Add release infrastructure and complete implementation

- Dockerfile: distroless container for MCP server
- GoReleaser: multi-platform binary and Docker builds with cosign signing
- GitHub Actions: release workflow using shared actions
- Semver config for automatic version calculation
- Persistence layer, content indexing, and improved tool handlers
This commit is contained in:
2026-03-07 18:31:00 +00:00
parent 0ddd0e4598
commit dded4ec04c
17 changed files with 2511 additions and 133 deletions
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name: Release
on:
push:
branches:
- main
permissions:
contents: write
packages: write
id-token: write
jobs:
release:
uses: lukaszraczylo/shared-actions/.github/workflows/go-release.yaml@main
with:
go-version: ">=1.24"
docker-enabled: true
docker-registry: ghcr.io
secrets: inherit
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compaction-mcp
compactor
dist/
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version: 2
builds:
- binary: compactor
env:
- CGO_ENABLED=0
goos:
- linux
- darwin
goarch:
- amd64
- arm64
ldflags:
- -s -w
archives:
- format: tar.gz
name_template: "{{ .ProjectName }}_{{ .Os }}_{{ .Arch }}"
dockers:
- image_templates:
- "ghcr.io/lukaszraczylo/compaction-mcp:{{ .Tag }}-amd64"
- "ghcr.io/lukaszraczylo/compaction-mcp:latest-amd64"
use: buildx
build_flag_templates:
- "--platform=linux/amd64"
goarch: amd64
dockerfile: Dockerfile
- image_templates:
- "ghcr.io/lukaszraczylo/compaction-mcp:{{ .Tag }}-arm64"
- "ghcr.io/lukaszraczylo/compaction-mcp:latest-arm64"
use: buildx
build_flag_templates:
- "--platform=linux/arm64"
goarch: arm64
dockerfile: Dockerfile
docker_manifests:
- name_template: "ghcr.io/lukaszraczylo/compaction-mcp:{{ .Tag }}"
image_templates:
- "ghcr.io/lukaszraczylo/compaction-mcp:{{ .Tag }}-amd64"
- "ghcr.io/lukaszraczylo/compaction-mcp:{{ .Tag }}-arm64"
- name_template: "ghcr.io/lukaszraczylo/compaction-mcp:latest"
image_templates:
- "ghcr.io/lukaszraczylo/compaction-mcp:latest-amd64"
- "ghcr.io/lukaszraczylo/compaction-mcp:latest-arm64"
checksum:
name_template: "checksums.txt"
signs:
- cmd: cosign
artifacts: checksum
output: true
args:
- "sign-blob"
- "--yes"
- "${artifact}"
- "--output-certificate"
- "${signature}.pem"
- "--bundle"
- "${signature}.sigstore.json"
docker_signs:
- cmd: cosign
artifacts: manifests
output: true
args:
- "sign"
- "--yes"
- "${artifact}"
changelog:
disable: true
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FROM gcr.io/distroless/static-debian12:nonroot
COPY compactor /usr/local/bin/compactor
ENTRYPOINT ["compactor"]
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BINARY := compactor
BUILDFLAGS := -buildvcs=false -trimpath
.PHONY: build clean test lint
build:
go build $(BUILDFLAGS) -o $(BINARY) .
clean:
rm -f $(BINARY)
test:
go test -race -count=1 ./...
lint:
go vet ./...
gofmt -l .
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# compactor
MCP server that manages LLM working memory within a token budget. Stores, retrieves, and compacts context so conversations stay under limit without losing valuable information.
Designed to complement long-term memory tools (like claude-mnemonic) by handling short-term session context.
## Install
```sh
go build -o compactor .
```
Single binary, no external dependencies. ~6 MiB.
## Usage
```sh
# Ephemeral (in-memory, default)
compactor
# With persistent state
compactor --state-dir ~/.local/share/compactor
# Explicit token budget
compactor --budget 80000
```
### Claude Code
`.claude/settings.json`:
```json
{
"mcpServers": {
"compactor": {
"command": "/path/to/compactor",
"args": ["--state-dir", "/tmp/compactor-state"]
}
}
}
```
### Cursor / other MCP clients
Same pattern. The server auto-detects the client and sets a reasonable budget:
- **Claude** clients: 80K tokens (40% of 200K context)
- **Cursor**: 60K tokens
- Override with `--budget` flag
## Tools
| Tool | Description |
|------|-------------|
| `recall` | **Call first every session.** Restores previous context — returns budget status + top items by relevance |
| `store` | Store content with optional summary, tags, and importance (1-10) |
| `query` | BM25-ranked search by text and/or tag filtering |
| `status` | Check budget usage, item count, auto-compact settings |
| `compact` | Trigger compaction to a target usage ratio |
| `update` | Add/update summary for an item (post-compaction workflow) |
| `pin` / `unpin` | Protect items from eviction |
| `forget` | Remove a specific item |
| `list` | Paginated item listing (newest first) |
| `bulk_store` | Store multiple items in one call (JSON array) |
| `export` | Export all items, optionally as summaries |
| `configure` | Adjust budget, auto-compact toggle and threshold |
## How compaction works
Three-phase pipeline, triggered automatically at 90% budget or manually via `compact`:
1. **Summary promotion** - Replaces content with its summary (lowest-scored items first)
2. **Deduplication** - Merges items with >70% word overlap (Jaccard similarity), keeping the higher-scored item
3. **Eviction** - Removes lowest-scored items until target usage is reached
After compaction, items without summaries are flagged. The LLM can then generate summaries via `update` for future compaction cycles.
## Scoring
Each item gets a retention score combining four signals:
```
score = 0.4 * importance + 0.3 * recency + 0.2 * access - 0.1 * size_penalty
```
**Content-type awareness** adjusts scoring automatically:
| Type | Detection | Score multiplier | Decay half-life |
|------|-----------|-----------------|-----------------|
| Error | `error:`, `panic:`, stack traces | 1.5x | 30 min |
| Decision | "decided", "going with", "approach:" | 1.3x | 6 hours |
| Code | `func`, `class`, backtick fences | 1.2x | 6 hours |
| Prose | Default | 1.0x | 2 hours |
| Tool output | `$ ` prefix, table chars | 0.7x | 15 min |
Pinned items are never evicted.
## Search
Full-text search uses BM25 ranking (k1=1.2, b=0.75) with:
- camelCase and snake_case token splitting
- 5x score boost for tag matches
- Combined BM25 relevance + item retention score
## Auto-tagging
When no tags are provided, items are automatically tagged based on content:
- Content type (error, code, decision, tool-output)
- File extensions (.go, .ts, .py, etc.)
- Infrastructure keywords (kubernetes, docker, cilium, postgres, etc.)
- URL presence (tagged as "reference")
## Persistence
With `--state-dir`, state is saved as atomic JSON every 30 seconds (when dirty) and on graceful shutdown. Without it, storage is ephemeral per session.
## CLI flags
| Flag | Default | Description |
|------|---------|-------------|
| `--budget` | `100000` | Token budget (overrides auto-detection) |
| `--state-dir` | `""` | Persistent state directory (empty = ephemeral) |
## Making it seamless
The compactor is a tool the LLM must actively use — it doesn't intercept context automatically. To make usage habitual, add this to your `CLAUDE.md`:
```markdown
## Working Memory (compactor MCP)
- At session start, ALWAYS call `recall` to restore previous context
- After making decisions, reading key files, or encountering errors: call `store` with a summary
- Before re-reading a file: call `query` to check if it's already stored
- When `status` shows >80% usage: call `compact`, then `update` items it flags
- Pin architecture decisions and user preferences with `pin`
```
The server also sends instructions via the MCP handshake that guide the LLM, but CLAUDE.md rules are stronger because they're treated as hard requirements.
### How the three layers work together
1. **MCP server instructions** — injected at connection time, tell the LLM the workflow
2. **CLAUDE.md rules** — persistent across sessions, override default behavior
3. **`recall` tool** — gives the LLM a single action to restore context, reducing friction from 12 tools to 1 entry point
With persistence (`--state-dir`), context survives across sessions. The LLM calls `recall` → gets back its stored decisions, errors, code snippets → continues where it left off.
## Architecture
```
main.go - Entry point, CLI flags, MCP server setup, persistence wiring
store.go - Core store: items, scoring, compaction, BM25 integration
tools.go - MCP tool definitions and handlers
index.go - BM25 inverted index with tag boosting
content.go - Content type detection and auto-tagging
persist.go - Atomic JSON persistence with background save
tokens.go - Token count estimation (~4 chars/token)
```
## License
Private.
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package main
import (
"path/filepath"
"regexp"
"strings"
)
// ContentType classifies stored content for scoring and decay tuning.
type ContentType int
const (
ContentProse ContentType = iota
ContentCode
ContentError
ContentToolOutput
ContentDecision
)
var (
errorPatterns = []string{
"error:", "Error:", "panic:", "FAIL", "goroutine",
"Exception", "Traceback",
}
// Stack trace pattern: file.go:123 or File.java:45
stackTraceRe = regexp.MustCompile(`\w+\.\w+:\d+`)
codeKeywords = []string{
"func ", "class ", "def ", "import ", "package ", "#include",
}
decisionKeywords = []string{
"decided", "agreed", "will use", "chosen",
"approach:", "decision:", "going with",
}
fileExtMap = map[string]string{
".go": "go",
".ts": "typescript",
".py": "python",
".yaml": "yaml",
".yml": "yaml",
".json": "json",
".rs": "rust",
".jsx": "react",
".tsx": "react",
}
infraKeywords = []string{
"kubernetes", "docker", "cilium", "postgres",
"nginx", "redis", "graphql", "terraform",
}
urlRe = regexp.MustCompile(`https?://\S+`)
filePathRe = regexp.MustCompile(`(?:\s|^)/?(?:[\w.-]+/){2,}[\w.-]+`)
)
const maxTags = 5
// DetectContentType returns the content classification using priority:
// Error > Code > Decision > ToolOutput > Prose.
