Ax Agent Observability
dosco/aithy
This skill helps an LLM generate correct AxAgent observability code using @ax-llm/ax.
Agent skill
Mindtickle Deploy Integration
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Deploy a tenant-scoped Mindtickle adapter through a canary, reconciliation, and rollback workflow.
Install Mindtickle Deploy Integration
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mindtickle-deploy-integration --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/mindtickle-deploy-integration .claude/skills/mindtickle-deploy-integration && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "mindtickle-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mindtickle-deploy-integration into .claude/skills/mindtickle-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mindtickle-deploy-integration", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mindtickle-deploy-integrationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mindtickle-deploy-integration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/mindtickle-deploy-integration .agents/skills/mindtickle-deploy-integration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mindtickle-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mindtickle-deploy-integration into .agents/skills/mindtickle-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mindtickle-deploy-integration", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mindtickle-deploy-integration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/mindtickle-deploy-integration .cursor/skills/mindtickle-deploy-integration && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "mindtickle-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mindtickle-deploy-integration into .cursor/skills/mindtickle-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mindtickle-deploy-integration", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/mindtickle-deploy-integration--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mindtickle-deploy-integration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/mindtickle-deploy-integration .gemini/skills/mindtickle-deploy-integration && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "mindtickle-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mindtickle-deploy-integration into .gemini/skills/mindtickle-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mindtickle-deploy-integration", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mindtickle-deploy-integrationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/mindtickle-deploy-integration .github/skills/mindtickle-deploy-integration && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "mindtickle-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mindtickle-deploy-integration into .github/skills/mindtickle-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mindtickle-deploy-integration", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mindtickle-deploy-integration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/mindtickle-deploy-integration .opencode/skills/mindtickle-deploy-integration && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "mindtickle-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mindtickle-deploy-integration into .opencode/skills/mindtickle-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mindtickle-deploy-integration", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
mindtickle-deploy-integration- GitHub stars
- 2.8k
- Token cost
- ~999 tokens
- SKILL.md length
- 384 words
- Files
- 1
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Deploy a tenant-scoped Mindtickle adapter through a canary, reconciliation, and rollback workflow.
- Works in 8 steps: Freeze build identity, contract digest,… → Validate least-privilege runtime… → Separate liveness, local readiness, and… → …
- Promoting an approved integration build
- SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 8 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Mindtickle Deploy Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Deploy a tenant-scoped Mindtickle adapter through a canary, reconciliation, and rollback workflow. Use when promoting an approved integration build. Trigger with "deploy Mindtickle integration".
Its SKILL.md is about 1000 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code; deployment, secrets, network policy, and production enablement require service and tenant-owner approval
It sits in DevOps & Cloud, covering Deployment and Accounting and bookkeeping. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
When your agent uses it
- Promoting an approved integration build
- With deploy Mindtickle integration
Example prompts
- “deploy Mindtickle integration”
- “/mindtickle-deploy-integration”
Requirements
- Compatibility (from SKILL.md): Designed for Claude Code; deployment, secrets, network policy, and production enablement require service and tenant-owner approval
- Pre-approved tools (allowed-tools): Read, Glob, Grep, WebFetch, Write, Edit
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Freeze build identity, contract digest, configuration digest, tenant map, dependencies, and data-flow classification.
- Validate least-privilege runtime identity, egress allowlist, encryption, secret references, resource limits, and log redaction.
- Separate liveness, local readiness, and external dependency signals so a vendor outage does not cause uncontrolled restart storms.
- Present the deployment diff, canary population, expected operations, alert thresholds, approvers, and rollback command.
- After approval, deploy the canary and observe latency, errors, throttling, backlog, duplicate prevention, and reconciliation.
- Expand only when the evidence window passes; stop automatically on an abort threshold.
- Reconcile expected versus actual tenant state and retain deployment and rollback receipts without sensitive payloads.
- Confirm the previous build and compatible contract fixtures remain deployable until the observation window closes.
