AWS Cdk Development
zxkane/aws-skills
AWS Cloud Development Kit (CDK) expert for building cloud infrastructure with TypeScript/Python.
Analyze production Agentforce agent behavior using session traces and Data Cloud, and manage Agent Health Monitoring (AHM) alerts.
Install Agentforce Observe
$ npx skills add SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install SalesforceAIResearch/agentforce-adlc agentforce-observe --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/SalesforceAIResearch/agentforce-adlc.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/agentforce-observe .claude/skills/agentforce-observe && 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 "agentforce-observe" agent skill from https://github.com/SalesforceAIResearch/agentforce-adlc/tree/main/skills/agentforce-observe into .claude/skills/agentforce-observe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentforce-observe", 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/SalesforceAIResearch/agentforce-adlc/tree/main/skills/agentforce-observeType 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 SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install SalesforceAIResearch/agentforce-adlc agentforce-observe --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SalesforceAIResearch/agentforce-adlc.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/agentforce-observe .agents/skills/agentforce-observe && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agentforce-observe" agent skill from https://github.com/SalesforceAIResearch/agentforce-adlc/tree/main/skills/agentforce-observe into .agents/skills/agentforce-observe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentforce-observe", 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 SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install SalesforceAIResearch/agentforce-adlc agentforce-observe --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SalesforceAIResearch/agentforce-adlc.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/agentforce-observe .cursor/skills/agentforce-observe && 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 "agentforce-observe" agent skill from https://github.com/SalesforceAIResearch/agentforce-adlc/tree/main/skills/agentforce-observe into .cursor/skills/agentforce-observe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentforce-observe", 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/SalesforceAIResearch/agentforce-adlc.git --path skills/agentforce-observe--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 SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install SalesforceAIResearch/agentforce-adlc agentforce-observe --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SalesforceAIResearch/agentforce-adlc.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/agentforce-observe .gemini/skills/agentforce-observe && 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 "agentforce-observe" agent skill from https://github.com/SalesforceAIResearch/agentforce-adlc/tree/main/skills/agentforce-observe into .gemini/skills/agentforce-observe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentforce-observe", 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 SalesforceAIResearch/agentforce-adlc agentforce-observeInstalls 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 SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/SalesforceAIResearch/agentforce-adlc.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/agentforce-observe .github/skills/agentforce-observe && 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 "agentforce-observe" agent skill from https://github.com/SalesforceAIResearch/agentforce-adlc/tree/main/skills/agentforce-observe into .github/skills/agentforce-observe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentforce-observe", 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 SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install SalesforceAIResearch/agentforce-adlc agentforce-observe --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SalesforceAIResearch/agentforce-adlc.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/agentforce-observe .opencode/skills/agentforce-observe && 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 "agentforce-observe" agent skill from https://github.com/SalesforceAIResearch/agentforce-adlc/tree/main/skills/agentforce-observe into .opencode/skills/agentforce-observe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentforce-observe", 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
agentforce-observe- GitHub stars
- 114
- Used in
- 1 other repo
- Token cost
- ~5.6k tokens
- SKILL.md length
- 2,072 words
- Files
- 9 (incl. references, assets)
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Analyze production Agentforce agent behavior using session traces and Data Cloud, and manage Agent Health Monitoring (AHM) alerts.
- Works in 5 steps: Discover Data Space → ALT: Observe Without STDM (Fallback Path) → Observe -- Query STDM → …
- : user queries STDM session data
- SKILL.md covers Platform Notes, Routing, Phase 0: Discover Data Space and Phase 1-ALT: Observe Without…, plus 3 more sections
- Calls sf, jq and python3
What it does
Agentforce Observe is an agent skill from SalesforceAIResearch/agentforce-adlc. Analyze production Agentforce agent behavior using session traces and Data Cloud, and manage Agent Health Monitoring (AHM) alerts. TRIGGER when: user queries STDM session data or Data Cloud trace records; investigates production agent failures, regressions, or performance issues; asks about session traces, conversation logs, or agent metrics; wants to reproduce a reported production issue in preview; runs findSessions or trace analysis queries; creates, lists, updates, or deletes an AHM data alert on an agent…
Its SKILL.md is about 5.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files and assets (for example `references/ahm-alerts.md`, `references/improve-reference.md` and `references/issue-classification.md`).
It sits in DevOps & Cloud. It works with Python. The repository describes itself as: Agent Development Life Cycle — Build, deploy, test, and optimize Agentforce agents using Claude Code skills and Agent Script DSL.
When your agent uses it
- : user queries STDM session data
- Data Cloud trace records
- Investigates production agent failures
- Performance issues
Example prompts
- “/agentforce-observe”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Bash, Read, Write, Edit, Glob, Grep
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Discover Data Space
- ALT: Observe Without STDM (Fallback Path)
- Observe -- Query STDM
- Reproduce -- Live Preview
- Improve -- Edit .agent File Directly
What it can do on your machine
Read from SKILL.md and the folder at commit 09bf153. 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:
BashReadWriteEditGlobGrep
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
sfjqpython3python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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.
