiment workflow over one explicitly configured repo, editable file, run command, and metric rule. Any agent may use it, but the `autoresearch` specialist is the default owner for sustained experiment-loop work.

jimezsa
jimezsa
research
open
lab-tools
10

claude-scientific-skills

Comprehensive collection of 128+ ready-to-use scientific skills for Claude enabling research across biology, chemistry, medicine, genomics, and advanced analysis domains.

Activer007
Activer007
research
open
lab-tools
10

skill-forge

Autonome Verbesserung nach dem Autoresearch-Paradigma (Karpathy). Zwei Modi: (1) Skill-Modus — optimiert eine SKILL.md durch iterative Mutation und Evaluation. (2) Generic-Modus — optimiert beliebige Dateien gegen jede mechanische Metrik (Testabdeckung, Bundle-Size, Lighthouse-Score, Docker-Image-Größe, etc.). Zwei Ausführungsmodi: Auto (vollautonomer Loop, ideal für Overnight-Runs) und Guided (interaktiv, User entscheidet bei jedem Schritt mit). Führt einen Experiment-Loop durch: analysieren → Hypothese bilden → mutieren → verifizieren → Score messen → keep/revert → wiederholen. Kann über Nacht als Scheduled Task laufen und liefert morgens einen Experiment-Report. IMMER verwenden bei: Skill autonom verbessern, Skill optimieren ohne manuelles Feedback, Skill optimieren mit Feedback, Autoresearch, autonomer Verbesserungsloop, Skill-Evolution, overnight optimization, Skill-Experiment, "lass den Skill über Nacht besser werden", Skill-Score verbessern, automatische Skill-Iteration, Code-Metrik verbessern, Testabd

GodModeAI2025
GodModeAI2025
research
open
lab-tools
10

vigil-check

Verify observability posture — audit monitoring coverage, find blind spots, prioritize gaps. Use when asked "is monitoring sufficient", "observability review", "are we covered", or "pre-launch monitoring check".

tonone-ai
tonone-ai
research
open
lab-tools
10

proof-recon

Testing reconnaissance — inventory all tests, frameworks, coverage, CI integration, and assess testing maturity for project takeover. Use when asked to "understand the tests", "testing assessment", "what's tested", or "test inventory".

tonone-ai
tonone-ai
research
open
lab-tools
10

vigil-instrument

Instrument a service with OpenTelemetry — RED metrics, structured logs, distributed tracing, and health checks. Outputs actual code and config, not a plan. Use when asked to "add monitoring", "instrument this", "add logging", "set up tracing", or "observability".

tonone-ai
tonone-ai
research
open
lab-tools
10

vigil-recon

Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots. Use when asked "what monitoring exists", "observability assessment", or "what can we see".

tonone-ai
tonone-ai
research
open
lab-tools
10

veriloga

Write Verilog-A behavioral modules for analog/mixed-signal IC design (Cadence Virtuoso / Spectre). Covers 12 circuit categories. TRIGGER FIRST (before evas-sim) when the user needs to write or generate a new .va file. Key trigger phrases: "write", "create", "generate", "code", "implement" + "Verilog-A / veriloga / va / .va / behavioral model". Also triggers on: review/fix Verilog-A, "behavioral model", "veriloga", "analog HDL", circuit spec → behavioral model, "voltage-domain", "current-domain". Do NOT defer to evas-sim for authoring — evas-sim is for running an already-written file.

Arcadia-1
Arcadia-1
research
open
lab-tools
10

vigil-recon

Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots. Use when asked "what monitoring exists", "observability assessment", or "what can we see".

tonone-ai
tonone-ai
research
open
lab-tools
10

prompt-versioning

Version, test, promote, and roll back prompts like production artifacts. Use when managing prompt lifecycle, prompt variants, few-shot changes, rubric alignment, baseline comparisons, and safe prompt release workflows across models or environments.

jnPiyush
jnPiyush
research
open
lab-tools
10

portfolio-monitor-orchestrator

编排组合监控：集中度、相关性/风格暴露、流动性、情景压力等，整合成一份监控报告。当用户要求“全面诊断/持续监控我的组合”时使用。

yuping322
yuping322
research
open
lab-tools
10

proof-recon

Testing reconnaissance — inventory all tests, frameworks, coverage, CI integration, and assess testing maturity for project takeover. Use when asked to "understand the tests", "testing assessment", "what's tested", or "test inventory".

tonone-ai
tonone-ai
research
open
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