What it can do on your machine
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadGlobGrepWebFetchWriteEdit
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
mindtickle.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Designed for Claude Code; deployment, secrets, network policy, and production enablement require service and tenant-owner approval
From compatibility in the SKILL.md frontmatter.
Context cost
Mindtickle Deploy Integration loads about 999 tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 384 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 384 words, ~999 tokens.
Download SKILL.mdSave it as
.claude/skills/mindtickle-deploy-integration/SKILL.md (or your agent's skills folder).- name
- mindtickle-deploy-integration
- description
- Deploy a tenant-scoped Mindtickle adapter through a canary, reconciliation, and rollback workflow. Use when promoting an approved integration build. Trigger with "deploy Mindtickle integration".
- allowed-tools
- Read, Glob, Grep, WebFetch, Write, Edit
- compatibility
- Designed for Claude Code; deployment, secrets, network policy, and production enablement require service and tenant-owner approval
- argument-hint
- [release-id] [environment]
- version
- 1.8.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- saas, mindtickle, deployment, canary, rollback
- model
- inherit
- effort
- high
Controlled Mindtickle Adapter Deployment
Overview
Promote a verified adapter without assuming a deployment platform, then prove tenant binding, safe behavior, and rollback from production evidence.
Prerequisites
- An immutable build, passing CI receipt, contract digest, and dependency inventory
- Environment owners, secret references, tenant mapping, observability, and on-call coverage
- A canary workload, success thresholds, abort criteria, and tested rollback
Tool Discipline
Use Read, Glob, and Grep to inspect manifests and receipts, WebFetch for current authorized contracts, and Write or Edit for deployment configuration, runbooks, and redacted evidence.
Current Contract
Deployment architecture is customer-controlled. The adapter must use the exact tenant API or managed-connector contract already approved; health checks must prove local readiness separately from optional external dependency readiness.
Authentication
Resolve secrets at runtime from the approved provider, bind them to one environment and tenant, deny shell or log exposure, and verify rotation and revocation ownership before rollout.
Instructions
- Freeze build identity, contract digest, configuration digest, tenant map, dependencies, and data-flow classification.
- Validate least-privilege runtime identity, egress allowlist, encryption, secret references, resource limits, and log redaction.
- Separate liveness, local readiness, and external dependency signals so a vendor outage does not cause uncontrolled restart storms.
- Present the deployment diff, canary population, expected operations, alert thresholds, approvers, and rollback command.
- After approval, deploy the canary and observe latency, errors, throttling, backlog, duplicate prevention, and reconciliation.
- Expand only when the evidence window passes; stop automatically on an abort threshold.
- Reconcile expected versus actual tenant state and retain deployment and rollback receipts without sensitive payloads.
- Confirm the previous build and compatible contract fixtures remain deployable until the observation window closes.
Show full SKILL.md (113 more words)Show less
Approval Boundaries
Do not alter tenant configuration, inject credentials, enable production writes, expand the canary, or destroy the rollback build without named approvals.
Output
Return build and contract identities, configuration review, deployment preview, approvals, canary metrics, reconciliation, promotion decision, and rollback readiness.
Error Handling
| Condition | Response |
|---|---|
| Tenant binding is ambiguous | Block startup and repair configuration; never select a default tenant. |
| Canary crosses an abort threshold | Halt expansion and roll back using the approved procedure. |
| External health is unavailable | Preserve local service stability, pause work, and drain or queue within policy. |
Example
build=sha256:...; contract=...; tenant-map=exact; canary=5-percent; thresholds=pass; reconciliation=exact; rollback=readyResources
Next Steps
Close the observation window only after scheduled reconciliation and a current rollback rehearsal.
