amp-api-awareness

name	amp-api-awareness
description	Extract hidden Amp API patterns from local thread data via DuckDB analysis
version	1.0.0
trit	0

Amp API Awareness

Discover Amp's undocumented API by mining local thread storage.

Data Sources

Source	Path	Format
Threads	~/.local/share/amp/threads/*.json	JSON per thread
History	~/.claude/history.jsonl	JSONL sessions
Projects	~/.claude/projects/*/*.jsonl	JSONL per project

Quick Extraction

Count all threads

ls ~/.local/share/amp/threads/*.json | wc -l

Sample thread structure

cat ~/.local/share/amp/threads/T-*.json | head -1 | jq 'keys'
# Expected: ["id", "title", "created", "updatedAt", "messages", ...]

DuckDB unified query

-- Load all threads
CREATE TABLE amp_threads AS
SELECT * FROM read_json('~/.local/share/amp/threads/*.json', 
  columns={id: 'VARCHAR', title: 'VARCHAR', created: 'BIGINT', 
           messages: 'JSON[]', creatorUserID: 'VARCHAR'},
  ignore_errors=true);

-- Extract message patterns
SELECT 
  id,
  title,
  len(messages) as msg_count,
  abs(hash(id)) % 3 - 1 as trit
FROM amp_threads
ORDER BY created DESC
LIMIT 20;

API Discovery Patterns

1. Tool Usage Extraction

-- Find all tool invocations across threads
SELECT 
  json_extract_string(msg, '$.type') as msg_type,
  json_extract_string(msg, '$.name') as tool_name,
  count(*) as usage_count
FROM amp_threads, unnest(messages) as t(msg)
WHERE json_extract_string(msg, '$.type') = 'tool_use'
GROUP BY 1, 2
ORDER BY usage_count DESC;

2. MCP Server Detection

-- Extract MCP patterns from content
SELECT DISTINCT
  regexp_extract(content, 'mcp__([a-z_]+)__', 1) as mcp_server
FROM (
  SELECT json_extract_string(msg, '$.content') as content
  FROM amp_threads, unnest(messages) as t(msg)
)
WHERE mcp_server IS NOT NULL;

3. Thread Schema Discovery

// TypeScript extraction from thread JSON
interface AmpThread {
  id: string;           // T-{uuid}
  title: string;
  created: number;      // Unix timestamp ms
  updatedAt: string;    // ISO8601
  creatorUserID: string;
  messages: AmpMessage[];
}

interface AmpMessage {
  role: 'user' | 'assistant';
  content: ContentBlock[];
}

type ContentBlock = 
  | { type: 'text'; text: string }
  | { type: 'thinking'; thinking: string }
  | { type: 'tool_use'; id: string; name: string; input: unknown }
  | { type: 'tool_result'; tool_use_id: string; content: string };

Full Statistics (2,424 threads, 118,951 messages)

Core Tools

Tool	Invocations	Purpose
Bash	30,786	Shell commands
Read	10,373	File reading
edit_file	6,884	File modification
create_file	5,373	File creation
todo_write	3,862	Task management
Grep	2,837	Pattern search
skill	1,798	Skill loading
Task	1,314	Sub-agent dispatch
glob	1,121	File patterns
mermaid	1,014	Diagrams
find_thread	892	Thread search
read_thread	834	Thread content

MCP Servers

Server	Invocations	Top Function
firecrawl	1,715	firecrawl_scrape (1,039)
exa	1,323	web_search_exa (1,150)
gay	1,284	palette (206), next_color (151)
deepwiki	405	ask_question (241)
beeper	253	list_messages (89)
radare2	135	Binary analysis
huggingface	130	ML model access
tree_sitter	~100	AST queries

Agent Modes

• smart: 2,398 threads (99%)
• rush: 1 thread
• nil: 25 threads

Known Endpoints & APIs

Endpoint/Command	Access	Notes
ampcode.com/threads/T-*	Public URL	Thread viewer
ampcode.com/settings	Auth required	API key, account management
find_thread tool	Agent API	Query by DSL, returns creatorUserID
read_thread tool	Agent API	Extract thread content by goal

CLI Commands

Command	Purpose
amp threads list	Lists threads with ID, title, visibility, messages
amp threads share --visibility <v>	Set: private, public, unlisted, workspace, group
amp threads share --support	Share with Amp support for debugging
amp login / amp logout	Auth management
amp skill list/add/remove	Skill management
amp mcp list/add/remove	MCP server configuration

Visibility Levels

Level	Description
private	Only creator can see
workspace	All workspace members can see
group	Specific group access
public	Anyone with link
unlisted	Anyone with link (not indexed)