func DetectContentType(content string) ContentType {
if isError(content) {
return ContentError
}
if isCode(content) {
return ContentCode
}
if isDecision(content) {
return ContentDecision
}
if isToolOutput(content) {
return ContentToolOutput
}
return ContentProse
}
func isError(content string) bool {
for _, p := range errorPatterns {
if strings.Contains(content, p) {
return true
}
}
return stackTraceRe.FindString(content) != "" && strings.Contains(content, "\n")
}
func isCode(content string) bool {
if strings.Contains(content, "```") {
return true
}
for _, kw := range codeKeywords {
if strings.Contains(content, kw) {
return true
}
}
return bracketDensity(content) > 0.05
}
func bracketDensity(content string) float64 {
if len(content) == 0 {
return 0
}
count := 0
for _, c := range content {
switch c {
case '{', '}', '(', ')', '[', ']':
count++
}
}
return float64(count) / float64(len([]rune(content)))
}
func isDecision(content string) bool {
lower := strings.ToLower(content)
for _, kw := range decisionKeywords {
if strings.Contains(lower, kw) {
return true
}
}
return false
}
func isToolOutput(content string) bool {
if strings.HasPrefix(content, "$ ") || strings.HasPrefix(content, "> ") {
return true
}
for _, ch := range []string{"───", "│", "├"} {
if strings.Contains(content, ch) {
return true
}
}
matches := filePathRe.FindAllString(content, -1)
words := strings.Fields(content)
if len(words) > 0 && float64(len(matches))/float64(len(words)) > 0.3 {
return true
}
return false
}
// AutoTags extracts up to 5 deduplicated tags from content.
func AutoTags(content string) []string {
seen := make(map[string]struct{})
var tags []string
add := func(tag string) {
if len(tags) >= maxTags {
return
}
lower := strings.ToLower(tag)
if _, ok := seen[lower]; ok {
return
}
seen[lower] = struct{}{}
tags = append(tags, lower)
}
// Content type tag
ct := DetectContentType(content)
name := ContentTypeName(ct)
if name != "prose" {
add(name)
}
// File extension tags
words := strings.Fields(content)
for _, w := range words {
ext := filepath.Ext(strings.TrimRight(w, ",:;)\"'`"))
if tag, ok := fileExtMap[ext]; ok {
add(tag)
}
}
// Infrastructure keyword tags
lower := strings.ToLower(content)
for _, kw := range infraKeywords {
if strings.Contains(lower, kw) {
add(kw)
}
}
// URL tag
if urlRe.MatchString(content) {
add("reference")
}
return tags
}
// ScoreMultiplier returns an importance multiplier based on content type.
func ScoreMultiplier(ct ContentType) float64 {
switch ct {
case ContentError:
return 1.5
case ContentDecision:
return 1.3
case ContentCode:
return 1.2
case ContentToolOutput:
return 0.7
default:
return 1.0
}
}
// DecayHalfLifeMinutes returns the recency half-life in minutes for a content type.
func DecayHalfLifeMinutes(ct ContentType) float64 {
switch ct {
case ContentError:
return 30
case ContentDecision:
return 360
case ContentCode:
return 360
case ContentProse:
return 120
case ContentToolOutput:
return 15
default:
return 120
}
}
// ContentTypeName returns the human-readable name for a content type.
func ContentTypeName(ct ContentType) string {
switch ct {
case ContentProse:
return "prose"
case ContentCode:
return "code"
case ContentError:
return "error"
case ContentToolOutput:
return "tool-output"
case ContentDecision:
return "decision"
default:
return "prose"
}
}
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package main
import (
"strings"
"testing"
)
func TestDetectContentType(t *testing.T) {
tests := []struct {
name string
content string
want ContentType
}{
{
name: "error with Error: prefix",
content: "Error: connection refused to postgres on port 5432",
want: ContentError,
},
{
name: "error with panic",
content: "panic: runtime error: index out of range [3] with length 2",
want: ContentError,
},
{
name: "error with FAIL",
content: "FAIL compaction-mcp [build failed]",
want: ContentError,
},
{
name: "error with Traceback",
content: "Traceback (most recent call last):\n File \"main.py\", line 1",
want: ContentError,
},
{
name: "error with goroutine",
content: "goroutine 1 [running]:\nmain.main()\n\t/app/main.go:12",
want: ContentError,
},
{
name: "code with backtick fence",
content: "Here is the fix:\n```go\nfunc main() {}\n```",
want: ContentCode,
},
{
name: "code with func keyword",
content: "func NewStore(budget int) *Store {\n\treturn &Store{}\n}",
want: ContentCode,
},
{
name: "code with import keyword",
content: "import (\n\t\"fmt\"\n\t\"os\"\n)",
want: ContentCode,
},
{
name: "code with high bracket density",
content: "{{{}}}(())[[]]{()}{{}}",
want: ContentCode,
},
{
name: "decision with decided",
content: "We decided to use SQLite for local storage instead of BoltDB",
want: ContentDecision,
},
{
name: "decision with going with",
content: "After discussion, going with the monorepo approach for simplicity",
want: ContentDecision,
},
{
name: "decision with approach:",
content: "approach: sidecar proxy with Envoy for service mesh",
want: ContentDecision,
},
{
name: "tool output with dollar prompt",
content: "$ go test -v ./...\nPASS\nok \tcompaction-mcp\t0.003s",
want: ContentToolOutput,
},
{
name: "tool output with angle bracket prompt",
content: "> ls -la /etc/nginx/\ntotal 48\ndrwxr-xr-x 2 root root 4096 Jan 1 00:00 conf.d",
want: ContentToolOutput,
},
{
name: "tool output with table chars",
content: "Name │ Status │ Age\n───────────├────────├─────\nnginx-pod │ Running│ 2d",
want: ContentToolOutput,
},
{
name: "prose default",
content: "The cilium project provides networking for Kubernetes clusters using eBPF technology.",
want: ContentProse,
},
{
name: "prose simple sentence",
content: "Let's meet tomorrow to discuss the architecture.",
want: ContentProse,
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
got := DetectContentType(tt.content)
if got != tt.want {
t.Errorf("DetectContentType() = %s, want %s",
ContentTypeName(got), ContentTypeName(tt.want))
}
})
}
}
func TestDetectPriority(t *testing.T) {
tests := []struct {
name string
content string
want ContentType
}{
{
name: "error beats code",
content: "Error: compilation failed\nfunc main() {\n\tpanic(\"bad\")\n}",
want: ContentError,
},
{
name: "error beats decision",
content: "We decided to fix the panic: runtime error in production",
want: ContentError,
},
{
name: "code beats decision",
content: "We decided to use this:\nfunc Handle() {}",
want: ContentCode,
},
{
name: "code beats tool output",
content: "$ cat main.go\npackage main\nimport \"fmt\"",
want: ContentToolOutput, // starts with "$ " so tool output wins first in priority? No -- Error > Code > Decision > ToolOutput
},
}
// The last case: "$ " prefix makes it tool output, but "import " makes it code.
// Priority is Error > Code > Decision > ToolOutput, so Code should win.
// But "$ " prefix is checked in isToolOutput, and isCode is checked first.
// Actually: DetectContentType checks error first, then code, then decision, then tool output.
// "import " is in the content so isCode returns true => ContentCode.
// Fix the expected value:
tests[3].want = ContentCode
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
got := DetectContentType(tt.content)
if got != tt.want {
t.Errorf("DetectContentType() = %s, want %s",
ContentTypeName(got), ContentTypeName(tt.want))
}
})
}
}
func TestAutoTags(t *testing.T) {
tests := []struct {
name string
content string
want []string // subset that must appear
}{
{
name: "go file paths produce go tag",
content: "Modified /Users/dev/project/main.go and store.go to fix the issue",
want: []string{"go"},
},
{
name: "typescript file produces typescript tag",
content: "Check the component in src/App.tsx for the bug",
want: []string{"react"},
},
{
name: "python file produces python tag",
content: "Updated models.py with new schema",
want: []string{"python"},
},
{
name: "URL produces reference tag",
content: "See https://kubernetes.io/docs/concepts/ for details",
want: []string{"reference", "kubernetes"},
},
{
name: "kubernetes keyword",
content: "Deploy to Kubernetes cluster using helm chart",
want: []string{"kubernetes"},
},
{
name: "error content gets error tag",
content: "Error: connection refused to redis server",
want: []string{"error", "redis"},
},
{
name: "docker keyword",
content: "Build the Docker image with multi-stage builds",
want: []string{"docker"},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
got := AutoTags(tt.content)
gotSet := make(map[string]struct{}, len(got))
for _, tag := range got {
gotSet[tag] = struct{}{}
}
for _, w := range tt.want {
if _, ok := gotSet[w]; !ok {
t.Errorf("AutoTags() missing expected tag %q, got %v", w, got)
}
}
})
}
}
func TestAutoTagsMax(t *testing.T) {
// Content with many possible tags to verify the cap at 5.
content := "Error: kubernetes docker cilium postgres nginx redis https://example.com main.go script.py app.tsx"
tags := AutoTags(content)
if len(tags) > maxTags {
t.Errorf("AutoTags() returned %d tags, want at most %d: %v", len(tags), maxTags, tags)
}
// Should have some tags
if len(tags) == 0 {
t.Error("AutoTags() returned no tags for content-rich input")
}
}
func TestScoreMultiplier(t *testing.T) {
tests := []struct {
ct ContentType
want float64
}{
{ContentError, 1.5},
{ContentDecision, 1.3},
{ContentCode, 1.2},
{ContentProse, 1.0},
{ContentToolOutput, 0.7},
}
for _, tt := range tests {
t.Run(ContentTypeName(tt.ct), func(t *testing.T) {
got := ScoreMultiplier(tt.ct)
if got != tt.want {
t.Errorf("ScoreMultiplier(%s) = %f, want %f",
ContentTypeName(tt.ct), got, tt.want)
}
})
}
}
func TestDecayHalfLife(t *testing.T) {
tests := []struct {
ct ContentType
want float64
}{
{ContentError, 30},
{ContentDecision, 360},
{ContentCode, 360},
{ContentProse, 120},
{ContentToolOutput, 15},
}
for _, tt := range tests {
t.Run(ContentTypeName(tt.ct), func(t *testing.T) {
got := DecayHalfLifeMinutes(tt.ct)
if got != tt.want {
t.Errorf("DecayHalfLifeMinutes(%s) = %f, want %f",
ContentTypeName(tt.ct), got, tt.want)
}
})
}
}
func TestContentTypeName(t *testing.T) {
tests := []struct {
want string
ct ContentType
}{
{"prose", ContentProse},
{"code", ContentCode},
{"error", ContentError},
{"tool-output", ContentToolOutput},
{"decision", ContentDecision},
}
for _, tt := range tests {
t.Run(tt.want, func(t *testing.T) {
got := ContentTypeName(tt.ct)
if got != tt.want {
t.Errorf("ContentTypeName() = %q, want %q", got, tt.want)
}
})
}
}
func TestEmptyContent(t *testing.T) {
ct := DetectContentType("")
if ct != ContentProse {
t.Errorf("DetectContentType(\"\") = %s, want prose", ContentTypeName(ct))
}
tags := AutoTags("")
if len(tags) != 0 {
t.Errorf("AutoTags(\"\") = %v, want empty", tags)
}
// Also test whitespace-only
ct = DetectContentType(" ")
if ct != ContentProse {
t.Errorf("DetectContentType(whitespace) = %s, want prose", ContentTypeName(ct))
}
tags = AutoTags(strings.Repeat(" ", 100))
if len(tags) != 0 {
t.Errorf("AutoTags(whitespace) = %v, want empty", tags)
}
}
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package main
import (
"math"
"regexp"
"sort"
"strings"
"unicode"
)
// Index is a BM25 inverted index for full-text search over stored documents.
type Index struct {
docs map[string]map[string]int // docID -> term -> frequency
docLen map[string]int // docID -> total terms
postings map[string]map[string]struct{} // term -> set of docIDs
docTags map[string]map[string]struct{} // docID -> tag set (boosted 5x)
n int
avgDL float64
}
// SearchResult holds a document ID and its BM25 relevance score.
type SearchResult struct {
ID string
Score float64
}
// NewIndex creates an empty BM25 index.
func NewIndex() *Index {
return &Index{
docs: make(map[string]map[string]int),
docLen: make(map[string]int),
postings: make(map[string]map[string]struct{}),
docTags: make(map[string]map[string]struct{}),
}
}
// Add indexes a document with the given content and tags.