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/.curated/mindtickle-deploy-integration of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Compare with similar skills
Mindtickle Deploy Integration next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Mindtickle Deploy Integration this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~999 | Automated safety check: Pass | MIT | |
| Ax Agent Observabilitydosco/aithy | 107 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| Money Opsiamzifei/show-me-the-money | 1k | — | ~3.8k | Automated safety check: Pass | Custom licence | |
| Debugging Cockroachdb Operator Migrationscockroachdb/helm-charts | 105 | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | |
| Sap Btp Integration Suitesecondsky/sap-skills | 462 | — | ~3.6k | Automated safety check: Notes | GPL-3.0 | |
| Deployment Sopbybren-llc/safe-agentic-workflow | 423 | — | ~966 | Automated safety check: Notes | MIT |
Similar skills
Money Ops
iamzifei/show-me-the-money
24/7 autonomous business operations orchestrator with business health scoring, canary monitoring, and safety guardrails.
Debugging Cockroachdb Operator Migrations
cockroachdb/helm-charts
Debugs CockroachDB Operator migration scenarios, including Helm StatefulSet to v1beta1 CrdbNode migration and public operator v1alpha1 to v1beta1 migration.
Sap Btp Integration Suite
secondsky/sap-skills
Enterprise integration solutions using SAP Integration Suite on BTP.
Deployment Sop
bybren-llc/safe-agentic-workflow
Deployment workflows, pre-deploy validation, and smoke testing patterns.
Operate Cloud Posture Toolchain
cyberful/cyberful
Operate Prowler, Cloudsplaining, cloud CLIs, policy documents, and resource evidence for advanced AWS, Azure, GCP, and Kubernetes-adjacent posture assessment.
More from jeremylongshore/tons-of-skills-marketplace
All 3,342 skills in this repoPerforming Security Code Review
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.
Adapting Transfer Learning Models
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
Agent Context Loader
jeremylongshore/tons-of-skills-marketplace
Execute proactive auto-loading: automatically detects and loads agents.md files.
Aggregating Performance Metrics
jeremylongshore/tons-of-skills-marketplace
Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.
Analyzing Capacity Planning
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
Analyzing Database Indexes
jeremylongshore/tons-of-skills-marketplace
Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Related
Categories
Questions about Mindtickle Deploy Integration
What does Mindtickle Deploy Integration do?
Deploy a tenant-scoped Mindtickle adapter through a canary, reconciliation, and rollback workflow. Mindtickle Deploy Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Deploy a tenant-scoped Mindtickle adapter through a canary, reconciliation, and rollback workflow.
When should I use Mindtickle Deploy Integration?
Mindtickle Deploy Integration fits situations like: promoting an approved integration build; with deploy Mindtickle integration.
How do I install Mindtickle Deploy Integration in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a claude-code`. Or copy the skill folder (skills/.curated/mindtickle-deploy-integration in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/mindtickle-deploy-integration in your project. Claude Code loads it when a task matches its description.
How do I install Mindtickle Deploy Integration in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a codex`. Or copy the skill folder (skills/.curated/mindtickle-deploy-integration in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/mindtickle-deploy-integration in your project. Codex loads it when a task matches its description.
Can I use Mindtickle Deploy Integration in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill mindtickle-deploy-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mindtickle-deploy-integration, .gemini/skills/mindtickle-deploy-integration, .github/skills/mindtickle-deploy-integration and .opencode/skills/mindtickle-deploy-integration in your project.
What does Mindtickle Deploy Integration need to run?
SKILL.md names no scripts, command-line tools or credentials: Mindtickle Deploy Integration is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep, WebFetch, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; deployment, secrets, network policy, and production enablement require service and tenant-owner approval.
Does Mindtickle Deploy Integration access the network?
SKILL.md names 1 domain. As links in the text: mindtickle.com. This is read from the text; nothing was executed.
Is Mindtickle Deploy Integration safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Mindtickle Deploy Integration use?
Mindtickle Deploy Integration is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Mindtickle Deploy Integration use?
About 999 tokens (SKILL.md is roughly 4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Mindtickle Deploy Integration?
Skills that share tags, products or a category with Mindtickle Deploy Integration: Ax Agent Observability (dosco/aithy, 107 stars), Money Ops (iamzifei/show-me-the-money, 1k stars), Debugging Cockroachdb Operator Migrations (cockroachdb/helm-charts, 105 stars) and Sap Btp Integration Suite (secondsky/sap-skills, 462 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Mindtickle Deploy Integration?
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.