Timps Swarm

DB Agent — schema design, query optimisation, and migration scripts. Given a description of your data model it produces: CREATE TABLE SQL, an ER diagram in Mermaid, index recommendations, a migration script (Alembic / Flyway / raw SQL), and query templates. Pairs with the sql_injection LoRA for secure query generation.

Delegate a multi-step goal to the TIMPS Agent Kernel. The kernel plans, routes to specialist agents, and returns a structured result. Use for complex goals like 'fix the auth bug and ensure 80% test coverage'.

Dependency Agent — runs pip-audit / npm audit / cargo audit after code generation. Produces: a CVE severity report, a license compliance check, a version pinning strategy, and a safe upgrade script. Security-conscious devs' favourite agent.

Detect dependency conflicts, vulnerabilities, and outdated packages across Python and Node. Returns a fix plan and remediation script.

Scan a dependency manifest (requirements.txt, package.json, go.mod, Cargo.toml) for CVEs and severely outdated packages. Returns a severity-ranked report with upgrade commands.

Predict disk usage trends, identify cache directories safe to prune, and warn before 'no space left on device' events.

Auto-detect the best TIMPS agent for any plain-English request and run it immediately. Use this when unsure which agent to pick. Examples: 'my wifi keeps dropping', 'why is my laptop slow', 'broken python environment', 'organize my downloads'.

Read raw source code and insert production-quality docstrings in your preferred format (Google, Sphinx, NumPy, JSDoc, Doxygen). Logic is never changed — only documentation is added.

Detect errors and performance issues in shell config files (.zshrc, .bashrc, .gitconfig). Finds slow evals, duplicate PATH entries, syntax errors.

Diagnose broken development environments. Checks Python, Node.js, Docker, Git, PATH integrity, shell config conflicts. Returns exact terminal commands to fix each issue.

Scan Downloads and Desktop for clutter: duplicates, large files, unnamed junk. Generates a folder organisation plan and a move script (dry-run — no files moved until user approves).

Identify flaky tests by scanning for timing dependencies, random data, and external HTTP calls. Reads pytest failure cache for history.

Find non-deterministic tests from CI run history. Returns ranked list of flaky tests, suspected causes, and fix suggestions.

Run a comprehensive computer health scan across 6 agents: system optimizer, battery analyst, security guard, network medic, backup sentinel, and update manager. Returns a combined health score and prioritised action list.

Extract translatable strings from source code, generate translation JSON files for multiple locales, and flag RTL/cultural issues.

Triage a batch of emails: flag urgent ones, draft routine replies, identify newsletters to unsubscribe from. Pass a list of email objects with 'from', 'subject', 'body'.

Multi-source log correlation for production incidents. Gathers Docker + app logs, builds a timeline, and generates a triage report.

Triage a bug report or GitHub issue: detect duplicates, assign severity (critical/high/medium/low), suggest labels and owner. Pass the raw issue title and body text.

Check the status of a previously delegated kernel run by its run_id.

List all TIMPS Swarm agents with their purpose, so you can choose the right one for the user's request.

Show all configured LLM providers and which one is currently active. Useful for debugging which model is handling agent calls.

Cluster production log errors, identify root cause, and suggest a fix. Handles stack traces, JSON logs, syslog, and journald output.

Read crash logs and system logs, extract stack traces, and explain each crash in plain English. Classifies as app bug / OS bug / hardware / user error. Pass a log file path to analyse a specific log.

Scan Photos, Downloads, Desktop for media chaos: unnamed photos, screenshot backlog, oversized videos. Suggests a date-based rename plan and generates ffmpeg compression commands (dry-run).

Extract action items, decisions, and open questions from a meeting transcript. Returns a structured summary with owners and deadlines.

Predict merge conflicts between two branches before merging, with file-level and line-level overlap analysis.

Analyse a codebase for breaking-change APIs given a target library/framework upgrade. Returns a step-by-step migration checklist.

Generate Prometheus metric definitions, Grafana dashboard JSON, alerting rules, and instrumentation code snippets.

n8n Workflow Agent — converts a plain-English task description into a complete, importable n8n workflow JSON. Knows all n8n core nodes, integrations (Slack, Gmail, GitHub, Notion, Airtable, HTTP Request, Webhook, Cron, etc.), and expression syntax. Returns the workflow JSON + a visual description of every node.

Diagnose network problems: ping internet/Cloudflare, DNS resolution, WiFi signal, traceroute, open ports. Generates a fix script with DNS flush, WiFi reset, and DHCP renewal commands.

Generate a customised onboarding guide: most-touched files, architecture overview, key modules, recent PR walkthroughs.

Review a pull request diff for blockers, suggestions, and nitpicks. Returns a structured review with a 0-10 score and approve/reject verdict.

Privacy audit: count cookies per browser (Chrome, Firefox, Edge, Brave), list macOS app permissions (camera, mic, location, contacts). Returns a cleanup manifest — no data is deleted until user reviews.

Detect code smells and produce a fully refactored version with a diff summary, complexity scores, and improvement list.

Research Agent — runs BEFORE any coding task. Searches documentation, GitHub issues, Stack Overflow, and the web to gather context so all downstream agents have grounded information. Returns a structured brief: findings, gotchas, recommended approach, sources.

Deep-dive research on any topic. Returns a structured brief: key findings, consensus view, controversies, recommended actions, and sources. Depth options: quick, medium (default), deep.

Run the full 10-agent SDLC pipeline (product manager → architect → code generator → reviewer → QA → security → performance → devops → docs). Use for software development tasks: writing code, fixing bugs, building APIs, etc.

Security scan: open network ports, running process anomalies, app camera/microphone/location permissions (macOS TCC). Returns CVSS-rated findings and mitigation commands.

Score any agent's output on a 1–10 quality scale, identify weaknesses, and automatically re-run the originating agent with an improved prompt until the score meets the threshold. This closes the quality feedback loop across the entire swarm.

Generate a formatted daily standup report from task lists. Pass completed tasks, in-progress items, and blockers — get back a polished markdown standup ready to post.

Analyse a slow SQL query and return: the optimised rewrite, index recommendations with CREATE INDEX SQL, and an estimated speedup. Supports PostgreSQL, MySQL, SQLite, MSSQL.

Diagnose why a computer is slow. Scans: top CPU/RAM processes, startup items, thermal throttling, memory pressure. Returns a report with specific processes to kill and startup items to disable. Generates a dry-run cleanup shell script.

Scan codebase for TODO/FIXME density, cyclomatic complexity hotspots, and deprecated patterns. Returns a prioritised debt repayment plan.

Review terraform plan output for destructive changes. Requires explicit approval before allowing apply on high-risk plans.

Generate realistic, edge-case-covering seed / fixture data for any JSON schema, SQL DDL, or plain-text description.

Show which AI coding tools are installed and which ones are already connected to the TIMPS Swarm MCP server.

Monitor keywords across Hacker News, Reddit, GitHub, and Dev.to for spikes in interest. Returns trend direction, sentiment, and a digest summary.

Generate a UI component spec, implementation code, Storybook story, design tokens, and WCAG accessibility audit.

Analyse source code and generate a comprehensive test suite: happy paths, edge cases, error conditions. Returns a complete test file ready to run.

Check for pending updates: macOS/Linux OS, Homebrew packages, global npm packages, pip packages. Returns a prioritised update plan (security first) with a safe ordered shell script.