// Tags are stored separately and receive a 5x score boost during search.
func (idx *Index) Add(id, content string, tags []string) {
// Remove first if already present to avoid stale data.
if _, exists := idx.docs[id]; exists {
idx.Remove(id)
}
tokens := tokenize(content)
tf := make(map[string]int, len(tokens))
for _, t := range tokens {
tf[t]++
}
idx.docs[id] = tf
idx.docLen[id] = len(tokens)
for term := range tf {
if idx.postings[term] == nil {
idx.postings[term] = make(map[string]struct{})
}
idx.postings[term][id] = struct{}{}
}
tagSet := make(map[string]struct{}, len(tags))
for _, tag := range tags {
for _, t := range tokenize(tag) {
tagSet[t] = struct{}{}
}
}
idx.docTags[id] = tagSet
idx.n++
idx.recalcAvgDL()
}
// Remove deletes a document from the index.
func (idx *Index) Remove(id string) {
tf, ok := idx.docs[id]
if !ok {
return
}
for term := range tf {
if set, exists := idx.postings[term]; exists {
delete(set, id)
if len(set) == 0 {
delete(idx.postings, term)
}
}
}
delete(idx.docs, id)
delete(idx.docLen, id)
delete(idx.docTags, id)
idx.n--
idx.recalcAvgDL()
}
// Search returns the top `limit` documents ranked by BM25 score for the query.
// Tag matches receive a 5x boost on top of the BM25 score.
func (idx *Index) Search(query string, limit int) []SearchResult {
terms := tokenize(query)
if len(terms) == 0 || idx.n == 0 {
return nil
}
const (
k1 = 1.2
b = 0.75
tagBoost = 5.0
)
scores := make(map[string]float64)
for _, term := range terms {
docSet, ok := idx.postings[term]
if !ok {
continue
}
df := float64(len(docSet))
idf := math.Log((float64(idx.n)-df+0.5)/(df+0.5) + 1.0)
for docID := range docSet {
tfVal := float64(idx.docs[docID][term])
dl := float64(idx.docLen[docID])
num := tfVal * (k1 + 1)
denom := tfVal + k1*(1-b+b*(dl/idx.avgDL))
scores[docID] += idf * (num / denom)
}
// Tag boost: add 5x the IDF-weighted score for docs whose tags match.
for docID, tagSet := range idx.docTags {
if _, hit := tagSet[term]; hit {
dl := float64(idx.docLen[docID])
// Use a synthetic TF of 1 for tag matches.
num := 1.0 * (k1 + 1)
denom := 1.0 + k1*(1-b+b*(dl/idx.avgDL))
scores[docID] += tagBoost * idf * (num / denom)
}
}
}
results := make([]SearchResult, 0, len(scores))
for id, score := range scores {
results = append(results, SearchResult{ID: id, Score: score})
}
sort.Slice(results, func(i, j int) bool {
return results[i].Score > results[j].Score
})
if limit > 0 && len(results) > limit {
results = results[:limit]
}
return results
}
func (idx *Index) recalcAvgDL() {
if idx.n == 0 {
idx.avgDL = 0
return
}
total := 0
for _, dl := range idx.docLen {
total += dl
}
idx.avgDL = float64(total) / float64(idx.n)
}
// camelRe matches boundaries in camelCase identifiers (e.g. "handleCompact").
var camelRe = regexp.MustCompile(`([a-z])([A-Z])`)
// tokenize splits text into lowercase terms, handling camelCase and snake_case.
// Tokens shorter than 2 characters are filtered out.
func tokenize(s string) []string {
// Split camelCase: insert space at lowercase-to-uppercase boundary.
s = camelRe.ReplaceAllString(s, "${1} ${2}")
// Split on any non-letter, non-digit character (handles snake_case, punctuation, whitespace).
splitter := func(r rune) bool {
return !unicode.IsLetter(r) && !unicode.IsDigit(r)
}
parts := strings.FieldsFunc(strings.ToLower(s), splitter)
tokens := make([]string, 0, len(parts))
for _, p := range parts {
if len(p) >= 2 {
tokens = append(tokens, p)
}
}
return tokens
}
+182
View File
@@ -0,0 +1,182 @@
package main
import (
"reflect"
"testing"
)
func TestIndexBasicSearch(t *testing.T) {
idx := NewIndex()
idx.Add("go-intro", "Go is a statically typed compiled language designed at Google", nil)
idx.Add("rust-intro", "Rust is a systems programming language focused on safety", nil)
idx.Add("go-concurrency", "Go provides goroutines and channels for concurrent programming", nil)
results := idx.Search("Go programming", 10)
if len(results) == 0 {
t.Fatal("expected results, got none")
}
// "go-concurrency" mentions both "go" and "programming" so it should rank first.
if results[0].ID != "go-concurrency" {
t.Errorf("expected go-concurrency first, got %s", results[0].ID)
}
// All three docs should appear since "programming" or "go" appears in each.
if len(results) < 2 {
t.Errorf("expected at least 2 results, got %d", len(results))
}
}
func TestIndexTagBoost(t *testing.T) {
idx := NewIndex()
idx.Add("content-only", "database migration tools are useful for schema changes", nil)
idx.Add("tagged", "various development tools and utilities", []string{"database"})
results := idx.Search("database", 10)
if len(results) < 2 {
t.Fatalf("expected 2 results, got %d", len(results))
}
// The tagged doc should rank higher due to the 5x tag boost.
if results[0].ID != "tagged" {
t.Errorf("expected tagged doc first due to tag boost, got %s", results[0].ID)
}
}
func TestIndexRemove(t *testing.T) {
idx := NewIndex()
idx.Add("keep", "important context about the project architecture", nil)
idx.Add("remove-me", "temporary notes about architecture review", nil)
idx.Remove("remove-me")
results := idx.Search("architecture", 10)
for _, r := range results {
if r.ID == "remove-me" {
t.Error("removed doc should not appear in search results")
}
}
if len(results) != 1 {
t.Errorf("expected 1 result, got %d", len(results))
}
if results[0].ID != "keep" {
t.Errorf("expected 'keep', got %s", results[0].ID)
}
}
func TestIndexIdentifierSplitting(t *testing.T) {
idx := NewIndex()
idx.Add("handler", "the handleCompact function processes compaction requests", nil)
results := idx.Search("compact", 10)
if len(results) == 0 {
t.Fatal("expected to find doc via camelCase split, got none")
}
if results[0].ID != "handler" {
t.Errorf("expected handler doc, got %s", results[0].ID)
}
}
func TestIndexBM25LengthNormalization(t *testing.T) {
idx := NewIndex()
// Short doc with the target term.
idx.Add("short", "compact server design", nil)
// Long doc with the target term appearing only once, buried in filler.
long := "the server architecture includes many components such as " +
"authentication authorization logging monitoring caching routing " +
"validation serialization deserialization middleware handlers " +
"controllers services repositories models entities interfaces " +
"adapters ports configuration deployment orchestration compact"
idx.Add("long", long, nil)
results := idx.Search("compact", 10)
if len(results) < 2 {
t.Fatalf("expected 2 results, got %d", len(results))
}
// Short doc should score higher due to BM25 length normalization.
if results[0].ID != "short" {
t.Errorf("expected short doc to rank first due to length normalization, got %s", results[0].ID)
}
}
func TestIndexEmptySearch(t *testing.T) {
idx := NewIndex()
results := idx.Search("anything", 10)
if len(results) != 0 {
t.Errorf("expected empty results from empty index, got %d", len(results))
}
results = idx.Search("", 10)
if len(results) != 0 {
t.Errorf("expected empty results for empty query, got %d", len(results))
}
}
func TestIndexMultipleTerms(t *testing.T) {
idx := NewIndex()
idx.Add("partial", "the server handles requests efficiently", nil)
idx.Add("full-match", "the server handles context compaction efficiently", nil)
results := idx.Search("context compaction server", 10)
if len(results) < 2 {
t.Fatalf("expected 2 results, got %d", len(results))
}
// full-match has all three query terms; partial has only two.
if results[0].ID != "full-match" {
t.Errorf("expected full-match first (matches more query terms), got %s", results[0].ID)
}
}
func TestTokenize(t *testing.T) {
tests := []struct {
name string
input string
want []string
}{
{
name: "camelCase",
input: "handleCompact",
want: []string{"handle", "compact"},
},
{
name: "snake_case",
input: "auto_compact",
want: []string{"auto", "compact"},
},
{
name: "mixed",
input: "handleCompact auto_compact",
want: []string{"handle", "compact", "auto", "compact"},
},
{
name: "filters short tokens",
input: "a I go do it",
want: []string{"go", "do", "it"},
},
{
name: "punctuation",
input: "hello, world! foo-bar",
want: []string{"hello", "world", "foo", "bar"},
},
{
name: "uppercase",
input: "HTTPServer",
want: []string{"httpserver"},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
got := tokenize(tt.input)
if !reflect.DeepEqual(got, tt.want) {
t.Errorf("tokenize(%q) = %v, want %v", tt.input, got, tt.want)
}
})
}
}
+58 -9
View File
@@ -5,26 +5,44 @@ import (
"flag"
"fmt"
"os"
"os/signal"
"strings"
"syscall"
"time"
"github.com/mark3labs/mcp-go/mcp"
"github.com/mark3labs/mcp-go/server"
)
const serverInstructions = `Context compactor — manages working memory within a token budget.
const serverInstructions = `Context compactor — your working memory. Use it to avoid losing information when your context window compresses.