Context cost
Agentforce Observe loads about 5.6k tokens when it runs, and up to ~35k if it reads all its reference files. Until then it costs about 239 tokens; SKILL.md has 2,072 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash, Read, Write, Edit, Glob, Grep
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 2,072 words (~5,620 tokens).
“Improve Agentforce agents using session trace data and live preview testing.”
- name
- agentforce-observe
- allowed-tools
- Bash, Read, Write, Edit, Glob, Grep
- metadata.relatedSkills
- agentforce-generate, agentforce-test
- metadata.version
- 0.9
- metadata.domains
- Agentforce, Data 360
Files
SKILL.md and 8 other files (references, assets) in skills/agentforce-observe of SalesforceAIResearch/agentforce-adlc.
- SKILL.md
- assets/apex/AgentforceOptimizeService.cls
- assets/apex/AgentforceOptimizeService.cls-meta.xml
- references/ahm-alerts.md
- references/improve-reference.md
- references/issue-classification.md
- references/reproduce-reference.md
- references/stdm-queries.md
- references/stdm-schema.md
Open the folder on GitHubat commit 09bf153
Used in 1 other repository
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in SalesforceAIResearch/agentforce-adlc, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Agentforce Observe 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 |
|---|---|---|---|---|---|---|
| Agentforce Observe this skillSalesforceAIResearch/agentforce-adlc | 114 | 1 repos | ~5.6k | Automated safety check: Notes | Custom licence | |
| AWS Cdk Developmentzxkane/aws-skills | 367 | 2 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Reproduce macOS Python FlavorsNuitka/Nuitka | 15k | — | ~1.7k | Automated safety check: Pass | AGPL-3.0 | |
| Env Var Conventionssgl-project/sglang | 37k | 2 repos | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Pymobiledevice3 Device Operatordoronz88/pymobiledevice3 | 2.9k | — | ~1.8k | Automated safety check: Notes | GPL-3.0 | |
| Vetatilladeniz/Kubeli | 387 | 2 repos | ~1.6k | Automated safety check: Pass | MIT |
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Questions about Agentforce Observe
What does Agentforce Observe do?
Analyze production Agentforce agent behavior using session traces and Data Cloud, and manage Agent Health Monitoring (AHM) alerts. Agentforce Observe is an agent skill from SalesforceAIResearch/agentforce-adlc. Analyze production Agentforce agent behavior using session traces and Data Cloud, and manage Agent Health Monitoring (AHM) alerts.
When should I use Agentforce Observe?
Agentforce Observe fits situations like: : user queries STDM session data; data Cloud trace records; investigates production agent failures; performance issues.
How do I install Agentforce Observe in Claude Code?
Run `npx skills add SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a claude-code`. Or copy the skill folder (skills/agentforce-observe in SalesforceAIResearch/agentforce-adlc) into .claude/skills/agentforce-observe in your project. Claude Code loads it when a task matches its description.
How do I install Agentforce Observe in Codex?
Run `npx skills add SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a codex`. Or copy the skill folder (skills/agentforce-observe in SalesforceAIResearch/agentforce-adlc) into .agents/skills/agentforce-observe in your project. Codex loads it when a task matches its description.
Can I use Agentforce Observe 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 SalesforceAIResearch/agentforce-adlc --skill agentforce-observe -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agentforce-observe, .gemini/skills/agentforce-observe, .github/skills/agentforce-observe and .opencode/skills/agentforce-observe in your project.
What does Agentforce Observe need to run?
Going by SKILL.md and its folder, Agentforce Observe needs the command-line tools its instructions call (sf, jq, python3 and python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash, Read, Write, Edit, Glob, Grep.
Does Agentforce Observe access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Agentforce Observe safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Agentforce Observe use?
Agentforce Observe has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Agentforce Observe use?
About 5.6k tokens (SKILL.md is roughly 22k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 30k tokens, read only when the agent opens those files.
What are the alternatives to Agentforce Observe?
Skills that share tags, products or a category with Agentforce Observe: AWS Cdk Development (zxkane/aws-skills, 367 stars), Reproduce macOS Python Flavors (Nuitka/Nuitka, 15k stars), Env Var Conventions (sgl-project/sglang, 37k stars) and Pymobiledevice3 Device Operator (doronz88/pymobiledevice3, 2.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agentforce Observe?
SalesforceAIResearch (a GitHub organization) maintains it in SalesforceAIResearch/agentforce-adlc, which has 114 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on September 12, 2026.
Source: SalesforceAIResearch/agentforce-adlc on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.