Capability discovery
Skill synaptiai/synapti-marketplace/plugins/flow/skills/capability-discovery
The Synapti Marketplace is a curated collection of Claude Code plugins designed for AI-augmented development + advanced analytical and research tasks. Each plugin provides specialized agents, skills, and commands that extend Claude Code's capabilities in specific domains.
npx -y skills add synaptiai/synapti-marketplace --skill capability-discoveryAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 6 stars6 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
Discover available agents, skills, quality commands (lint, test, typecheck), tech stack, verification capabilities, and LSP code intelligence features via parallel environment scanning. Use when starting implementation, creating PRs, reviewing PRs, or addressing feedback. This skill MUST be consulted because assuming tools exist causes runtime failures, and assuming they do not causes missing capabilities.
SKILL.md
6.2 KB, as published. Nobody here has run it
Capability Discovery
Discovers available capabilities in the user's environment for dynamic workflow adaptation.
Iron Law
DISCOVER BEFORE ASSUMING. Never hardcode tool availability. Always scan the environment first.
Assuming a tool exists leads to runtime failures. Assuming it doesn't leads to missing capabilities.
Discovery Process
Steps 1-5 are independent — execute ALL simultaneously with parallel tool calls.
Step 1: Scan Agents
Use Glob to find agent files, then Grep to extract descriptions:
Glob: ".claude/agents/*.md"— project agentsGlob: "plugins/*/agents/*.md"— plugin agents
Parse: source, name (filename without .md), description (from frontmatter).
Step 2: Scan Skills
Glob: ".claude/skills/*/SKILL.md"— project skillsGlob: "plugins/*/skills/*/SKILL.md"— plugin skills
Parse: source, name (parent directory), description (from frontmatter).
Step 3: Scan Commands
Glob: ".claude/commands/*.md"— project commandsGlob: "plugins/*/commands/*.md"— plugin commands
Parse: source, name (filename without .md), description (from frontmatter).
Step 4: Parse CLAUDE.md for Quality Commands
CLAUDE_MD=""
[ -f ".claude/CLAUDE.md" ] && CLAUDE_MD=".claude/CLAUDE.md"
[ -z "$CLAUDE_MD" ] && [ -f "CLAUDE.md" ] && CLAUDE_MD="CLAUDE.md"
[ -n "$CLAUDE_MD" ] && grep -E "(npm|pnpm|yarn|bun|ruff|pytest|go |cargo |make )" "$CLAUDE_MD" 2>/dev/null
Step 5: Detect Tech Stack
[ -f "package.json" ] && echo "node"
[ -f "tsconfig.json" ] && echo "typescript"
[ -f "pyproject.toml" ] && echo "python"
[ -f "Gemfile" ] && echo "ruby"
[ -f "go.mod" ] && echo "go"
[ -f "Cargo.toml" ] && echo "rust"
[ -f "Makefile" ] && echo "makefile"
Early Exit: Markdown-Only
If no tech stack files found and no quality commands in CLAUDE.md, report:
- Quality Commands: "No code-related quality commands applicable"
- Tech Stack: "Markdown-only project"
- Skip Step 6
Step 6: Discover Verification Capabilities
ls verify.sh scripts/verify* playwright.config.* cypress.config.* 2>/dev/null
Step 7: Discover LSP Capabilities
Pre-check: Read lsp.enabled from settings (default true). If false, skip this step and report all LSP features as "Disabled" in the output table.
Probe for available LSP code intelligence features. Find a representative source file in the project (use the first file matching the detected tech stack — e.g., .ts, .py, .go, .rs, .rb), then test each LSP operation against it.
LSP feature probes (run each, catch failures individually):
| Operation | Test | Capability |
|---|---|---|
documentSymbol | List symbols in the file | Symbol navigation |
hover | Hover on first symbol (line 1, char 1) | Type info / docs |
goToDefinition | Definition lookup on an import or reference | Definition tracing |
findReferences | Find references to a symbol | Impact analysis |
goToImplementation | Find implementations | Interface resolution |
Diagnostics inference: LSP diagnostics are not a discrete operation to probe — they are reported by the language server when it processes a file. If documentSymbol succeeds, the LSP server is active and diagnostics are available. Record diagnostics as "Available" when documentSymbol succeeds, "Unavailable" otherwise.
Process:
-
Find a representative source file using Glob (consistent with Steps 1-3):
Glob: "**/*.ts"or"**/*.py"or"**/*.go"or"**/*.rs"or"**/*.rb"(match detected tech stack)- Use the first result as the probe target
-
For each operation, attempt an LSP call against the file. Record success or failure:
- Success → feature is available
- Error "no LSP server" → LSP not configured for this file type
- Error/timeout → feature not supported by this server
-
Read
lsp.timeoutfrom settings (default 5000ms). If an operation doesn't respond within this timeout, mark it as unavailable. -
Report results in the LSP Capabilities output table.
Graceful degradation: If no source files exist (markdown-only project) or no LSP server is configured, report "No LSP server available — using CLI-only analysis" and skip. This is not an error.
Output Format
### Agents Available
| Agent | Source | Description |
|-------|--------|-------------|
### Skills Available
| Skill | Source | Description |
|-------|--------|-------------|
### Quality Commands
| Command | Purpose | Source |
|---------|---------|--------|
### Tech Stack
- {language} ({indicator file})
### Verification Capabilities
| Capability | Command | Source |
|-----------|---------|--------|
### LSP Capabilities
| Feature | Status | Use Case |
|---------|--------|----------|
| documentSymbol | {Available/Unavailable} | Symbol navigation in files |
| hover | {Available/Unavailable} | Type info and documentation during CODE phase |
| goToDefinition | {Available/Unavailable} | Trace code paths during EXPLORE phase |
| findReferences | {Available/Unavailable} | Impact analysis during EXPLORE, caller verification during REVIEW |
| goToImplementation | {Available/Unavailable} | Interface resolution |
| diagnostics | {Available/Unavailable} | Quality signal during VERIFY phase (errors→P1, warnings→P2) |
Graceful Degradation
| Missing | Fallback |
|---|---|
| No agents | Use built-in review checklist |
| No CLAUDE.md commands | Detect from tech stack |
| No tech stack | Ask user for commands |
| No LSP server | CLI-only analysis (grep/glob for references, CLI tools for diagnostics) |
Caching
This skill runs in a forked context. The calling command must store the output for use in later phases — do not re-invoke within the same command execution.