At session start, call 'configure' with token_budget set to ~40% of your context window.
Example: 200K context window → token_budget = 80000.
MANDATORY: Call 'recall' at the start of every session to restore previous context.
Workflow:
- 'store' important context (always include a summary for efficient compaction)
- 'query' to retrieve stored information instead of re-reading sources
- 'status' to check budget usage
- 'compact' when usage is high — it frees space and identifies items needing summarization
- 'update' to add summaries to items flagged by compaction`
WHEN TO STORE (call 'store' with a summary):
- After making a decision or choosing an approach
- After encountering and understanding an error
- After reading a file you'll need to reference later
- After the user explains requirements or constraints
- Before your context is likely to compress (long sessions, large outputs)
WHEN TO QUERY (call 'query' instead of re-reading):
- Before reading a file you may have stored previously
- When you need to recall a decision, error, or requirement
- When the user references something from earlier in the session
WHEN TO COMPACT (call 'compact'):
- When 'status' shows >80% budget usage
- After 'compact', use 'update' to summarize items it flags
TIPS:
- Always include a summary when storing — enables efficient compaction
- Tag items for easy retrieval: error, decision, code, requirement
- Pin critical items (architecture decisions, user preferences) with 'pin'
- Higher importance (7-10) for decisions and requirements, lower (1-4) for tool output`
func main() {
budget := flag.Int("budget", 100000, "Token budget for context storage")
stateDir := flag.String("state-dir", "", "Directory for persistent state (empty = ephemeral)")
flag.Parse()
budgetExplicit := false
@@ -36,6 +54,21 @@ func main() {
store := NewStore(*budget)
var persister *Persister
if *stateDir != "" {
var err error
persister, err = NewPersister(*stateDir, store)
if err != nil {
fmt.Fprintf(os.Stderr, "persistence error: %v\n", err)
os.Exit(1)
}
if err := persister.Load(); err != nil {
fmt.Fprintf(os.Stderr, "load state error: %v\n", err)
os.Exit(1)
}
persister.Start(30 * time.Second)
}
hooks := &server.Hooks{}
if !budgetExplicit {
hooks.OnAfterInitialize = append(hooks.OnAfterInitialize,
@@ -63,8 +96,24 @@ func main() {
registerTools(s, store)
if persister != nil {
sigCh := make(chan os.Signal, 1)
signal.Notify(sigCh, syscall.SIGINT, syscall.SIGTERM)
go func() {
<-sigCh
persister.Stop()
os.Exit(0)
}()
}
if err := server.ServeStdio(s); err != nil {
fmt.Fprintf(os.Stderr, "server error: %v\n", err)
if persister != nil {
persister.Stop()
}
os.Exit(1)
}
if persister != nil {
persister.Stop()
}
}
+202
View File
@@ -0,0 +1,202 @@
package main
import (
"encoding/json"
"os"
"path/filepath"
"sync"
"time"
)
const stateVersion = 1
type persistedState struct {
SavedAt time.Time `json:"saved_at"`
Items []persistedItem `json:"items"`
Version int `json:"version"`
Budget int `json:"budget"`
}
type persistedItem struct {
CreatedAt time.Time `json:"created_at"`
ID string `json:"id"`
Content string `json:"content"`
Summary string `json:"summary,omitempty"`
Tags []string `json:"tags,omitempty"`
Importance int `json:"importance"`
AccessCount int `json:"access_count"`
Tokens int `json:"tokens"`
ContentType ContentType `json:"content_type,omitempty"`
Pinned bool `json:"pinned,omitempty"`
}
// Persister handles file-backed persistence for a Store.
type Persister struct {
store *Store
stopCh chan struct{}
dir string
mu sync.Mutex
dirty bool
}
// snapshot returns a copy of all items and the token budget from the store.
func (s *Store) snapshot() ([]persistedItem, int) {
s.mu.Lock()
defer s.mu.Unlock()
items := make([]persistedItem, 0, len(s.items))
for _, item := range s.items {
items = append(items, persistedItem{
ID: item.ID,
Content: item.Content,
Summary: item.Summary,
Tags: item.Tags,
Importance: item.Importance,
ContentType: item.ContentType,
Pinned: item.Pinned,
CreatedAt: item.CreatedAt,
AccessCount: item.AccessCount,
Tokens: item.Tokens,
})
}
return items, s.tokenBudget
}
// restore loads persisted items back into the store.
func (s *Store) restore(items []persistedItem) {
s.mu.Lock()
defer s.mu.Unlock()
for _, pi := range items {
item := &Item{
ID: pi.ID,
Content: pi.Content,
Summary: pi.Summary,
Tags: pi.Tags,
Importance: pi.Importance,
ContentType: pi.ContentType,
Pinned: pi.Pinned,
CreatedAt: pi.CreatedAt,
AccessCount: pi.AccessCount,
Tokens: pi.Tokens,
AccessedAt: time.Now(),
}
s.items[item.ID] = item
s.usedTokens += item.Tokens
s.index.Add(item.ID, item.Content, item.Tags)
}
}
// NewPersister creates a Persister that saves store state to the given directory.
func NewPersister(dir string, store *Store) (*Persister, error) {
if err := os.MkdirAll(dir, 0o750); err != nil {
return nil, err
}
return &Persister{
dir: dir,
store: store,
}, nil
}
func (p *Persister) stateFile() string {
return filepath.Join(p.dir, "state.json")
}
func (p *Persister) tmpFile() string {
return filepath.Join(p.dir, "state.json.tmp")
}
// Save snapshots the store and writes it atomically to state.json.
func (p *Persister) Save() error {
items, budget := p.store.snapshot()
state := persistedState{
Version: stateVersion,
Budget: budget,
Items: items,
SavedAt: time.Now(),
}
data, err := json.MarshalIndent(state, "", " ")
if err != nil {
return err
}
tmp := p.tmpFile()
if err := os.WriteFile(tmp, data, 0o600); err != nil {
return err
}
return os.Rename(tmp, p.stateFile())
}
// Load reads state.json and restores items into the store.
// Returns nil if the file does not exist (fresh start).
// Returns an error if the file exists but cannot be parsed.
func (p *Persister) Load() error {
data, err := os.ReadFile(p.stateFile())
if err != nil {
if os.IsNotExist(err) {
return nil
}
return err
}
var state persistedState
if err := json.Unmarshal(data, &state); err != nil {
return err
}
p.store.restore(state.Items)
return nil
}
// Start launches a background goroutine that periodically saves if dirty.
func (p *Persister) Start(interval time.Duration) {
p.mu.Lock()
p.stopCh = make(chan struct{})
p.mu.Unlock()
go func() {
ticker := time.NewTicker(interval)
defer ticker.Stop()
for {
select {
case <-ticker.C:
p.mu.Lock()
shouldSave := p.dirty
p.dirty = false
p.mu.Unlock()
if shouldSave {
_ = p.Save()
}
case <-p.stopCh:
return
}
}
}()
}
// MarkDirty flags the store state as needing a save.
func (p *Persister) MarkDirty() {
p.mu.Lock()
p.dirty = true
p.mu.Unlock()
}
// Stop signals the background goroutine to exit and performs a final save if dirty.
func (p *Persister) Stop() {
p.mu.Lock()
if p.stopCh != nil {
close(p.stopCh)
}
shouldSave := p.dirty
p.dirty = false
p.mu.Unlock()
if shouldSave {
_ = p.Save()
}
}
+178
View File
@@ -0,0 +1,178 @@
package main
import (
"os"
"path/filepath"
"testing"
"time"
)
func TestPersistSaveLoad(t *testing.T) {
dir := t.TempDir()
store1 := NewStore(10000)
if _, err := store1.Add("first item content", "first summary", []string{"tag1"}, 5); err != nil {
t.Fatalf("Add: %v", err)
}
if _, err := store1.Add("second item content", "", []string{"tag2", "tag3"}, 8); err != nil {
t.Fatalf("Add: %v", err)
}
p1, err := NewPersister(dir, store1)
if err != nil {
t.Fatalf("NewPersister: %v", err)
}
errSave := p1.Save()
if errSave != nil {
t.Fatalf("Save: %v", errSave)
}
// Load into a fresh store and verify roundtrip.
store2 := NewStore(10000)
p2, errP2 := NewPersister(dir, store2)
if errP2 != nil {
t.Fatalf("NewPersister (store2): %v", errP2)
}
errLoad := p2.Load()
if errLoad != nil {
t.Fatalf("Load: %v", errLoad)
}
_, _, count1, _ := store1.Status()
_, _, count2, _ := store2.Status()
if count2 != count1 {
t.Fatalf("item count mismatch: got %d, want %d", count2, count1)
}
// Verify individual items survived the roundtrip.
items := store2.Query("", nil, 100)
if len(items) != 2 {
t.Fatalf("expected 2 items from query, got %d", len(items))
}
found := make(map[string]bool)
for _, item := range items {
found[item.Content] = true
if item.Tokens <= 0 {
t.Errorf("item %s has non-positive token count: %d", item.ID, item.Tokens)
}
}
if !found["first item content"] {
t.Error("missing 'first item content' after load")
}
if !found["second item content"] {
t.Error("missing 'second item content' after load")
}
}
func TestPersistAtomicWrite(t *testing.T) {
dir := t.TempDir()
store := NewStore(10000)
if _, err := store.Add("test content", "", nil, 5); err != nil {
t.Fatalf("Add: %v", err)
}
p, err := NewPersister(dir, store)
if err != nil {
t.Fatalf("NewPersister: %v", err)
}
errSave := p.Save()
if errSave != nil {
t.Fatalf("Save: %v", errSave)
}
// state.json should exist.
_, errStat := os.Stat(filepath.Join(dir, "state.json"))
if errStat != nil {
t.Fatalf("state.json missing: %v", errStat)
}
// Temp file should not linger.
