🔧 Tier 1 — Utilities 12
Basic & advanced text, data, and agent tools
Text Summarizer text-summarizer
Extractive summarization via sentence scoring
summarize(text, ratio) extract_sentences(text, n)
Sentiment Analyzer sentiment-analyzer
Keyword-based sentiment with confidence
analyze(text) batch_analyze(texts)
JSON Formatter json-formatter
Validate, pretty-print, minify, dot-path
format(json) minify(json) extract(json, path)
Prompt Template prompt-template-engine
{{variable}} substitution, conditionals, defaults
render(tpl, vars) validate(tpl)
Response Validator response-validator
Length, keywords, banned phrases, JSON, regex
validate(text, rules) check_json(text)
Content Classifier content-classifier
Text categorization for routing
classify(text, cats)
Markdown Stripper markdown-stripper
Markdown to clean plain text
strip(md) to_text(md)
Token Counter token-counter
Token estimation + cost calculator
count(text) estimate_cost(text, model)
Web Fetcher web-fetcher
Fetch URLs, extract text/links/meta
fetch_url(url) search_text(content, q)
NETWORK APPROVED
Code Executor code-executor
Restricted sandbox — no fs/net/subprocess
execute(code, timeout=5)
SANDBOXED APPROVED
File Reader file-reader
TXT, CSV, JSON, MD, PDF, DOCX
read_file(b64, type) read_pdf(b64)
Memory Store memory-store
Per-session key-value with metadata
set(s,k,v) get(s,k) search(s,q)
🔒 Tier 2 — Security 4
Security-native — no one else has these
Secret Scanner secret-scanner
Detect leaked API keys, tokens, passwords, connection strings
scan(text) redact(text) scan_and_redact(text)
SILA
PII Redactor pii-redactor
Emails, SSNs, credit cards (Luhn), phones, IPs — full/partial/hash
scan(text) redact(text, mode) scan_and_redact(text)
COMPLIANCE
Cost Estimator cost-estimator
Pre-execution cost, multi-model pricing, budget check
estimate(text, model) estimate_conversation(msgs)
KARMA
Audit Report Gen audit-report
SILA log reports — summary, detailed, security, compliance
generate_report(logs, fmt) risk_score(logs)
SILA SOC2
🔀 Tier 3 — Orchestration 4
Multi-skill workflows & agent intelligence
Conversation Compressor conversation-compressor
Context window mgmt — scored, recent, sliding
compress(msgs, strategy) score_messages(msgs)
Schema Enforcer output-schema-enforcer
Validate & auto-repair LLM JSON outputs
validate(data, schema) enforce(data, schema)
Intent Router intent-router
Classify intent, route to skills/handlers
route(text, intents) classify(text)
Skill Chain skill-chain
Multi-skill workflows, variable piping, branching
execute_chain(steps) build_chain(cfg)
🏗️ Tier 4 — Production 4
Hardening for production deployments
Prompt Guard prompt-guard
Injection detection — jailbreak, delimiter, leak, social eng
scan(text, sensitivity) scan_conversation(msgs)
DEFENSE
Retry Engine retry-engine
Backoff, jitter, circuit breaker, budget limits
compute_delay(attempt) circuit_breaker(state)
BUDGET
Response Cache response-cache
LRU + TTL, namespaces, hit/miss metrics
cache_get(ns, k) cache_set(ns, k, v) metrics()
Data Transformer data-transformer
16-op pipeline: flatten, pick, merge, diff, CSV, filter
transform(data, ops) flatten(d) merge(a,b)
📊 Tier 5 — Observability 4
Know how your agents are performing
Structured Logger structured-logger
JSON logs, correlation IDs, duration tracking, buffer search
log(level, msg, ctx) timed_span(name) search(q)
Eval Harness eval-harness
Test suites, 10 rubric types, TF-IDF similarity, grading
run_suite(tests) evaluate(output, expected)
Usage Tracker usage-tracker
Sliding windows, p50/p95/p99, trend detection, anomaly flags
record(event) report() detect_anomalies()
Health Monitor health-monitor
Uptime, latency percentiles, error rates, status indicators
check(name, fn) run_all() status()
🔌 Tier 6 — Integration 4
Governed communication with the outside world
Email Sender email-sender
Send emails via Resend API. Plain text and structured HTML reports. SANGHA enforces recipient allowlist.
email_action(action, to, subject, body)
SANGHA ✓ NETWORK SILA
Web Fetcher web-fetcher
Fetch and extract text from any public HTTPS URL. BODHI enforces HTTPS-only + private IP blocking.
fetch_url(url, max_length, timeout)
SANGHA ✓ NETWORK BODHI
Moltbook moltbook
Post, comment, upvote on Moltbook AI agent social network.
moltbook_action(action, content, post_id)
SANGHA ✓ NETWORK SILA
Zoom Scheduler zoom-scheduler
Create, list, delete Zoom meetings via Server-to-Server OAuth. Credentials injected at gateway.
zoom_action(action, topic, start_time, duration)
SANGHA ✓ NETWORK SILA