User ID Format

From find_thread API:

creatorUserID: "user_01JZZT0P50CFR9XKKW8SXQ7J74"

• Prefix: user_
• Body: 26-char ULID-like identifier (TypeID format)

Workspace Member Discovery

Query workspace threads to find all creatorUserID values:

# Via find_thread DSL (repo: filter scopes to workspace)
find_thread "repo:i after:30d"

Example: Two users discovered in workspace i:

User ID	Threads (7d)
user_01JZZT0P50CFR9XKKW8SXQ7J74	6
user_01K5ESNNPKQ43J06VRC1TS5AX0	4

Local Storage

Path	Contents
~/.local/share/amp/secrets.json	API key (apiKey@https://ampcode.com/)
~/.local/share/amp/session.json	Current agentMode
~/.local/share/amp/threads/*.json	Thread JSON files
~/.config/amp/settings.json	User preferences, MCP configs

Environment Variables

Variable	Purpose
AMP_API_KEY	Access token (overrides stored key)
AMP_URL	Service URL (default: https://ampcode.com/)
AMP_SETTINGS_FILE	Custom settings path

GF(3) Classification

Threads are colored by hash:

abs(hash(id)) % 3 - 1 as trit
-- -1 = MINUS (validation threads)
--  0 = ERGODIC (coordination)
-- +1 = PLUS (generation)

Usage

# Export to DuckDB
duckdb amp-threads.duckdb -c "
  CREATE TABLE threads AS 
  SELECT * FROM read_json('~/.local/share/amp/threads/*.json', 
    ignore_errors=true);
"

# Query patterns
duckdb amp-threads.duckdb -c "
  SELECT title, created FROM threads 
  ORDER BY created DESC LIMIT 10;
"

Underlying LLM Cost Estimates (Jan 2026)

Amp uses multiple LLMs. Pricing per 1M tokens (input/output):

Claude 4.5 Series (Anthropic)

Model	Input	Output	Cache Write	Cache Read	Context
Opus 4.5	$5.00	$25.00	$6.25	$0.50	200K
Sonnet 4.5	$3.00	$15.00	$3.75	$0.30	200K/1M
Haiku 4.5	$1.00	$5.00	$1.25	$0.10	200K

Sonnet 4.5 >200K context: $6/$22.50 per 1M tokens

Gemini 3 Series (Google)

Model	Input	Output	Context
Gemini 3 Pro (≤200K)	$2.00	$12.00	1M
Gemini 3 Pro (>200K)	$4.00	$18.00	1M
Gemini 3 Flash	$0.50	$3.00	1M

Amp Mode → Model Mapping

Mode	Primary Model	Cost Profile
smart	Claude Opus 4.5	$5/$25 (flagship)
rush	Claude Haiku 4.5	$1/$5 (efficient)
large	Extended context	+50-100% premium

Thread Usage Distribution (from 2,424 threads)

Model	Occurrences	Est. % Usage
claude-opus-4-5-20251101	2,312	95.4%
gemini-3-pro-preview	27	1.1%
claude-sonnet-4-20250514	5	0.2%
claude-haiku-4-5-20251001	1	0.04%

Cost Optimizations Available

Strategy	Savings	Notes
Prompt Caching	Up to 90%	For repeated system prompts
Batch API	50%	Async processing
Rush Mode	~80%	Haiku vs Opus
Token Optimization	Variable	Concise prompts

Amp Pricing Pass-Through

Amp passes LLM costs directly with no markup for individuals/teams.

• Free tier: $10/day grant (all modes including Opus 4.5)
• Enterprise: +50% over individual/team rates

Example Cost Calculation

Typical thread (~50 messages, 100K tokens total):

Opus 4.5: ~$1.50/thread (50K in × $5 + 50K out × $25)
Haiku 4.5: ~$0.30/thread (80% savings)
Gemini 3 Pro: ~$0.70/thread (mid-tier)

Related Skills

• duckdb-ies - IES analytics layer
• amp-team-usage - Team/session tracking
• unified-reafference - Cross-agent session DB

SDF Interleaving

This skill connects to Software Design for Flexibility (Hanson & Sussman, 2021):

Primary Chapter: 10. Adventure Game Example

Concepts: autonomous agent, game, synthesis

GF(3) Balanced Triad

amp-api-awareness (−) + SDF.Ch10 (+) + [balancer] (○) = 0

Skill Trit: -1 (MINUS - verification)

Secondary Chapters

• Ch2: Domain-Specific Languages
• Ch9: Generic Procedures
• Ch8: Degeneracy
• Ch4: Pattern Matching
• Ch5: Evaluation
• Ch6: Layering

Connection Pattern

Adventure games synthesize techniques. This skill integrates multiple patterns.