_, errTmp := os.Stat(filepath.Join(dir, "state.json.tmp"))
if !os.IsNotExist(errTmp) {
t.Fatal("state.json.tmp should not exist after successful save")
}
}
func TestPersistLoadMissing(t *testing.T) {
dir := t.TempDir()
store := NewStore(10000)
p, err := NewPersister(dir, store)
if err != nil {
t.Fatalf("NewPersister: %v", err)
}
// Loading from a directory with no state.json should succeed (fresh start).
errLoad := p.Load()
if errLoad != nil {
t.Fatalf("Load on missing file should return nil, got: %v", errLoad)
}
_, _, count, _ := store.Status()
if count != 0 {
t.Fatalf("expected 0 items after loading missing file, got %d", count)
}
}
func TestPersistLoadCorrupted(t *testing.T) {
dir := t.TempDir()
// Write garbage to state.json.
errWrite := os.WriteFile(filepath.Join(dir, "state.json"), []byte("{{{garbage"), 0o600)
if errWrite != nil {
t.Fatalf("writing corrupt file: %v", errWrite)
}
store := NewStore(10000)
p, err := NewPersister(dir, store)
if err != nil {
t.Fatalf("NewPersister: %v", err)
}
if p.Load() == nil {
t.Fatal("Load should return error for corrupted file")
}
}
func TestPersistMarkDirty(t *testing.T) {
dir := t.TempDir()
store := NewStore(10000)
p, err := NewPersister(dir, store)
if err != nil {
t.Fatalf("NewPersister: %v", err)
}
// Initially not dirty -- Start + Stop should not create state.json.
p.Start(time.Hour) // long interval so tick won't fire
p.Stop()
_, errStat := os.Stat(filepath.Join(dir, "state.json"))
if !os.IsNotExist(errStat) {
t.Fatal("state.json should not exist when not dirty")
}
// Mark dirty, then Stop should trigger a save.
if _, err := store.Add("dirty item", "", nil, 5); err != nil {
t.Fatalf("Add: %v", err)
}
p2, errP2 := NewPersister(dir, store)
if errP2 != nil {
t.Fatalf("NewPersister: %v", errP2)
}
p2.Start(time.Hour)
p2.MarkDirty()
p2.Stop()
_, errFinal := os.Stat(filepath.Join(dir, "state.json"))
if errFinal != nil {
t.Fatalf("state.json should exist after dirty stop: %v", errFinal)
}
}
+24
View File
@@ -0,0 +1,24 @@
version: 1
force:
major: 0
minor: 1
patch: 0
blacklist:
- "Merge branch"
- "Merge pull request"
wording:
patch:
- update
- fix
- bugfix
- patch
- tweak
minor:
- change
- improve
- add
- feature
- enhance
major:
- breaking
- major
+299 -93
View File
@@ -2,6 +2,7 @@ package main
import (
"crypto/rand"
"errors"
"fmt"
"math"
"sort"
@@ -10,6 +11,12 @@ import (
"time"
)
const (
maxItems = 10000
maxContentBytes = 1 << 20 // 1 MiB
maxDedupCandidates = 500
)
type Item struct {
CreatedAt time.Time
AccessedAt time.Time
@@ -20,11 +27,18 @@ type Item struct {
Tokens int
AccessCount int
Importance int
ContentType ContentType
Pinned bool
}
type SummaryCandidate struct {
ID string
Preview string
Tokens int
}
type CompactResult struct {
NeedsSummary []*Item
NeedsSummary []SummaryCandidate
TokensFreed int
TokensBefore int
TokensAfter int
@@ -33,8 +47,16 @@ type CompactResult struct {
Deduplicated int
}
type BulkItem struct {
Content string
Summary string
Tags []string
Importance int
}
type Store struct {
items map[string]*Item
index *Index
tokenBudget int
usedTokens int
autoCompactThreshold float64
@@ -45,47 +67,62 @@ type Store struct {
func NewStore(tokenBudget int) *Store {
return &Store{
items: make(map[string]*Item),
index: NewIndex(),
tokenBudget: tokenBudget,
autoCompact: true,
autoCompactThreshold: 0.9,
}
}
func (s *Store) Add(content, summary string, tags []string, importance int) *Item {
func (s *Store) Add(content, summary string, tags []string, importance int) (*Item, error) {
s.mu.Lock()
defer s.mu.Unlock()
if len(s.items) >= maxItems {
return nil, errors.New("item limit reached (max 10000)")
}
if len(content) > maxContentBytes {
return nil, fmt.Errorf("content too large (%d bytes, max %d)", len(content), maxContentBytes)
}
if importance < 1 {
importance = 5
} else if importance > 10 {
importance = 10
}
ct := DetectContentType(content)
if len(tags) == 0 {
tags = AutoTags(content)
}
tokens := EstimateTokens(content)
item := &Item{
ID: newID(),
Content: content,
Summary: summary,
Tags: tags,
Importance: importance,
CreatedAt: time.Now(),
AccessedAt: time.Now(),
Tokens: tokens,
ID: newID(),
Content: content,
Summary: summary,
Tags: tags,
Importance: importance,
ContentType: ct,
CreatedAt: time.Now(),
AccessedAt: time.Now(),
Tokens: tokens,
}
s.items[item.ID] = item
s.usedTokens += tokens
s.index.Add(item.ID, content, tags)
if s.autoCompact && s.tokenBudget > 0 {
if float64(s.usedTokens)/float64(s.tokenBudget) > s.autoCompactThreshold {
s.compactLocked(0.8)
s.compactLocked(0.8, false)
}
}
return item
return item, nil
}
func (s *Store) Get(id string) (*Item, bool) {
func (s *Store) Get(id string) (Item, bool) {
s.mu.Lock()
defer s.mu.Unlock()
@@ -93,8 +130,9 @@ func (s *Store) Get(id string) (*Item, bool) {
if ok {
item.AccessedAt = time.Now()
item.AccessCount++
return *item, true
}
return item, ok
return Item{}, false
}
func (s *Store) Remove(id string) bool {
@@ -106,6 +144,7 @@ func (s *Store) Remove(id string) bool {
return false
}
s.usedTokens -= item.Tokens
s.index.Remove(id)
delete(s.items, id)
return true
}
@@ -121,6 +160,17 @@ func (s *Store) Pin(id string) bool {
return ok
}
func (s *Store) Unpin(id string) bool {
s.mu.Lock()
defer s.mu.Unlock()
item, ok := s.items[id]
if ok {
item.Pinned = false
}
return ok
}
func (s *Store) UpdateSummary(id, summary string) bool {
s.mu.Lock()
defer s.mu.Unlock()
@@ -132,7 +182,7 @@ func (s *Store) UpdateSummary(id, summary string) bool {
return ok
}
func (s *Store) Query(query string, tags []string, limit int) []*Item {
func (s *Store) Query(query string, tags []string, limit int) []Item {
s.mu.Lock()
defer s.mu.Unlock()
@@ -140,26 +190,160 @@ func (s *Store) Query(query string, tags []string, limit int) []*Item {
limit = 10
}
queryWords := wordSet(query)
var results []*Item
type scored struct {
item *Item
score float64
}
var results []scored
for _, item := range s.items {
if len(tags) > 0 && !hasAnyTag(item, tags) {
continue
if query != "" {
// BM25 search ranks results by relevance
searchResults := s.index.Search(query, 0)
for _, sr := range searchResults {
item, ok := s.items[sr.ID]
if !ok {
continue
}
if len(tags) > 0 && !hasAnyTag(item, tags) {
continue
}
// Combine BM25 relevance with item score
results = append(results, scored{item: item, score: sr.Score + s.scoreLocked(item)})
}
} else {
// No query text — filter by tags, sort by score
for _, item := range s.items {
if len(tags) > 0 && !hasAnyTag(item, tags) {
continue
}
results = append(results, scored{item: item, score: s.scoreLocked(item)})
}
item.AccessedAt = time.Now()
item.AccessCount++
results = append(results, item)
}
sort.Slice(results, func(i, j int) bool {
return s.queryScore(results[i], queryWords) > s.queryScore(results[j], queryWords)
return results[i].score > results[j].score
})
if len(results) > limit {
results = results[:limit]
}
return results
// Only bump AccessedAt/AccessCount on items that made the cut
out := make([]Item, len(results))
for i, r := range results {
r.item.AccessedAt = time.Now()
r.item.AccessCount++
out[i] = *r.item
}
return out
}
func (s *Store) ListItems(offset, limit int) ([]Item, int) {
s.mu.Lock()
defer s.mu.Unlock()
total := len(s.items)
// Collect and sort by creation time descending
all := make([]*Item, 0, total)
for _, item := range s.items {
all = append(all, item)
}
sort.Slice(all, func(i, j int) bool {
return all[i].CreatedAt.After(all[j].CreatedAt)
})
if offset < 0 {
offset = 0
}
if limit <= 0 {
limit = 20
}
if offset >= len(all) {
return nil, total
}
end := offset + limit
if end > len(all) {
end = len(all)
}
out := make([]Item, end-offset)
for i, item := range all[offset:end] {
out[i] = *item
}
return out, total
}
func (s *Store) BulkAdd(items []BulkItem) ([]*Item, []error) {
results := make([]*Item, len(items))
errs := make([]error, len(items))
for i, bi := range items {
item, err := s.Add(bi.Content, bi.Summary, bi.Tags, bi.Importance)
results[i] = item
errs[i] = err
}
return results, errs
}
func (s *Store) Export(summariesOnly bool) []Item {
s.mu.Lock()
defer s.mu.Unlock()
out := make([]Item, 0, len(s.items))
for _, item := range s.items {
cp := *item
if summariesOnly && cp.Summary != "" {
cp.Content = cp.Summary
cp.Tokens = EstimateTokens(cp.Content)
}
out = append(out, cp)
}
sort.Slice(out, func(i, j int) bool {
return out[i].CreatedAt.Before(out[j].CreatedAt)
})
return out
}
// Recall returns status info and the top items by retention score.
// Designed as a single "session start" call to restore working context.
func (s *Store) Recall(limit int) (budget, used, count int, usage float64, items []Item) {
s.mu.Lock()
defer s.mu.Unlock()
budget = s.tokenBudget
used = s.usedTokens
count = len(s.items)
if budget > 0 {
usage = float64(used) / float64(budget)
}
if count == 0 || limit <= 0 {
return
}
type scored struct {
item *Item
score float64
}
all := make([]scored, 0, count)
for _, item := range s.items {
all = append(all, scored{item: item, score: s.scoreLocked(item)})
}
sort.Slice(all, func(i, j int) bool {
return all[i].score > all[j].score
})
n := limit
if n > len(all) {
n = len(all)
}
items = make([]Item, n)
for i := 0; i < n; i++ {
items[i] = *all[i].item
}
return
}
func (s *Store) scoreLocked(item *Item) float64 {
@@ -167,11 +351,13 @@ func (s *Store) scoreLocked(item *Item) float64 {
return math.MaxFloat64
}
halfLife := DecayHalfLifeMinutes(item.ContentType)
age := time.Since(item.AccessedAt).Minutes()
recency := math.Exp(-age / 120.0) // half-life ~2 hours
recency := math.Exp(-age / halfLife)
importance := float64(item.Importance) / 10.0
access := math.Log1p(float64(item.AccessCount)) / 5.0
importance *= ScoreMultiplier(item.ContentType)
access := math.Min(math.Log1p(float64(item.AccessCount))/5.0, 1.0)
var sizePenalty float64
if s.tokenBudget > 0 {
@@ -181,25 +367,6 @@ func (s *Store) scoreLocked(item *Item) float64 {
return (0.4 * importance) + (0.3 * recency) + (0.2 * access) - (0.1 * sizePenalty)
}
func (s *Store) queryScore(item *Item, queryWords map[string]struct{}) float64 {
base := s.scoreLocked(item)
if len(queryWords) == 0 {
return base
}
contentWords := wordSet(item.Content)
if item.Summary != "" {
for w := range wordSet(item.Summary) {
contentWords[w] = struct{}{}
}
}
for _, tag := range item.Tags {
contentWords[strings.ToLower(tag)] = struct{}{}
}
return base + (0.5 * jaccardSimilarity(queryWords, contentWords))
}
func (s *Store) Status() (budget, used, count int, usage float64) {
s.mu.Lock()
defer s.mu.Unlock()
@@ -253,10 +420,10 @@ func (s *Store) AutoCompactThreshold() float64 {
func (s *Store) Compact(targetUsage float64) CompactResult {
s.mu.Lock()
defer s.mu.Unlock()
return s.compactLocked(targetUsage)
return s.compactLocked(targetUsage, true)
}
func (s *Store) compactLocked(targetUsage float64) CompactResult {
func (s *Store) compactLocked(targetUsage float64, fullCompaction bool) CompactResult {
result := CompactResult{TokensBefore: s.usedTokens}
if s.tokenBudget <= 0 {
@@ -271,13 +438,27 @@ func (s *Store) compactLocked(targetUsage float64) CompactResult {
}
// Phase 1: Summary promotion — replace content with summary to save tokens
// Sort candidates by score ascending so we promote lowest-scoring items first
type promoCandidate struct {
item *Item
score float64
}
var promoCandidates []promoCandidate
for _, item := range s.items {
if s.usedTokens <= targetTokens {
break
}
if item.Pinned || item.Summary == "" || item.Content == item.Summary {
continue
}
promoCandidates = append(promoCandidates, promoCandidate{item: item, score: s.scoreLocked(item)})
}
sort.Slice(promoCandidates, func(i, j int) bool {
return promoCandidates[i].score < promoCandidates[j].score
})
for _, pc := range promoCandidates {
if s.usedTokens <= targetTokens {
break
}
item := pc.item
oldTokens := item.Tokens
item.Content = item.Summary
item.Tokens = EstimateTokens(item.Content)
@@ -286,58 +467,74 @@ func (s *Store) compactLocked(targetUsage float64) CompactResult {
s.usedTokens -= saved
result.Summarized++
result.TokensFreed += saved
s.index.Add(item.ID, item.Content, item.Tags)
}
}
// Phase 2: Deduplication — merge items with >70% word overlap
ids := make([]string, 0, len(s.items))
for id := range s.items {
ids = append(ids, id)
}
merged := make(map[string]bool)
for i := 0; i < len(ids); i++ {
if merged[ids[i]] {
continue
// Phase 2: Deduplication — merge items with >70% word overlap (full compaction only)
if fullCompaction {
ids := make([]string, 0, len(s.items))
for id := range s.items {
ids = append(ids, id)
}
a := s.items[ids[i]]
if a == nil || a.Pinned {
continue
}
aWords := wordSet(a.Content)
for j := i + 1; j < len(ids); j++ {
if merged[ids[j]] {
// Cap dedup candidates
if len(ids) > maxDedupCandidates {
// Sort by score ascending to prioritize merging low-value items
sort.Slice(ids, func(i, j int) bool {
return s.scoreLocked(s.items[ids[i]]) < s.scoreLocked(s.items[ids[j]])
})
ids = ids[:maxDedupCandidates]
}
merged := make(map[string]bool)
for i := 0; i < len(ids); i++ {
if merged[ids[i]] {
continue
}
b := s.items[ids[j]]
if b == nil {
a := s.items[ids[i]]
if a == nil || a.Pinned {
continue
}
aWords := wordSet(a.Content)
if jaccardSimilarity(aWords, wordSet(b.Content)) > 0.7 {
// Keep higher-scoring item, merge tags
if s.scoreLocked(a) >= s.scoreLocked(b) {
a.Tags = mergeTags(a.Tags, b.Tags)
if a.Summary == "" && b.Summary != "" {
a.Summary = b.Summary
}
s.usedTokens -= b.Tokens
result.TokensFreed += b.Tokens
delete(s.items, ids[j])
merged[ids[j]] = true
} else {
b.Tags = mergeTags(b.Tags, a.Tags)
if b.Summary == "" && a.Summary != "" {
b.Summary = a.Summary
}
s.usedTokens -= a.Tokens
result.TokensFreed += a.Tokens
delete(s.items, ids[i])
merged[ids[i]] = true
break
for j := i + 1; j < len(ids); j++ {
if merged[ids[j]] {
continue
}
b := s.items[ids[j]]
if b == nil {
continue
}
if jaccardSimilarity(aWords, wordSet(b.Content)) > 0.7 {
// Keep higher-scoring item, merge tags
if s.scoreLocked(a) >= s.scoreLocked(b) {
a.Tags = mergeTags(a.Tags, b.Tags)
if a.Summary == "" && b.Summary != "" {
a.Summary = b.Summary
}
s.usedTokens -= b.Tokens
result.TokensFreed += b.Tokens
s.index.Remove(ids[j])
delete(s.items, ids[j])
merged[ids[j]] = true
} else {
b.Tags = mergeTags(b.Tags, a.Tags)
if b.Summary == "" && a.Summary != "" {
b.Summary = a.Summary
}
s.usedTokens -= a.Tokens
result.TokensFreed += a.Tokens
s.index.Remove(ids[i])
delete(s.items, ids[i])
merged[ids[i]] = true
result.Deduplicated++
break
}
result.Deduplicated++
}
result.Deduplicated++
}
}
}
@@ -360,6 +557,7 @@ func (s *Store) compactLocked(targetUsage float64) CompactResult {
}
s.usedTokens -= item.Tokens
result.TokensFreed += item.Tokens
s.index.Remove(item.ID)
delete(s.items, item.ID)
result.Evicted++
}
@@ -368,7 +566,15 @@ func (s *Store) compactLocked(targetUsage float64) CompactResult {
// Collect items that could benefit from LLM summarization
for _, item := range s.items {
if item.Summary == "" && item.Tokens > 100 {
result.NeedsSummary = append(result.NeedsSummary, item)
preview := item.Content
if len(preview) > 80 {
preview = preview[:80]
}
result.NeedsSummary = append(result.NeedsSummary, SummaryCandidate{
ID: item.ID,
Tokens: item.Tokens,
Preview: preview,
})
}
}
+332 -24
View File
@@ -26,7 +26,10 @@ func TestEstimateTokens(t *testing.T) {
func TestStoreAddAndQuery(t *testing.T) {
s := NewStore(100000)
item := s.Add("cilium uses netkit on kernel 6.8", "cilium netkit needs 6.8", []string{"cilium", "networking"}, 8)
item, err := s.Add("cilium uses netkit on kernel 6.8", "cilium netkit needs 6.8", []string{"cilium", "networking"}, 8)
if err != nil {
t.Fatalf("Add failed: %v", err)
}
if item.ID == "" {
t.Fatal("expected non-empty ID")
}
@@ -59,7 +62,10 @@ func TestStoreAddAndQuery(t *testing.T) {
func TestStoreRemoveAndPin(t *testing.T) {
s := NewStore(100000)
item := s.Add("test content", "", nil, 5)
item, err := s.Add("test content", "", nil, 5)
if err != nil {
t.Fatalf("Add failed: %v", err)
}
if !s.Pin(item.ID) {
t.Fatal("pin failed")
}
@@ -79,36 +85,47 @@ func TestStoreRemoveAndPin(t *testing.T) {
}
func TestCompaction(t *testing.T) {
s := NewStore(200) // small budget: ~200 tokens = ~800 chars
// Budget of 20 tokens. Disable auto-compact so items survive Add().
// Each item is ~12 tokens, so 3 items = ~36 tokens > budget.
s := NewStore(20)
s.Configure(0, boolPtr(false), 0)
// Store items that exceed budget
s.Add("alpha bravo charlie delta echo foxtrot golf hotel", "short alpha", []string{"a"}, 3)
s.Add("india juliet kilo lima mike november oscar papa", "", []string{"b"}, 5)
s.Add("quebec romeo sierra tango uniform victor whiskey", "", []string{"c"}, 8)
if _, err := s.Add("alpha bravo charlie delta echo foxtrot golf hotel", "short alpha", []string{"a"}, 3); err != nil {
t.Fatalf("Add: %v", err)
}
if _, err := s.Add("india juliet kilo lima mike november oscar papa", "", []string{"b"}, 5); err != nil {
t.Fatalf("Add: %v", err)
}
if _, err := s.Add("quebec romeo sierra tango uniform victor whiskey", "", []string{"c"}, 8); err != nil {
t.Fatalf("Add: %v", err)
}
_, used, _, _ := s.Status()
if used == 0 {
t.Fatal("expected non-zero usage")
}
result := s.Compact(0.5) // compact to 50%
result := s.Compact(0.5) // compact to 50% of 20 = 10 tokens
if result.TokensAfter > result.TokensBefore {
t.Error("compaction should not increase tokens")
}
if result.TokensFreed == 0 && result.TokensBefore > 100 {
if result.TokensFreed == 0 {
t.Error("expected some tokens freed")
}
// Item with summary should have been promoted
if result.Summarized == 0 {
t.Log("note: no summary promotions (may depend on budget math)")
t.Error("expected at least one summary promotion")
}
}
func TestSummaryPromotion(t *testing.T) {
s := NewStore(100) // very tight budget
// Budget of 20 tokens. Content is ~23 tokens, summary is ~7 tokens.
// Disable auto-compact. Compaction to 0.3 = target 6 tokens, so promotion must happen.
s := NewStore(20)
s.Configure(0, boolPtr(false), 0)
item := s.Add(
item, _ := s.Add(
"this is a very long content string that takes many tokens to represent in the context window",
"long content, many tokens",
nil, 5,
@@ -116,7 +133,7 @@ func TestSummaryPromotion(t *testing.T) {
result := s.Compact(0.3) // aggressive compaction
if result.Summarized == 0 {
t.Log("note: summary promotion did not trigger")
t.Error("expected summary promotion to trigger")
}
got, ok := s.Get(item.ID)
@@ -129,24 +146,40 @@ func TestSummaryPromotion(t *testing.T) {
}
func TestDeduplication(t *testing.T) {
s := NewStore(100)
// Budget of 20 tokens, two items with 5/6 word overlap (>70%).
// Disable auto-compact so both items survive Add().
s := NewStore(20)
s.Configure(0, boolPtr(false), 0)
s.Add("alpha bravo charlie delta echo foxtrot", "", []string{"a"}, 5)
s.Add("alpha bravo charlie delta echo golf", "", []string{"b"}, 5)
if _, err := s.Add("alpha bravo charlie delta echo foxtrot", "", []string{"a"}, 5); err != nil {
t.Fatalf("Add: %v", err)
}
if _, err := s.Add("alpha bravo charlie delta echo golf", "", []string{"b"}, 5); err != nil {
t.Fatalf("Add: %v", err)
}
_, _, countBefore, _ := s.Status()
s.Compact(0.3)
if countBefore != 2 {
t.Fatalf("expected 2 items before compact, got %d", countBefore)
}
result := s.Compact(0.3)
_, _, countAfter, _ := s.Status()
if countAfter >= countBefore {
t.Log("note: dedup did not reduce count (similarity may be below threshold)")
t.Errorf("dedup should reduce count: before=%d after=%d", countBefore, countAfter)
}
if result.Deduplicated == 0 {
t.Error("expected at least one deduplication")
}
}
func TestUpdateSummary(t *testing.T) {
s := NewStore(100000)
item := s.Add("full content here", "", nil, 5)
item, err := s.Add("full content here", "", nil, 5)
if err != nil {
t.Fatalf("Add failed: %v", err)
}
if item.Summary != "" {
t.Fatal("should have no summary initially")
}
@@ -182,13 +215,13 @@ func TestJaccardSimilarity(t *testing.T) {
}
func TestAutoCompact(t *testing.T) {
s := NewStore(50) // very small: 50 tokens = ~200 chars
s := NewStore(10) // very small: 10 tokens
s.Configure(0, boolPtr(true), 0.5)
// Add items that should trigger auto-compaction
s.Add("first item with some content padding", "first", nil, 3)
s.Add("second item with more content padding", "second", nil, 3)
s.Add("third item triggering compaction now", "third", nil, 3)
// Add items that should trigger auto-compaction (errors ignored; auto-compact may evict)
s.Add("first item with some content padding", "first", nil, 3) //nolint:gosec
s.Add("second item with more content padding", "second", nil, 3) //nolint:gosec
s.Add("third item triggering compaction now", "third", nil, 3) //nolint:gosec
_, used, _, usage := s.Status()
// Auto-compact should have kept usage reasonable
@@ -197,4 +230,279 @@ func TestAutoCompact(t *testing.T) {
}
}
func TestUnpin(t *testing.T) {
s := NewStore(100000)
item, err := s.Add("test content for unpin", "", nil, 5)
if err != nil {
t.Fatalf("Add failed: %v", err)
}
// Pin then unpin
if !s.Pin(item.ID) {
t.Fatal("pin failed")
}
got, _ := s.Get(item.ID)
if !got.Pinned {
t.Fatal("should be pinned")
}
if !s.Unpin(item.ID) {
t.Fatal("unpin failed")
}
got, _ = s.Get(item.ID)
if got.Pinned {
t.Fatal("should be unpinned")
}
// Unpin non-existent item
if s.Unpin("nonexistent") {
t.Error("unpin of non-existent item should return false")
}
}
func TestListItems(t *testing.T) {
s := NewStore(100000)
// Add 5 items
for i := 0; i < 5; i++ {
_, err := s.Add("content "+string(rune('a'+i)), "", nil, 5)
if err != nil {
t.Fatalf("Add %d failed: %v", i, err)
}
}
// List all
items, total := s.ListItems(0, 10)
if total != 5 {
t.Errorf("expected total 5, got %d", total)
}
if len(items) != 5 {
t.Errorf("expected 5 items, got %d", len(items))
}
// List with offset
items, total = s.ListItems(3, 10)
if total != 5 {
t.Errorf("expected total 5, got %d", total)
}
if len(items) != 2 {
t.Errorf("expected 2 items with offset 3, got %d", len(items))
}
// List with limit
items, total = s.ListItems(0, 2)
if total != 5 {
t.Errorf("expected total 5, got %d", total)
}
if len(items) != 2 {
t.Errorf("expected 2 items with limit 2, got %d", len(items))
}
// List beyond end
items, total = s.ListItems(10, 5)
if total != 5 {
t.Errorf("expected total 5, got %d", total)
}
if items != nil {
t.Errorf("expected nil items beyond end, got %d", len(items))
}
}
func TestBulkAdd(t *testing.T) {
s := NewStore(100000)
bulkItems := []BulkItem{
{Content: "first bulk item", Summary: "first", Tags: []string{"bulk"}, Importance: 5},
{Content: "second bulk item", Summary: "second", Tags: []string{"bulk"}, Importance: 7},
{Content: "third bulk item", Summary: "", Tags: nil, Importance: 3},
}
results, errs := s.BulkAdd(bulkItems)
if len(results) != 3 {
t.Fatalf("expected 3 results, got %d", len(results))
}
for i, err := range errs {
if err != nil {
t.Errorf("bulk add item %d failed: %v", i, err)
}
}
for i, item := range results {
if item == nil {
t.Errorf("bulk add item %d is nil", i)
} else if item.ID == "" {
t.Errorf("bulk add item %d has empty ID", i)
}
}
_, _, count, _ := s.Status()
if count != 3 {
t.Errorf("expected 3 items in store, got %d", count)
}
}
func TestExport(t *testing.T) {
s := NewStore(100000)
if _, err := s.Add("full content one", "summary one", []string{"a"}, 5); err != nil {
t.Fatalf("Add: %v", err)
}
if _, err := s.Add("full content two", "", []string{"b"}, 7); err != nil {
t.Fatalf("Add: %v", err)
}
// Export all
items := s.Export(false)
if len(items) != 2 {
t.Fatalf("expected 2 exported items, got %d", len(items))
}
for _, item := range items {
if strings.HasPrefix(item.Content, "summary") {
t.Error("full export should not replace content with summary")
}
}
// Export summaries only
items = s.Export(true)
if len(items) != 2 {
t.Fatalf("expected 2 exported items, got %d", len(items))
}
foundSummary := false
foundFull := false
for _, item := range items {
if item.Content == "summary one" {
foundSummary = true
}
if item.Content == "full content two" {
foundFull = true // no summary available, keep full content
}
}
if !foundSummary {
t.Error("summaries_only should replace content with summary where available")
}
if !foundFull {
t.Error("summaries_only should keep full content when no summary available")
}
}
func TestItemCountLimit(t *testing.T) {
// We can't add 10001 items in a test (too slow), but we can test the limit
// by lowering the effective count. Instead, test with a smaller approach:
// fill the store to capacity and verify the error.
s := NewStore(1000000)
// Override: we test by directly checking the error message
// Add one item, then manipulate to test boundary
item, err := s.Add("test", "", nil, 5)
if err != nil {
t.Fatalf("first add failed: %v", err)
}
if item == nil {
t.Fatal("expected non-nil item")
}
// Add content that's too large
bigContent := strings.Repeat("x", maxContentBytes+1)
_, err = s.Add(bigContent, "", nil, 5)
if err == nil {
t.Error("expected error for oversized content")
}
if err != nil && !strings.Contains(err.Error(), "content too large") {
t.Errorf("unexpected error: %v", err)
}
}
func TestContentSizeLimit(t *testing.T) {
s := NewStore(100000)
// Exactly at limit should succeed
content := strings.Repeat("x", maxContentBytes)
_, err := s.Add(content, "", nil, 5)
if err != nil {
t.Errorf("content at exact limit should succeed: %v", err)
}
// Over limit should fail
content = strings.Repeat("x", maxContentBytes+1)
_, err = s.Add(content, "", nil, 5)
if err == nil {
t.Error("content over limit should fail")
}
}
func TestQueryAccessCountFix(t *testing.T) {
s := NewStore(100000)
// Add 5 items
ids := make([]string, 5)
for i := 0; i < 5; i++ {
item, _ := s.Add("item "+string(rune('a'+i)), "", nil, 5)
ids[i] = item.ID
}
// Query with limit 2 - only the top 2 should get access bumps
s.Query("item", nil, 2)
// Check that we got exactly 2 items with AccessCount > 0
bumped := 0
for _, id := range ids {
got, ok := s.Get(id)
if !ok {
t.Fatalf("item %s not found", id)
}
// Get itself bumps access count by 1, so items that were
// bumped by Query will have AccessCount >= 2 after Get
if got.AccessCount >= 2 {
bumped++
}
}
// Only the 2 items returned by Query should have been bumped
// (plus the Get call bumps all by 1)
if bumped > 2 {
t.Errorf("expected at most 2 items bumped by query, got %d", bumped)
}
}
func TestGetReturnsValueCopy(t *testing.T) {
s := NewStore(100000)
item, _ := s.Add("original content", "", nil, 5)
got, ok := s.Get(item.ID)
if !ok {
t.Fatal("item not found")
}
// Mutating the returned copy should not affect the store.
// We use a helper to avoid the unusedwrite lint.
mutateItemContent(&got, "mutated")
got2, _ := s.Get(item.ID)
if got2.Content != "original content" {
t.Error("Get should return value copy; mutation should not affect store")
}
}
func mutateItemContent(item *Item, content string) { item.Content = content }
func TestQueryReturnsValueCopies(t *testing.T) {
s := NewStore(100000)
if _, err := s.Add("original query content", "", []string{"test"}, 5); err != nil {
t.Fatalf("Add: %v", err)
}
results := s.Query("original", nil, 10)
if len(results) != 1 {
t.Fatalf("expected 1 result, got %d", len(results))
}
// Mutating the returned copy should not affect the store
results[0].Content = "mutated"
results2 := s.Query("original", nil, 10)
if len(results2) != 1 {
t.Fatalf("expected 1 result, got %d", len(results2))
}
if results2[0].Content == "mutated" {
t.Error("Query should return value copies; mutation should not affect store")
}
}
func boolPtr(b bool) *bool { return &b }
+209 -7
View File
@@ -2,6 +2,7 @@ package main
import (
"context"
"encoding/json"
"fmt"
"strings"
@@ -10,6 +11,13 @@ import (
)
func registerTools(s *server.MCPServer, store *Store) {
s.AddTool(mcp.NewTool("recall",
mcp.WithDescription("Restore working context from previous sessions. Call this FIRST at the start of every session. Returns budget status and the most important stored items. Use this before re-reading files or asking the user to repeat information."),
mcp.WithReadOnlyHintAnnotation(true),
mcp.WithDestructiveHintAnnotation(false),
mcp.WithNumber("limit", mcp.Description("Max items to return (default 20)")),
), handleRecall(store))
s.AddTool(mcp.NewTool("store",
mcp.WithDescription("Store a context item for later retrieval. Offload information from working context. Provide a summary for efficient compaction when budget is tight."),
mcp.WithString("content", mcp.Required(), mcp.Description("The content to store")),
@@ -46,6 +54,13 @@ func registerTools(s *server.MCPServer, store *Store) {
mcp.WithString("id", mcp.Required(), mcp.Description("Item ID to pin")),
), handlePin(store))
s.AddTool(mcp.NewTool("unpin",
mcp.WithDescription("Unpin a context item to allow automatic eviction during compaction."),
mcp.WithDestructiveHintAnnotation(false),
mcp.WithIdempotentHintAnnotation(true),
mcp.WithString("id", mcp.Required(), mcp.Description("Item ID to unpin")),
), handleUnpin(store))
s.AddTool(mcp.NewTool("forget",
mcp.WithDescription("Remove a context item from storage."),
mcp.WithDestructiveHintAnnotation(true),
@@ -68,6 +83,75 @@ func registerTools(s *server.MCPServer, store *Store) {
mcp.WithString("id", mcp.Required(), mcp.Description("Item ID to update")),
mcp.WithString("summary", mcp.Required(), mcp.Description("New summary for the item")),
), handleUpdate(store))
s.AddTool(mcp.NewTool("list",
mcp.WithDescription("List stored context items with pagination. Returns items sorted by creation time (newest first)."),
mcp.WithReadOnlyHintAnnotation(true),
mcp.WithDestructiveHintAnnotation(false),
mcp.WithNumber("offset", mcp.Description("Number of items to skip (default 0)")),
mcp.WithNumber("limit", mcp.Description("Max items to return (default 20)")),
), handleList(store))
s.AddTool(mcp.NewTool("bulk_store",
mcp.WithDescription("Store multiple context items at once. Accepts a JSON array of items."),
mcp.WithString("items", mcp.Required(), mcp.Description("JSON array of items: [{\"content\":\"...\",\"summary\":\"...\",\"tags\":[\"...\"],\"importance\":5}]")),
), handleBulkStore(store))
s.AddTool(mcp.NewTool("export",
mcp.WithDescription("Export all stored context items. Optionally return summaries instead of full content where available."),
mcp.WithReadOnlyHintAnnotation(true),
mcp.WithDestructiveHintAnnotation(false),
mcp.WithBoolean("summaries_only", mcp.Description("If true, return summaries instead of full content where available")),
), handleExport(store))
}
func handleRecall(store *Store) server.ToolHandlerFunc {
return func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
limit := req.GetInt("limit", 20)
budget, used, count, usage, items := store.Recall(limit)
var sb strings.Builder
fmt.Fprintf(&sb, "Budget: %d/%d tokens (%.1f%%), %d items stored\n", used, budget, usage*100, count)
if count == 0 {
sb.WriteString("\nNo stored context. Start using 'store' to offload information.")
return mcp.NewToolResultText(sb.String()), nil
}
tight := store.BudgetTight()
fmt.Fprintf(&sb, "\nTop %d items by relevance", len(items))
if tight {
sb.WriteString(" (budget tight, showing summaries where available)")
}
sb.WriteString(":\n\n")
for _, item := range items {
fmt.Fprintf(&sb, "[%s] importance:%d tokens:%d", item.ID, item.Importance, item.Tokens)
if item.Pinned {
sb.WriteString(" PINNED")
}
sb.WriteString("\n")
if len(item.Tags) > 0 {
fmt.Fprintf(&sb, "Tags: %s\n", strings.Join(item.Tags, ", "))
}
sb.WriteString("---\n")
if tight && item.Summary != "" {
sb.WriteString(item.Summary)
} else if item.Summary != "" {
sb.WriteString(item.Summary)
} else {
preview := item.Content
if len(preview) > 200 {
preview = preview[:200] + "..."
}
sb.WriteString(preview)
}
sb.WriteString("\n\n")
}
return mcp.NewToolResultText(sb.String()), nil
}
}
func handleStore(store *Store) server.ToolHandlerFunc {
@@ -90,7 +174,10 @@ func handleStore(store *Store) server.ToolHandlerFunc {
}
}
item := store.Add(content, summary, tags, importance)
item, addErr := store.Add(content, summary, tags, importance)
if addErr != nil {
return mcp.NewToolResultError(addErr.Error()), nil
}
budget, used, count, usage := store.Status()
return mcp.NewToolResultText(fmt.Sprintf(
@@ -164,7 +251,7 @@ func handleStatus(store *Store) server.ToolHandlerFunc {
func handleCompact(store *Store) server.ToolHandlerFunc {
return func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
target := req.GetFloat("target_usage", 0.7)
if target <= 0 || target > 1.0 {
if target < 0 || target > 1.0 {
target = 0.7
}
@@ -176,16 +263,16 @@ func handleCompact(store *Store) server.ToolHandlerFunc {
fmt.Fprintf(&sb, "- Summary promoted: %d items\n", result.Summarized)
fmt.Fprintf(&sb, "- Deduplicated: %d pairs\n", result.Deduplicated)
fmt.Fprintf(&sb, "- Tokens freed: %d\n", result.TokensFreed)
fmt.Fprintf(&sb, "- Budget: %d %d tokens\n", result.TokensBefore, result.TokensAfter)
fmt.Fprintf(&sb, "- Budget: %d -> %d tokens\n", result.TokensBefore, result.TokensAfter)
if len(result.NeedsSummary) > 0 {
sb.WriteString("\nItems that would benefit from summarization:\n")
for _, item := range result.NeedsSummary {
preview := item.Content
for _, sc := range result.NeedsSummary {
preview := sc.Preview
if len(preview) > 80 {
preview = preview[:80] + "..."
preview = preview[:80]
}
fmt.Fprintf(&sb, "- [%s] %d tokens: %q\n", item.ID, item.Tokens, preview)
fmt.Fprintf(&sb, "- [%s] %d tokens: %q\n", sc.ID, sc.Tokens, preview)
}
sb.WriteString("\nUse 'update' tool to add summaries to these items.")
}
@@ -207,6 +294,19 @@ func handlePin(store *Store) server.ToolHandlerFunc {
}
}
func handleUnpin(store *Store) server.ToolHandlerFunc {
return func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
id, err := req.RequireString("id")
if err != nil {
return mcp.NewToolResultError(err.Error()), nil
}
if store.Unpin(id) {
return mcp.NewToolResultText(fmt.Sprintf("Unpinned [%s]", id)), nil
}
return mcp.NewToolResultError(fmt.Sprintf("Item [%s] not found", id)), nil
}
}
func handleForget(store *Store) server.ToolHandlerFunc {
return func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
id, err := req.RequireString("id")
@@ -265,3 +365,105 @@ func handleUpdate(store *Store) server.ToolHandlerFunc {
return mcp.NewToolResultError(fmt.Sprintf("Item [%s] not found", id)), nil
}
}
func handleList(store *Store) server.ToolHandlerFunc {
return func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
offset := req.GetInt("offset", 0)
limit := req.GetInt("limit", 20)
items, total := store.ListItems(offset, limit)
if len(items) == 0 {
return mcp.NewToolResultText(fmt.Sprintf("No items (total: %d).", total)), nil
}
var sb strings.Builder
fmt.Fprintf(&sb, "Items %d-%d of %d:\n\n", offset+1, offset+len(items), total)
for _, item := range items {
fmt.Fprintf(&sb, "[%s] importance:%d tokens:%d", item.ID, item.Importance, item.Tokens)
if item.Pinned {
sb.WriteString(" PINNED")
}
sb.WriteString("\n")
if len(item.Tags) > 0 {
fmt.Fprintf(&sb, "Tags: %s\n", strings.Join(item.Tags, ", "))
}
preview := item.Content
if len(preview) > 80 {
preview = preview[:80] + "..."
}
fmt.Fprintf(&sb, "%s\n\n", preview)
}
return mcp.NewToolResultText(sb.String()), nil
}
}
func handleBulkStore(store *Store) server.ToolHandlerFunc {
return func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
itemsJSON, err := req.RequireString("items")
if err != nil {
return mcp.NewToolResultError(err.Error()), nil
}
var bulkItems []BulkItem
if err := json.Unmarshal([]byte(itemsJSON), &bulkItems); err != nil {
return mcp.NewToolResultError(fmt.Sprintf("Invalid JSON: %v", err)), nil
}
if len(bulkItems) == 0 {
return mcp.NewToolResultError("No items provided"), nil
}
results, errs := store.BulkAdd(bulkItems)
var sb strings.Builder
stored := 0
failed := 0
for i, item := range results {
if errs[i] != nil {
failed++
fmt.Fprintf(&sb, "FAILED item %d: %v\n", i+1, errs[i])
} else {
stored++
fmt.Fprintf(&sb, "Stored [%s] (%d tokens)\n", item.ID, item.Tokens)
}
}
budget, used, count, usage := store.Status()
fmt.Fprintf(&sb, "\nStored: %d, Failed: %d\nBudget: %d/%d tokens (%.0f%%), %d items",
stored, failed, used, budget, usage*100, count)
return mcp.NewToolResultText(sb.String()), nil
}
}
func handleExport(store *Store) server.ToolHandlerFunc {
return func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
summariesOnly := req.GetBool("summaries_only", false)
items := store.Export(summariesOnly)
if len(items) == 0 {
return mcp.NewToolResultText("No items to export."), nil
}
var sb strings.Builder
fmt.Fprintf(&sb, "Exported %d items", len(items))
if summariesOnly {
sb.WriteString(" (summaries where available)")
}
sb.WriteString(":\n\n")
for _, item := range items {
fmt.Fprintf(&sb, "[%s] importance:%d tokens:%d", item.ID, item.Importance, item.Tokens)
if item.Pinned {
sb.WriteString(" PINNED")
}
sb.WriteString("\n")
if len(item.Tags) > 0 {
fmt.Fprintf(&sb, "Tags: %s\n", strings.Join(item.Tags, ", "))
}
sb.WriteString("---\n")
sb.WriteString(item.Content)
sb.WriteString("\n\n")
}
return mcp.NewToolResultText(sb.String()), nil
}
}